,
Pijush Das [aut],
Kevin Camphausen [aut],
Uma Shankavaram [aut]| Title: | CPSM: Cancer patient survival model |
|---|---|
| Description: | The CPSM package provides a comprehensive computational pipeline for predicting the survival probability of cancer patients. It offers a series of steps including data processing, splitting data into training and test subsets, and normalization of data. The package enables the selection of significant features based on univariate survival analysis and generates a LASSO prognostic index score. It supports the development of predictive models for survival probability using various features and provides visualization tools to draw survival curves based on predicted survival probabilities. Additionally, SPM includes functionalities for generating bar plots that depict the predicted mean and median survival times of patients, making it a versatile tool for survival analysis in cancer research. |
| Authors: | Harpreet Kaur [aut, cre] ,
Pijush Das [aut],
Kevin Camphausen [aut],
Uma Shankavaram [aut] |
| Maintainer: | Harpreet Kaur <[email protected]> |
| License: | GPL-3 | file LICENSE |
| Version: | 0.99.7 |
| Built: | 2025-03-12 13:32:31 UTC |
| Source: | https://github.com/bioc/CPSM |
This function converting OS time (in days) into months and removing samples where OS time information is missing. Note: In the Example data OS time labelled is "OS.time" and OS event labelled as "OS"
data |
A data frame containing clinical and expression data. |
col_num |
An integer indicating the column number where expression data starts. |
surv_time |
A character string specifying the name of the survival time column in the data. |
This function converting OS time (in days) into months and removing samples where OS time information is missing. Note: In the Example data OS time labelled is "OS.time" and OS event labelled as "OS"
A data frame combining processed clinical and expression data.
Includes a new column OS_month for survival time in months, and retains
only rows with positive OS_month.
library(SummarizedExperiment) data(Example_TCGA_LGG_FPKM_data, package = "CPSM") combined_df <- cbind(as.data.frame(colData(Example_TCGA_LGG_FPKM_data)) [, -ncol(colData(Example_TCGA_LGG_FPKM_data))], t(as.data.frame(assay(Example_TCGA_LGG_FPKM_data, "expression")))) data_process_f(data = combined_df, col_num = 20, surv_time = "OS.time" )library(SummarizedExperiment) data(Example_TCGA_LGG_FPKM_data, package = "CPSM") combined_df <- cbind(as.data.frame(colData(Example_TCGA_LGG_FPKM_data)) [, -ncol(colData(Example_TCGA_LGG_FPKM_data))], t(as.data.frame(assay(Example_TCGA_LGG_FPKM_data, "expression")))) data_process_f(data = combined_df, col_num = 20, surv_time = "OS.time" )
This is a data set used for the package example.
data("Example_TCGA_LGG_FPKM_data")data("Example_TCGA_LGG_FPKM_data")
A data frame with 184 observations on the following 2024 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
A1BGa numeric vector
A1CFa numeric vector
A2Ma numeric vector
A2ML1a numeric vector
A3GALT2a numeric vector
A4GALTa numeric vector
A4GNTa numeric vector
AAASa numeric vector
AACSa numeric vector
AADACa numeric vector
AADACL2a numeric vector
AADACL3a numeric vector
AADACL4a numeric vector
AADATa numeric vector
AAGABa numeric vector
AAK1a numeric vector
AAMDCa numeric vector
AAMPa numeric vector
AANATa numeric vector
AAR2a numeric vector
AARDa numeric vector
AARS1a numeric vector
AARS2a numeric vector
AARSD1a numeric vector
AASDHa numeric vector
AASDHPPTa numeric vector
AASSa numeric vector
AATFa numeric vector
AATKa numeric vector
ABATa numeric vector
ABCA1a numeric vector
ABCA10a numeric vector
ABCA12a numeric vector
ABCA13a numeric vector
ABCA2a numeric vector
ABCA3a numeric vector
ABCA4a numeric vector
ABCA5a numeric vector
ABCA6a numeric vector
ABCA7a numeric vector
ABCA8a numeric vector
ABCA9a numeric vector
ABCB1a numeric vector
ABCB10a numeric vector
ABCB11a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCB7a numeric vector
ABCB8a numeric vector
ABCB9a numeric vector
ABCC1a numeric vector
ABCC10a numeric vector
ABCC11a numeric vector
ABCC12a numeric vector
ABCC2a numeric vector
ABCC3a numeric vector
ABCC4a numeric vector
ABCC5a numeric vector
ABCC6a numeric vector
ABCC8a numeric vector
ABCC9a numeric vector
ABCD1a numeric vector
ABCD2a numeric vector
ABCD3a numeric vector
ABCD4a numeric vector
ABCE1a numeric vector
ABCF1a numeric vector
ABCF2a numeric vector
a numeric vector
ABCF3a numeric vector
ABCG1a numeric vector
ABCG2a numeric vector
ABCG4a numeric vector
ABCG5a numeric vector
ABCG8a numeric vector
ABHD1a numeric vector
ABHD10a numeric vector
ABHD11a numeric vector
ABHD12a numeric vector
ABHD12Ba numeric vector
ABHD13a numeric vector
ABHD14Aa numeric vector
a numeric vector
ABHD14Ba numeric vector
ABHD15a numeric vector
ABHD16Aa numeric vector
ABHD16Ba numeric vector
ABHD17Aa numeric vector
ABHD17Ba numeric vector
ABHD17Ca numeric vector
ABHD18a numeric vector
ABHD2a numeric vector
ABHD3a numeric vector
ABHD4a numeric vector
ABHD5a numeric vector
ABHD6a numeric vector
ABHD8a numeric vector
ABI1a numeric vector
ABI2a numeric vector
ABI3a numeric vector
ABI3BPa numeric vector
ABITRAMa numeric vector
ABL1a numeric vector
ABL2a numeric vector
ABLIM1a numeric vector
ABLIM2a numeric vector
ABLIM3a numeric vector
ABOa numeric vector
ABRa numeric vector
ABRAa numeric vector
ABRACLa numeric vector
ABRAXAS1a numeric vector
ABRAXAS2a numeric vector
ABT1a numeric vector
ABTB1a numeric vector
ABTB2a numeric vector
AC000093.1a numeric vector
AC000120.2a numeric vector
AC000120.3a numeric vector
AC001226.2a numeric vector
AC002094.3a numeric vector
AC002310.4a numeric vector
AC002456.2a numeric vector
AC002985.1a numeric vector
AC002996.1a numeric vector
AC003002.1a numeric vector
AC003002.2a numeric vector
AC003002.3a numeric vector
AC003005.1a numeric vector
AC003006.1a numeric vector
AC003688.1a numeric vector
AC004076.1a numeric vector
AC004080.3a numeric vector
AC004223.3a numeric vector
AC004233.4a numeric vector
AC004593.2a numeric vector
AC004687.2a numeric vector
AC004691.2a numeric vector
AC004706.3a numeric vector
AC004805.1a numeric vector
AC004832.3a numeric vector
AC004922.1a numeric vector
AC004997.1a numeric vector
AC005020.2a numeric vector
AC005041.1a numeric vector
AC005154.5a numeric vector
AC005192.1a numeric vector
AC005258.1a numeric vector
AC005324.2a numeric vector
AC005324.3a numeric vector
AC005520.1a numeric vector
AC005551.1a numeric vector
AC005670.2a numeric vector
AC005697.1a numeric vector
AC005702.1a numeric vector
AC005726.1a numeric vector
AC005832.4a numeric vector
AC005833.1a numeric vector
AC005837.2a numeric vector
AC005943.1a numeric vector
AC006030.1a numeric vector
AC006059.2a numeric vector
AC006064.6a numeric vector
AC006254.1a numeric vector
AC006486.1a numeric vector
AC006486.3a numeric vector
AC006538.2a numeric vector
AC006978.2a numeric vector
AC007040.2a numeric vector
AC007192.1a numeric vector
AC007326.4a numeric vector
AC007375.2a numeric vector
AC007731.4a numeric vector
AC007846.2a numeric vector
AC007906.2a numeric vector
AC007998.2a numeric vector
AC008012.1a numeric vector
AC008073.3a numeric vector
AC008162.2a numeric vector
AC008397.1a numeric vector
AC008397.2a numeric vector
AC008403.1a numeric vector
AC008481.3a numeric vector
AC008537.1a numeric vector
AC008575.1a numeric vector
AC008581.2a numeric vector
AC008676.3a numeric vector
AC008687.1a numeric vector
AC008687.4a numeric vector
AC008687.8a numeric vector
AC008695.1a numeric vector
AC008750.7a numeric vector
AC008758.1a numeric vector
AC008758.5a numeric vector
AC008758.6a numeric vector
AC008763.2a numeric vector
AC008763.3a numeric vector
AC008763.4a numeric vector
AC008764.1a numeric vector
AC008764.4a numeric vector
AC008770.1a numeric vector
AC008770.2a numeric vector
AC008770.4a numeric vector
AC008878.1a numeric vector
AC008878.2a numeric vector
AC008878.3a numeric vector
AC008982.1a numeric vector
AC009070.1a numeric vector
AC009133.6a numeric vector
AC009163.3a numeric vector
AC009163.5a numeric vector
AC009412.1a numeric vector
AC009690.1a numeric vector
AC009690.3a numeric vector
AC009779.3a numeric vector
AC009879.2a numeric vector
AC009879.3a numeric vector
AC010132.3a numeric vector
AC010197.2a numeric vector
AC010255.2a numeric vector
AC010319.2a numeric vector
AC010323.1a numeric vector
AC010325.1a numeric vector
AC010326.2a numeric vector
AC010327.2a numeric vector
AC010422.3a numeric vector
AC010422.5a numeric vector
AC010422.6a numeric vector
AC010422.8a numeric vector
AC010463.1a numeric vector
AC010522.1a numeric vector
AC010531.1a numeric vector
AC010542.3a numeric vector
AC010547.4a numeric vector
AC010615.4a numeric vector
AC010616.1a numeric vector
AC010619.1a numeric vector
AC010646.1a numeric vector
AC010973.3a numeric vector
AC010980.1a numeric vector
AC011005.1a numeric vector
AC011330.3a numeric vector
AC011448.1a numeric vector
AC011452.1a numeric vector
AC011455.2a numeric vector
AC011462.1a numeric vector
AC011473.4a numeric vector
AC011479.1a numeric vector
AC011498.4a numeric vector
AC011499.1a numeric vector
AC011511.1a numeric vector
AC011511.4a numeric vector
AC011530.1a numeric vector
AC012184.2a numeric vector
AC012213.5a numeric vector
AC012254.2a numeric vector
AC012309.1a numeric vector
AC012488.2a numeric vector
AC012531.3a numeric vector
AC012651.1a numeric vector
AC013271.1a numeric vector
AC013394.1a numeric vector
AC013470.2a numeric vector
AC013477.1a numeric vector
AC013489.1a numeric vector
AC013717.1a numeric vector
AC015688.4a numeric vector
AC015802.6a numeric vector
AC015813.2a numeric vector
AC017083.3a numeric vector
AC018362.3a numeric vector
AC018512.1a numeric vector
AC018523.2a numeric vector
AC018630.4a numeric vector
AC018709.1a numeric vector
AC018755.2a numeric vector
AC018809.3a numeric vector
AC019117.3a numeric vector
AC019257.8a numeric vector
AC020636.2a numeric vector
AC020765.6a numeric vector
AC020907.6a numeric vector
AC020909.1a numeric vector
AC020915.4a numeric vector
AC020922.1a numeric vector
AC021072.1a numeric vector
AC021087.5a numeric vector
AC021660.3a numeric vector
AC022335.1a numeric vector
AC022384.1a numeric vector
AC022400.5a numeric vector
AC022414.1a numeric vector
AC022415.2a numeric vector
AC022506.1a numeric vector
AC022826.2a numeric vector
AC023055.1a numeric vector
AC024592.3a numeric vector
AC024598.1a numeric vector
AC025165.3a numeric vector
AC025165.6a numeric vector
AC025263.2a numeric vector
AC025283.2a numeric vector
AC025287.4a numeric vector
AC026316.4a numeric vector
AC026464.1a numeric vector
AC026464.3a numeric vector
AC026464.4a numeric vector
AC026464.6a numeric vector
AC026786.1a numeric vector
AC026954.2a numeric vector
AC027644.4a numeric vector
AC027796.3a numeric vector
AC034102.2a numeric vector
AC034228.3a numeric vector
AC036214.3a numeric vector
AC037459.1a numeric vector
AC040162.1a numeric vector
AC046185.1a numeric vector
AC048338.1a numeric vector
AC048338.2a numeric vector
AC053503.6a numeric vector
AC055811.2a numeric vector
AC055839.2a numeric vector
AC058822.1a numeric vector
AC063943.2a numeric vector
AC067968.1a numeric vector
AC068234.1a numeric vector
AC068533.4a numeric vector
AC068547.1a numeric vector
AC068580.4a numeric vector
AC068631.2a numeric vector
AC068775.1a numeric vector
AC068831.6a numeric vector
AC068870.4a numeric vector
AC068896.1a numeric vector
AC068946.1a numeric vector
AC068946.2a numeric vector
AC069257.3a numeric vector
AC069288.1a numeric vector
AC069368.1a numeric vector
AC069444.2a numeric vector
AC069503.2a numeric vector
AC069544.2a numeric vector
AC072022.2a numeric vector
AC073082.1a numeric vector
AC073111.3a numeric vector
AC073283.3a numeric vector
AC073508.2a numeric vector
AC073585.1a numeric vector
AC073610.2a numeric vector
AC073612.1a numeric vector
AC073896.1a numeric vector
AC074143.1a numeric vector
AC078815.1a numeric vector
AC078927.1a numeric vector
AC079447.1a numeric vector
AC079594.1a numeric vector
AC079741.2a numeric vector
AC083800.1a numeric vector
AC083977.1a numeric vector
AC084337.2a numeric vector
AC084756.2a numeric vector
AC087289.3a numeric vector
AC087632.2a numeric vector
AC087721.2a numeric vector
AC090004.1a numeric vector
AC090227.2a numeric vector
AC090360.1a numeric vector
AC090517.4a numeric vector
AC090527.2a numeric vector
AC091057.5a numeric vector
AC091167.2a numeric vector
AC091167.6a numeric vector
AC091167.7a numeric vector
AC091551.1a numeric vector
AC091959.1a numeric vector
AC092017.2a numeric vector
AC092042.3a numeric vector
AC092073.1a numeric vector
AC092111.3a numeric vector
AC092143.1a numeric vector
AC092329.3a numeric vector
AC092442.1a numeric vector
AC092587.1a numeric vector
AC092647.5a numeric vector
AC092718.3a numeric vector
AC092718.8a numeric vector
AC092835.1a numeric vector
AC093155.3a numeric vector
AC093227.2a numeric vector
AC093246.1a numeric vector
AC093323.1a numeric vector
AC093423.3a numeric vector
AC093512.2a numeric vector
AC093525.1a numeric vector
AC093525.2a numeric vector
AC093668.1a numeric vector
AC093827.5a numeric vector
AC093884.1a numeric vector
AC093899.2a numeric vector
AC096887.1a numeric vector
AC097104.1a numeric vector
AC097625.1a numeric vector
AC097634.4a numeric vector
AC097636.1a numeric vector
AC097637.1a numeric vector
AC098484.3a numeric vector
AC098582.1a numeric vector
AC098588.2a numeric vector
AC098650.1a numeric vector
AC098850.3a numeric vector
AC099489.1a numeric vector
AC099569.1a numeric vector
AC099811.2a numeric vector
AC099850.2a numeric vector
AC100868.1a numeric vector
AC104109.3a numeric vector
AC104304.2a numeric vector
AC104389.5a numeric vector
AC104389.6a numeric vector
AC104452.1a numeric vector
AC104472.3a numeric vector
AC104532.1a numeric vector
AC104581.2a numeric vector
AC105001.2a numeric vector
AC105052.1a numeric vector
AC105052.3a numeric vector
AC106741.1a numeric vector
AC106873.8a numeric vector
AC106886.5a numeric vector
AC107871.1a numeric vector
AC107959.5a numeric vector
AC108488.2a numeric vector
AC108941.3a numeric vector
AC109583.1a numeric vector
AC110275.1a numeric vector
AC112128.1a numeric vector
AC112229.3a numeric vector
AC112504.2a numeric vector
AC113189.12a numeric vector
AC113348.1a numeric vector
AC113348.2a numeric vector
AC113554.1a numeric vector
AC114402.2a numeric vector
AC114490.2a numeric vector
AC114490.3a numeric vector
AC114982.2a numeric vector
AC116366.2a numeric vector
AC117378.1a numeric vector
AC117457.1a numeric vector
AC118470.1a numeric vector
AC118553.2a numeric vector
AC119396.1a numeric vector
AC119674.2a numeric vector
AC119676.1a numeric vector
AC119733.1a numeric vector
AC120057.2a numeric vector
AC120114.4a numeric vector
AC124312.1a numeric vector
AC126283.2a numeric vector
AC127029.3a numeric vector
AC129492.3a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC134669.1a numeric vector
AC134980.2a numeric vector
AC135050.2a numeric vector
AC135068.1a numeric vector
AC135068.4a numeric vector
AC135178.3a numeric vector
AC136428.1a numeric vector
AC137834.1a numeric vector
AC138647.1a numeric vector
AC138696.1a numeric vector
AC138811.2a numeric vector
AC138894.1a numeric vector
AC138969.1a numeric vector
AC139491.7a numeric vector
AC139530.2a numeric vector
AC140504.1a numeric vector
AC142391.1a numeric vector
AC144573.1a numeric vector
AC231656.1a numeric vector
AC231657.3a numeric vector
AC233723.1a numeric vector
AC233992.2a numeric vector
AC235565.2a numeric vector
AC236972.4a numeric vector
AC242628.1a numeric vector
AC242842.3a numeric vector
AC243547.3a numeric vector
AC243967.1a numeric vector
AC244197.3a numeric vector
AC244517.10a numeric vector
AC245033.1a numeric vector
AC245748.1a numeric vector
AC253536.7a numeric vector
ACAA1a numeric vector
ACAA2a numeric vector
ACACAa numeric vector
ACACBa numeric vector
ACAD10a numeric vector
ACAD11a numeric vector
ACAD8a numeric vector
ACAD9a numeric vector
ACADLa numeric vector
ACADMa numeric vector
ACADSa numeric vector
ACADSBa numeric vector
ACADVLa numeric vector
ACANa numeric vector
ACAP1a numeric vector
ACAP2a numeric vector
ACAP3a numeric vector
ACAT1a numeric vector
ACAT2a numeric vector
ACBD3a numeric vector
ACBD4a numeric vector
ACBD5a numeric vector
ACBD6a numeric vector
ACBD7a numeric vector
ACCSa numeric vector
ACCSLa numeric vector
ACDa numeric vector
ACEa numeric vector
ACE2a numeric vector
ACER1a numeric vector
ACER2a numeric vector
ACER3a numeric vector
ACHEa numeric vector
ACIN1a numeric vector
ACKR1a numeric vector
ACKR2a numeric vector
ACKR3a numeric vector
ACKR4a numeric vector
ACLYa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACOD1a numeric vector
ACOT1a numeric vector
ACOT11a numeric vector
ACOT12a numeric vector
ACOT13a numeric vector
ACOT2a numeric vector
ACOT4a numeric vector
ACOT6a numeric vector
ACOT7a numeric vector
ACOT8a numeric vector
ACOT9a numeric vector
ACOX1a numeric vector
ACOX2a numeric vector
ACOX3a numeric vector
ACOXLa numeric vector
ACP1a numeric vector
ACP2a numeric vector
ACP3a numeric vector
ACP4a numeric vector
ACP5a numeric vector
ACP6a numeric vector
ACP7a numeric vector
ACRa numeric vector
ACRBPa numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSBG2a numeric vector
ACSF2a numeric vector
ACSF3a numeric vector
ACSL1a numeric vector
ACSL3a numeric vector
ACSL4a numeric vector
ACSL5a numeric vector
ACSL6a numeric vector
ACSM1a numeric vector
ACSM2Aa numeric vector
ACSM2Ba numeric vector
ACSM3a numeric vector
ACSM4a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACSS1a numeric vector
ACSS2a numeric vector
ACSS3a numeric vector
ACTA1a numeric vector
ACTA2a numeric vector
ACTBa numeric vector
ACTBL2a numeric vector
ACTC1a numeric vector
ACTG1a numeric vector
ACTG2a numeric vector
ACTL10a numeric vector
ACTL6Aa numeric vector
ACTL6Ba numeric vector
ACTL7Aa numeric vector
ACTL7Ba numeric vector
ACTL8a numeric vector
ACTL9a numeric vector
ACTN1a numeric vector
ACTN2a numeric vector
ACTN3a numeric vector
ACTN4a numeric vector
ACTR10a numeric vector
ACTR1Aa numeric vector
ACTR1Ba numeric vector
ACTR2a numeric vector
ACTR3a numeric vector
ACTR3Ba numeric vector
ACTR3Ca numeric vector
ACTR5a numeric vector
ACTR6a numeric vector
ACTR8a numeric vector
ACTRT1a numeric vector
ACTRT2a numeric vector
ACTRT3a numeric vector
ACVR1a numeric vector
ACVR1Ba numeric vector
ACVR1Ca numeric vector
ACVR2Aa numeric vector
ACVR2Ba numeric vector
ACVRL1a numeric vector
ACY1a numeric vector
ACY3a numeric vector
ACYP1a numeric vector
ACYP2a numeric vector
AD000671.1a numeric vector
AD000671.2a numeric vector
ADAa numeric vector
ADA2a numeric vector
ADAD1a numeric vector
ADAD2a numeric vector
ADALa numeric vector
ADAM10a numeric vector
ADAM11a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM17a numeric vector
ADAM18a numeric vector
ADAM19a numeric vector
ADAM2a numeric vector
ADAM20a numeric vector
ADAM21a numeric vector
ADAM22a numeric vector
ADAM23a numeric vector
ADAM28a numeric vector
ADAM29a numeric vector
ADAM30a numeric vector
ADAM32a numeric vector
ADAM33a numeric vector
ADAM7a numeric vector
ADAM8a numeric vector
ADAM9a numeric vector
ADAMDEC1a numeric vector
ADAMTS1a numeric vector
ADAMTS10a numeric vector
ADAMTS12a numeric vector
ADAMTS13a numeric vector
ADAMTS14a numeric vector
ADAMTS15a numeric vector
ADAMTS16a numeric vector
ADAMTS17a numeric vector
ADAMTS18a numeric vector
ADAMTS19a numeric vector
ADAMTS2a numeric vector
ADAMTS20a numeric vector
ADAMTS3a numeric vector
ADAMTS4a numeric vector
ADAMTS5a numeric vector
ADAMTS6a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADAMTS9a numeric vector
ADAMTSL1a numeric vector
ADAMTSL2a numeric vector
ADAMTSL3a numeric vector
ADAMTSL4a numeric vector
ADAMTSL5a numeric vector
ADAP1a numeric vector
ADAP2a numeric vector
ADARa numeric vector
ADARB1a numeric vector
ADARB2a numeric vector
ADAT1a numeric vector
ADAT2a numeric vector
ADAT3a numeric vector
ADCK1a numeric vector
ADCK2a numeric vector
ADCK5a numeric vector
ADCY1a numeric vector
ADCY10a numeric vector
ADCY2a numeric vector
ADCY3a numeric vector
ADCY4a numeric vector
ADCY5a numeric vector
ADCY6a numeric vector
ADCY7a numeric vector
ADCY8a numeric vector
ADCY9a numeric vector
ADCYAP1a numeric vector
ADCYAP1R1a numeric vector
ADD1a numeric vector
ADD2a numeric vector
ADD3a numeric vector
ADGBa numeric vector
ADGRA1a numeric vector
ADGRA2a numeric vector
ADGRA3a numeric vector
ADGRB1a numeric vector
ADGRB2a numeric vector
ADGRB3a numeric vector
ADGRD1a numeric vector
ADGRD2a numeric vector
ADGRE1a numeric vector
ADGRE2a numeric vector
ADGRE3a numeric vector
ADGRE5a numeric vector
ADGRF1a numeric vector
ADGRF2a numeric vector
ADGRF3a numeric vector
ADGRF4a numeric vector
ADGRF5a numeric vector
ADGRG1a numeric vector
ADGRG2a numeric vector
ADGRG3a numeric vector
ADGRG4a numeric vector
ADGRG5a numeric vector
ADGRG6a numeric vector
ADGRG7a numeric vector
ADGRL1a numeric vector
ADGRL2a numeric vector
ADGRL3a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH1Aa numeric vector
ADH1Ba numeric vector
ADH1Ca numeric vector
ADH4a numeric vector
ADH5a numeric vector
ADH6a numeric vector
ADH7a numeric vector
ADHFE1a numeric vector
ADI1a numeric vector
ADIGa numeric vector
ADIPOQa numeric vector
ADIPOR1a numeric vector
ADIPOR2a numeric vector
ADIRFa numeric vector
ADKa numeric vector
ADMa numeric vector
ADM2a numeric vector
ADM5a numeric vector
ADNPa numeric vector
ADNP2a numeric vector
ADOa numeric vector
ADORA1a numeric vector
ADORA2Aa numeric vector
ADORA2Ba numeric vector
ADORA3a numeric vector
ADPGKa numeric vector
ADPRHa numeric vector
ADPRHL1a numeric vector
ADPRMa numeric vector
ADPRSa numeric vector
ADRA1Aa numeric vector
ADRA1Ba numeric vector
ADRA1Da numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
ADRA2Ca numeric vector
ADRB1a numeric vector
ADRB2a numeric vector
ADRB3a numeric vector
ADRM1a numeric vector
ADSLa numeric vector
ADSS1a numeric vector
ADSS2a numeric vector
ADTRPa numeric vector
AEBP1a numeric vector
AEBP2a numeric vector
AENa numeric vector
AF196969.1a numeric vector
AF241726.1a numeric vector
AFAP1a numeric vector
AFAP1L1a numeric vector
AFAP1L2a numeric vector
AFDNa numeric vector
AFF1a numeric vector
AFF2a numeric vector
AFF3a numeric vector
AFF4a numeric vector
AFG1La numeric vector
AFG3L2a numeric vector
AFMa numeric vector
AFMIDa numeric vector
AFPa numeric vector
AFTPHa numeric vector
AGAa numeric vector
AGAP1a numeric vector
AGAP2a numeric vector
AGAP3a numeric vector
AGAP4a numeric vector
AGAP5a numeric vector
AGAP6a numeric vector
AGAP9a numeric vector
AGBL1a numeric vector
AGBL2a numeric vector
AGBL3a numeric vector
AGBL4a numeric vector
AGBL5a numeric vector
AGERa numeric vector
AGFG1a numeric vector
AGFG2a numeric vector
AGGF1a numeric vector
AGKa numeric vector
AGLa numeric vector
AGMATa numeric vector
AGMOa numeric vector
AGO1a numeric vector
AGO2a numeric vector
AGO3a numeric vector
AGO4a numeric vector
AGPAT1a numeric vector
AGPAT2a numeric vector
AGPAT3a numeric vector
AGPAT4a numeric vector
AGPAT5a numeric vector
AGPSa numeric vector
AGR2a numeric vector
AGR3a numeric vector
AGRNa numeric vector
AGRPa numeric vector
AGTa numeric vector
AGTPBP1a numeric vector
AGTR1a numeric vector
AGTR2a numeric vector
AGTRAPa numeric vector
AGXTa numeric vector
AGXT2a numeric vector
AHCTF1a numeric vector
AHCYa numeric vector
AHCYL1a numeric vector
AHCYL2a numeric vector
AHDC1a numeric vector
AHI1a numeric vector
AHNAKa numeric vector
AHNAK2a numeric vector
AHRa numeric vector
AHRRa numeric vector
AHSA1a numeric vector
AHSGa numeric vector
AHSPa numeric vector
AICDAa numeric vector
AIDAa numeric vector
AIDAP1a numeric vector
AIDAP2a numeric vector
AIDAP3a numeric vector
AIF1a numeric vector
AIF1La numeric vector
AIFM1a numeric vector
AIFM2a numeric vector
AIFM3a numeric vector
AIG1a numeric vector
AIM2a numeric vector
AIMP1a numeric vector
AIMP2a numeric vector
AIPa numeric vector
AIPL1a numeric vector
AIREa numeric vector
AJAP1a numeric vector
AJM1a numeric vector
AJUBAa numeric vector
AK1a numeric vector
AK2a numeric vector
AK3a numeric vector
AK4a numeric vector
AK5a numeric vector
AK6a numeric vector
AK7a numeric vector
AK8a numeric vector
AK9a numeric vector
AKAIN1a numeric vector
AKAP1a numeric vector
AKAP10a numeric vector
AKAP11a numeric vector
AKAP12a numeric vector
AKAP13a numeric vector
AKAP14a numeric vector
AKAP17Aa numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP5a numeric vector
AKAP6a numeric vector
AKAP7a numeric vector
AKAP8a numeric vector
AKAP8La numeric vector
AKAP9a numeric vector
AKIP1a numeric vector
AKIRIN1a numeric vector
AKIRIN2a numeric vector
AKNAa numeric vector
AKNAD1a numeric vector
AKR1A1a numeric vector
AKR1B1a numeric vector
AKR1B10a numeric vector
AKR1B15a numeric vector
AKR1C1a numeric vector
AKR1C2a numeric vector
AKR1C3a numeric vector
AKR1C4a numeric vector
AKR1C8Pa numeric vector
AKR1D1a numeric vector
AKR1E2a numeric vector
AKR7A2a numeric vector
AKR7A3a numeric vector
AKT1a numeric vector
AKT1S1a numeric vector
AKT2a numeric vector
AKT3a numeric vector
AKTIPa numeric vector
AL020996.2a numeric vector
AL021546.1a numeric vector
AL021997.2a numeric vector
AL022238.3a numeric vector
AL022312.1a numeric vector
AL022318.4a numeric vector
AL024498.2a numeric vector
AL031178.1a numeric vector
AL031178.2a numeric vector
AL031315.1a numeric vector
AL031681.2a numeric vector
AL031708.1a numeric vector
AL031777.2a numeric vector
AL031847.1a numeric vector
AL033529.1a numeric vector
AL034430.1a numeric vector
AL034430.2a numeric vector
AL035078.4a numeric vector
AL035425.2a numeric vector
AL035460.1a numeric vector
AL035461.3a numeric vector
AL035699.1a numeric vector
AL049569.3a numeric vector
AL049629.2a numeric vector
AL049634.2a numeric vector
AL049650.1a numeric vector
AL049697.1a numeric vector
AL049779.1a numeric vector
AL049839.2a numeric vector
AL049844.1a numeric vector
AL049844.3a numeric vector
AL096711.2a numeric vector
AL096814.1a numeric vector
AL096814.2a numeric vector
AL109811.3a numeric vector
AL109827.1a numeric vector
AL110118.1a numeric vector
AL117339.4a numeric vector
AL117348.2a numeric vector
AL121594.1a numeric vector
AL121753.1a numeric vector
AL121758.1a numeric vector
AL121845.2a numeric vector
AL121845.3a numeric vector
AL121899.2a numeric vector
AL121900.1a numeric vector
AL132671.2a numeric vector
AL132780.3a numeric vector
AL133352.1a numeric vector
AL133353.2a numeric vector
AL133410.3a numeric vector
AL133500.1a numeric vector
AL135905.2a numeric vector
AL136295.1a numeric vector
AL136295.3a numeric vector
AL136295.4a numeric vector
AL136295.5a numeric vector
AL136531.2a numeric vector
AL138752.2a numeric vector
AL139011.2a numeric vector
AL139142.2a numeric vector
AL139260.3a numeric vector
AL139300.1a numeric vector
AL139353.1a numeric vector
AL157392.5a numeric vector
AL157935.2a numeric vector
AL158151.3a numeric vector
AL159163.1a numeric vector
AL160269.1a numeric vector
AL160272.2a numeric vector
AL162231.1a numeric vector
AL162231.3a numeric vector
AL162377.3a numeric vector
AL162417.1a numeric vector
AL162596.1a numeric vector
AL163195.3a numeric vector
AL163636.1a numeric vector
AL353572.3a numeric vector
AL353579.1a numeric vector
AL353588.1a numeric vector
AL354761.1a numeric vector
AL355102.2a numeric vector
AL355312.5a numeric vector
AL355315.1a numeric vector
AL355385.2a numeric vector
AL355916.3a numeric vector
AL355987.1a numeric vector
AL355987.3a numeric vector
AL357075.4a numeric vector
AL357556.3a numeric vector
AL357673.1a numeric vector
AL358113.1a numeric vector
AL358472.6a numeric vector
AL358472.7a numeric vector
AL359092.3a numeric vector
AL359736.1a numeric vector
AL359922.1a numeric vector
AL360181.3a numeric vector
AL365205.1a numeric vector
AL365214.2a numeric vector
AL365232.1a numeric vector
AL365273.2a numeric vector
AL391628.1a numeric vector
AL391650.1a numeric vector
AL391987.1a numeric vector
AL391987.2a numeric vector
AL441992.2a numeric vector
AL445238.1a numeric vector
AL445423.3a numeric vector
AL445524.2a numeric vector
AL445685.3a numeric vector
AL445989.1a numeric vector
AL451007.3a numeric vector
AL451062.2a numeric vector
AL451106.1a numeric vector
AL451136.1a numeric vector
AL512428.1a numeric vector
AL512506.3a numeric vector
AL512785.2a numeric vector
AL513165.2a numeric vector
AL583836.1a numeric vector
AL589666.1a numeric vector
AL590132.1a numeric vector
AL590560.2a numeric vector
AL590764.2a numeric vector
AL591806.2a numeric vector
AL592490.1a numeric vector
AL603764.2a numeric vector
AL603832.3a numeric vector
AL627230.1a numeric vector
AL627230.3a numeric vector
AL645922.1a numeric vector
AL645941.2a numeric vector
AL662884.4a numeric vector
AL662899.1a numeric vector
AL662899.2a numeric vector
AL669918.1a numeric vector
AL672142.1a numeric vector
AL691442.1a numeric vector
AL713999.2a numeric vector
AL772284.1a numeric vector
AL807752.6a numeric vector
AL807752.7a numeric vector
AL845331.1a numeric vector
AL928654.3a numeric vector
AL929554.1a numeric vector
ALADa numeric vector
ALAS1a numeric vector
ALAS2a numeric vector
ALBa numeric vector
ALCAMa numeric vector
ALDH16A1a numeric vector
ALDH18A1a numeric vector
ALDH1A1a numeric vector
ALDH1A2a numeric vector
ALDH1A3a numeric vector
ALDH1B1a numeric vector
ALDH1L1a numeric vector
ALDH1L2a numeric vector
ALDH2a numeric vector
ALDH3A1a numeric vector
ALDH3A2a numeric vector
ALDH3B1a numeric vector
ALDH3B2a numeric vector
ALDH4A1a numeric vector
ALDH5A1a numeric vector
ALDH6A1a numeric vector
ALDH7A1a numeric vector
ALDH8A1a numeric vector
ALDH9A1a numeric vector
ALDOAa numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG1a numeric vector
ALG10a numeric vector
ALG10Ba numeric vector
ALG11a numeric vector
ALG12a numeric vector
ALG13a numeric vector
ALG14a numeric vector
ALG1La numeric vector
ALG1L2a numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG5a numeric vector
ALG6a numeric vector
ALG8a numeric vector
ALG9a numeric vector
ALKa numeric vector
ALKAL1a numeric vector
ALKAL2a numeric vector
ALKBH1a numeric vector
ALKBH2a numeric vector
ALKBH3a numeric vector
ALKBH4a numeric vector
ALKBH5a numeric vector
ALKBH6a numeric vector
ALKBH7a numeric vector
ALKBH8a numeric vector
ALLCa numeric vector
ALMS1a numeric vector
ALOX12a numeric vector
ALOX12Ba numeric vector
ALOX15a numeric vector
ALOX15Ba numeric vector
ALOX5a numeric vector
ALOX5APa numeric vector
ALOXE3a numeric vector
ALPGa numeric vector
ALPIa numeric vector
ALPK1a numeric vector
ALPK2a numeric vector
ALPK3a numeric vector
ALPLa numeric vector
ALPPa numeric vector
ALS2a numeric vector
ALS2CLa numeric vector
ALX1a numeric vector
ALX3a numeric vector
ALX4a numeric vector
ALYREFa numeric vector
AMACRa numeric vector
AMBNa numeric vector
AMBPa numeric vector
AMBRA1a numeric vector
AMD1a numeric vector
AMDHD1a numeric vector
AMDHD2a numeric vector
AMELXa numeric vector
AMELYa numeric vector
AMER1a numeric vector
AMER2a numeric vector
AMER3a numeric vector
AMFRa numeric vector
AMHa numeric vector
AMHR2a numeric vector
AMIGO1a numeric vector
AMIGO2a numeric vector
AMIGO3a numeric vector
AMMECR1a numeric vector
AMMECR1La numeric vector
AMNa numeric vector
AMN1a numeric vector
AMOTa numeric vector
AMOTL1a numeric vector
AMOTL2a numeric vector
AMPD1a numeric vector
AMPD2a numeric vector
AMPD3a numeric vector
AMPHa numeric vector
AMTa numeric vector
AMTNa numeric vector
AMY1Aa numeric vector
AMY1Ba numeric vector
AMY1Ca numeric vector
AMY2Aa numeric vector
AMY2Ba numeric vector
AMZ1a numeric vector
AMZ2a numeric vector
ANAPC1a numeric vector
ANAPC10a numeric vector
ANAPC11a numeric vector
ANAPC13a numeric vector
ANAPC15a numeric vector
ANAPC16a numeric vector
ANAPC2a numeric vector
ANAPC4a numeric vector
ANAPC5a numeric vector
ANAPC7a numeric vector
ANGa numeric vector
ANGEL1a numeric vector
ANGEL2a numeric vector
ANGPT1a numeric vector
ANGPT2a numeric vector
ANGPT4a numeric vector
ANGPTL1a numeric vector
ANGPTL2a numeric vector
ANGPTL3a numeric vector
ANGPTL4a numeric vector
ANGPTL5a numeric vector
ANGPTL6a numeric vector
ANGPTL7a numeric vector
ANGPTL8a numeric vector
ANHXa numeric vector
ANK1a numeric vector
ANK2a numeric vector
ANK3a numeric vector
ANKARa numeric vector
ANKDD1Aa numeric vector
ANKDD1Ba numeric vector
ANKEF1a numeric vector
ANKFN1a numeric vector
ANKFY1a numeric vector
ANKHa numeric vector
ANKHD1a numeric vector
a numeric vector
ANKIB1a numeric vector
ANKK1a numeric vector
ANKLE1a numeric vector
ANKLE2a numeric vector
ANKMY1a numeric vector
ANKMY2a numeric vector
ANKRA2a numeric vector
ANKRD1a numeric vector
ANKRD10a numeric vector
ANKRD11a numeric vector
ANKRD12a numeric vector
ANKRD13Aa numeric vector
ANKRD13Ba numeric vector
ANKRD13Ca numeric vector
ANKRD13Da numeric vector
ANKRD16a numeric vector
ANKRD17a numeric vector
ANKRD18Aa numeric vector
ANKRD18Ba numeric vector
ANKRD2a numeric vector
ANKRD20A1a numeric vector
ANKRD20A2Pa numeric vector
ANKRD20A3Pa numeric vector
ANKRD20A4Pa numeric vector
ANKRD22a numeric vector
ANKRD23a numeric vector
ANKRD24a numeric vector
ANKRD26a numeric vector
ANKRD27a numeric vector
ANKRD28a numeric vector
ANKRD29a numeric vector
ANKRD30Aa numeric vector
ANKRD30Ba numeric vector
ANKRD30BLa numeric vector
ANKRD31a numeric vector
ANKRD33a numeric vector
ANKRD33Ba numeric vector
ANKRD34Aa numeric vector
ANKRD34Ba numeric vector
ANKRD34Ca numeric vector
ANKRD35a numeric vector
ANKRD36a numeric vector
ANKRD36Ba numeric vector
ANKRD36Ca numeric vector
ANKRD37a numeric vector
ANKRD39a numeric vector
ANKRD40a numeric vector
ANKRD40CLa numeric vector
ANKRD42a numeric vector
ANKRD44a numeric vector
ANKRD45a numeric vector
ANKRD46a numeric vector
ANKRD49a numeric vector
ANKRD50a numeric vector
ANKRD52a numeric vector
ANKRD53a numeric vector
ANKRD54a numeric vector
ANKRD55a numeric vector
ANKRD6a numeric vector
ANKRD60a numeric vector
ANKRD61a numeric vector
ANKRD62a numeric vector
ANKRD63a numeric vector
ANKRD65a numeric vector
ANKRD66a numeric vector
ANKRD7a numeric vector
ANKRD9a numeric vector
ANKS1Aa numeric vector
ANKS1Ba numeric vector
ANKS3a numeric vector
ANKS4Ba numeric vector
ANKS6a numeric vector
ANKUB1a numeric vector
ANKZF1a numeric vector
ANLNa numeric vector
ANO1a numeric vector
ANO10a numeric vector
ANO2a numeric vector
ANO3a numeric vector
ANO4a numeric vector
ANO5a numeric vector
ANO6a numeric vector
ANO7a numeric vector
ANO8a numeric vector
ANO9a numeric vector
ANOS1a numeric vector
ANP32Aa numeric vector
ANP32Ba numeric vector
ANP32Da numeric vector
ANP32Ea numeric vector
ANPEPa numeric vector
ANTKMTa numeric vector
ANTXR1a numeric vector
ANTXR2a numeric vector
ANTXRLa numeric vector
ANXA1a numeric vector
ANXA10a numeric vector
ANXA11a numeric vector
ANXA13a numeric vector
ANXA2a numeric vector
ANXA2Ra numeric vector
ANXA3a numeric vector
ANXA4a numeric vector
ANXA5a numeric vector
ANXA6a numeric vector
ANXA7a numeric vector
ANXA8a numeric vector
ANXA8L1a numeric vector
ANXA9a numeric vector
AOAHa numeric vector
AOC1a numeric vector
AOC2a numeric vector
AOC3a numeric vector
AOPEPa numeric vector
AOX1a numeric vector
AP000295.1a numeric vector
AP000311.1a numeric vector
AP000350.4a numeric vector
AP000356.5a numeric vector
AP000471.1a numeric vector
AP000721.1a numeric vector
AP000781.2a numeric vector
AP000812.3a numeric vector
AP000812.4a numeric vector
AP000944.5a numeric vector
AP001054.1a numeric vector
AP001267.5a numeric vector
AP001273.2a numeric vector
AP001453.3a numeric vector
AP001458.2a numeric vector
AP001781.2a numeric vector
AP001931.1a numeric vector
AP001931.2a numeric vector
AP002373.1a numeric vector
AP002495.1a numeric vector
AP002512.3a numeric vector
AP002748.5a numeric vector
AP002884.2a numeric vector
AP002990.1a numeric vector
AP003071.5a numeric vector
AP003108.2a numeric vector
AP003419.1a numeric vector
AP006621.6a numeric vector
AP1ARa numeric vector
AP1B1a numeric vector
AP1G1a numeric vector
AP1G2a numeric vector
AP1M1a numeric vector
AP1M2a numeric vector
AP1S1a numeric vector
AP1S2a numeric vector
AP1S3a numeric vector
AP2A1a numeric vector
AP2A2a numeric vector
AP2B1a numeric vector
AP2M1a numeric vector
AP2S1a numeric vector
AP3B1a numeric vector
AP3B2a numeric vector
AP3D1a numeric vector
AP3M1a numeric vector
AP3M2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
AP4B1a numeric vector
AP4E1a numeric vector
AP4M1a numeric vector
AP4S1a numeric vector
AP5B1a numeric vector
AP5M1a numeric vector
AP5S1a numeric vector
AP5Z1a numeric vector
APAF1a numeric vector
APBA1a numeric vector
APBA2a numeric vector
APBA3a numeric vector
APBB1a numeric vector
APBB1IPa numeric vector
APBB2a numeric vector
APBB3a numeric vector
APCa numeric vector
APC2a numeric vector
APCDD1a numeric vector
APCDD1La numeric vector
APCSa numeric vector
APEHa numeric vector
APELAa numeric vector
APEX1a numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APH1Ba numeric vector
API5a numeric vector
APIPa numeric vector
APLFa numeric vector
APLNa numeric vector
APLNRa numeric vector
APLP1a numeric vector
APLP2a numeric vector
APMAPa numeric vector
APOA1a numeric vector
APOA2a numeric vector
APOA4a numeric vector
APOA5a numeric vector
APOBa numeric vector
APOBEC1a numeric vector
APOBEC2a numeric vector
APOBEC3Aa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ca numeric vector
APOBEC3Da numeric vector
APOBEC3Fa numeric vector
APOBEC3Ga numeric vector
APOBEC3Ha numeric vector
APOBEC4a numeric vector
APOBRa numeric vector
APOC1a numeric vector
APOC2a numeric vector
APOC3a numeric vector
APOC4a numeric vector
a numeric vector
APODa numeric vector
APOEa numeric vector
APOFa numeric vector
APOHa numeric vector
APOL1a numeric vector
APOL2a numeric vector
APOL3a numeric vector
APOL4a numeric vector
APOL5a numeric vector
APOL6a numeric vector
APOLD1a numeric vector
APOMa numeric vector
APOOa numeric vector
APOOLa numeric vector
APPa numeric vector
APPBP2a numeric vector
APPL1a numeric vector
APPL2a numeric vector
APRTa numeric vector
APTXa numeric vector
AQP1a numeric vector
AQP10a numeric vector
AQP11a numeric vector
AQP12Aa numeric vector
AQP12Ba numeric vector
AQP2a numeric vector
AQP3a numeric vector
AQP4a numeric vector
AQP5a numeric vector
AQP6a numeric vector
AQP7a numeric vector
AQP8a numeric vector
AQP9a numeric vector
AQRa numeric vector
ARa numeric vector
ARAFa numeric vector
ARAP1a numeric vector
ARAP2a numeric vector
ARAP3a numeric vector
ARCa numeric vector
ARCN1a numeric vector
AREGa numeric vector
AREL1a numeric vector
ARF1a numeric vector
ARF3a numeric vector
ARF4a numeric vector
ARF5a numeric vector
ARF6a numeric vector
ARFGAP1a numeric vector
ARFGAP2a numeric vector
ARFGAP3a numeric vector
ARFGEF1a numeric vector
ARFGEF2a numeric vector
ARFGEF3a numeric vector
ARFIP1a numeric vector
ARFIP2a numeric vector
ARFRP1a numeric vector
ARG1a numeric vector
ARG2a numeric vector
ARGFXa numeric vector
ARGLU1a numeric vector
ARHGAP1a numeric vector
ARHGAP10a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGAP15a numeric vector
ARHGAP17a numeric vector
ARHGAP18a numeric vector
ARHGAP19a numeric vector
a numeric vector
ARHGAP20a numeric vector
ARHGAP21a numeric vector
ARHGAP22a numeric vector
ARHGAP23a numeric vector
ARHGAP24a numeric vector
ARHGAP25a numeric vector
ARHGAP26a numeric vector
ARHGAP27a numeric vector
ARHGAP28a numeric vector
ARHGAP29a numeric vector
ARHGAP30a numeric vector
ARHGAP31a numeric vector
ARHGAP32a numeric vector
ARHGAP33a numeric vector
ARHGAP35a numeric vector
ARHGAP36a numeric vector
ARHGAP39a numeric vector
ARHGAP4a numeric vector
ARHGAP40a numeric vector
ARHGAP42a numeric vector
ARHGAP44a numeric vector
ARHGAP45a numeric vector
ARHGAP5a numeric vector
ARHGAP6a numeric vector
ARHGAP8a numeric vector
ARHGAP9a numeric vector
ARHGDIAa numeric vector
ARHGDIBa numeric vector
ARHGDIGa numeric vector
ARHGEF1a numeric vector
ARHGEF10a numeric vector
ARHGEF10La numeric vector
ARHGEF11a numeric vector
ARHGEF12a numeric vector
ARHGEF15a numeric vector
ARHGEF16a numeric vector
ARHGEF17a numeric vector
ARHGEF18a numeric vector
ARHGEF19a numeric vector
ARHGEF2a numeric vector
ARHGEF25a numeric vector
ARHGEF26a numeric vector
ARHGEF28a numeric vector
ARHGEF3a numeric vector
ARHGEF33a numeric vector
ARHGEF35a numeric vector
ARHGEF37a numeric vector
ARHGEF38a numeric vector
ARHGEF39a numeric vector
ARHGEF4a numeric vector
ARHGEF40a numeric vector
ARHGEF5a numeric vector
ARHGEF6a numeric vector
ARHGEF7a numeric vector
ARHGEF9a numeric vector
ARID1Aa numeric vector
ARID1Ba numeric vector
ARID2a numeric vector
ARID3Aa numeric vector
ARID3Ba numeric vector
ARID3BP1a numeric vector
ARID3Ca numeric vector
ARID4Aa numeric vector
ARID4Ba numeric vector
ARID5Aa numeric vector
ARID5Ba numeric vector
ARIH1a numeric vector
ARIH2a numeric vector
ARL1a numeric vector
ARL10a numeric vector
ARL11a numeric vector
ARL13Aa numeric vector
ARL13Ba numeric vector
ARL14a numeric vector
ARL14EPa numeric vector
ARL14EPLa numeric vector
ARL15a numeric vector
ARL16a numeric vector
ARL17Aa numeric vector
ARL17Ba numeric vector
ARL2a numeric vector
a numeric vector
ARL2BPa numeric vector
ARL3a numeric vector
ARL4Aa numeric vector
ARL4Ca numeric vector
ARL4Da numeric vector
ARL5Aa numeric vector
ARL5Ba numeric vector
ARL5Ca numeric vector
ARL6a numeric vector
ARL6IP1a numeric vector
ARL6IP4a numeric vector
ARL6IP5a numeric vector
ARL6IP6a numeric vector
ARL8Aa numeric vector
ARL8Ba numeric vector
ARL9a numeric vector
ARMC1a numeric vector
ARMC10a numeric vector
ARMC12a numeric vector
ARMC2a numeric vector
ARMC3a numeric vector
ARMC4a numeric vector
ARMC5a numeric vector
ARMC6a numeric vector
ARMC7a numeric vector
ARMC8a numeric vector
ARMC9a numeric vector
ARMCX1a numeric vector
ARMCX2a numeric vector
ARMCX3a numeric vector
ARMCX4a numeric vector
ARMCX5a numeric vector
a numeric vector
ARMCX6a numeric vector
ARMH1a numeric vector
ARMH2a numeric vector
ARMH3a numeric vector
ARMH4a numeric vector
ARMS2a numeric vector
ARMT1a numeric vector
ARNTa numeric vector
ARNT2a numeric vector
ARNTLa numeric vector
ARNTL2a numeric vector
ARPC1Aa numeric vector
ARPC1Ba numeric vector
ARPC2a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
a numeric vector
ARPC5a numeric vector
ARPC5La numeric vector
ARPINa numeric vector
a numeric vector
ARPP19a numeric vector
ARPP21a numeric vector
ARR3a numeric vector
ARRB1a numeric vector
ARRB2a numeric vector
ARRDC1a numeric vector
ARRDC2a numeric vector
ARRDC3a numeric vector
ARRDC4a numeric vector
ARRDC5a numeric vector
ARSAa numeric vector
ARSBa numeric vector
ARSDa numeric vector
ARSFa numeric vector
ARSGa numeric vector
ARSHa numeric vector
ARSIa numeric vector
ARSJa numeric vector
ARSKa numeric vector
ARSLa numeric vector
ART1a numeric vector
ART3a numeric vector
ART4a numeric vector
ART5a numeric vector
ARTNa numeric vector
ARV1a numeric vector
ARVCFa numeric vector
ARXa numeric vector
AS3MTa numeric vector
ASAH1a numeric vector
ASAH2a numeric vector
ASAH2Ba numeric vector
ASAP1a numeric vector
ASAP2a numeric vector
ASAP3a numeric vector
ASB1a numeric vector
ASB10a numeric vector
ASB11a numeric vector
ASB12a numeric vector
ASB13a numeric vector
ASB14a numeric vector
ASB15a numeric vector
ASB16a numeric vector
ASB17a numeric vector
ASB18a numeric vector
ASB2a numeric vector
ASB3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASB7a numeric vector
ASB8a numeric vector
ASB9a numeric vector
ASCC1a numeric vector
ASCC2a numeric vector
ASCC3a numeric vector
ASCL1a numeric vector
ASCL2a numeric vector
ASCL3a numeric vector
ASCL4a numeric vector
ASCL5a numeric vector
ASDURFa numeric vector
ASF1Aa numeric vector
ASF1Ba numeric vector
ASGR1a numeric vector
ASGR2a numeric vector
ASH1La numeric vector
ASH2La numeric vector
ASIC1a numeric vector
ASIC2a numeric vector
ASIC3a numeric vector
ASIC4a numeric vector
ASIC5a numeric vector
ASIPa numeric vector
ASLa numeric vector
ASMTa numeric vector
ASMTLa numeric vector
ASNSa numeric vector
ASNSD1a numeric vector
ASPAa numeric vector
ASPDHa numeric vector
ASPGa numeric vector
ASPHa numeric vector
ASPHD1a numeric vector
ASPHD2a numeric vector
ASPMa numeric vector
ASPNa numeric vector
ASPRV1a numeric vector
ASPSCR1a numeric vector
ASRGL1a numeric vector
ASS1a numeric vector
ASTE1a numeric vector
ASTLa numeric vector
ASTN1a numeric vector
ASTN2a numeric vector
ASXL1a numeric vector
ASXL2a numeric vector
ASXL3a numeric vector
ASZ1a numeric vector
ATAD1a numeric vector
ATAD2a numeric vector
ATAD2Ba numeric vector
ATAD3Aa numeric vector
ATAD3Ba numeric vector
ATAD3Ca numeric vector
ATAD5a numeric vector
ATAT1a numeric vector
ATCAYa numeric vector
ATE1a numeric vector
ATF1a numeric vector
ATF2a numeric vector
ATF3a numeric vector
ATF4a numeric vector
ATF5a numeric vector
ATF6a numeric vector
ATF6Ba numeric vector
ATF7a numeric vector
a numeric vector
ATF7IPa numeric vector
ATF7IP2a numeric vector
ATG10a numeric vector
ATG101a numeric vector
ATG12a numeric vector
ATG13a numeric vector
ATG14a numeric vector
ATG16L1a numeric vector
ATG16L2a numeric vector
ATG2Aa numeric vector
ATG2Ba numeric vector
ATG3a numeric vector
ATG4Aa numeric vector
ATG4Ba numeric vector
ATG4Ca numeric vector
ATG4Da numeric vector
ATG5a numeric vector
ATG7a numeric vector
ATG9Aa numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATL1a numeric vector
ATL2a numeric vector
ATL3a numeric vector
ATMa numeric vector
ATMINa numeric vector
ATN1a numeric vector
ATOH1a numeric vector
ATOH7a numeric vector
ATOH8a numeric vector
ATOX1a numeric vector
ATP10Aa numeric vector
ATP10Ba numeric vector
ATP10Da numeric vector
ATP11Aa numeric vector
ATP11Ba numeric vector
ATP11Ca numeric vector
ATP12Aa numeric vector
ATP13A1a numeric vector
ATP13A2a numeric vector
ATP13A3a numeric vector
ATP13A4a numeric vector
ATP13A5a numeric vector
ATP1A1a numeric vector
ATP1A2a numeric vector
ATP1A3a numeric vector
ATP1A4a numeric vector
ATP1B1a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP1B4a numeric vector
ATP23a numeric vector
ATP2A1a numeric vector
ATP2A2a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP2B2a numeric vector
ATP2B3a numeric vector
ATP2B4a numeric vector
ATP2C1a numeric vector
ATP2C2a numeric vector
ATP4Aa numeric vector
ATP4Ba numeric vector
ATP5F1Aa numeric vector
ATP5F1Ba numeric vector
ATP5F1Ca numeric vector
ATP5F1Da numeric vector
ATP5F1Ea numeric vector
ATP5IF1a numeric vector
ATP5MC1a numeric vector
ATP5MC2a numeric vector
ATP5MC3a numeric vector
ATP5MDa numeric vector
ATP5MEa numeric vector
ATP5MFa numeric vector
a numeric vector
ATP5MGa numeric vector
ATP5MGLa numeric vector
ATP5MPLa numeric vector
ATP5PBa numeric vector
ATP5PDa numeric vector
ATP5PFa numeric vector
ATP5POa numeric vector
ATP6AP1a numeric vector
ATP6AP1La numeric vector
ATP6AP2a numeric vector
ATP6V0A1a numeric vector
ATP6V0A2a numeric vector
ATP6V0A4a numeric vector
ATP6V0Ba numeric vector
ATP6V0Ca numeric vector
ATP6V0D1a numeric vector
ATP6V0D2a numeric vector
ATP6V0E1a numeric vector
ATP6V0E2a numeric vector
ATP6V1Aa numeric vector
ATP6V1B1a numeric vector
ATP6V1B2a numeric vector
ATP6V1C1a numeric vector
ATP6V1C2a numeric vector
ATP6V1Da numeric vector
ATP6V1E1a numeric vector
ATP6V1E2a numeric vector
ATP6V1Fa numeric vector
ATP6V1FNBa numeric vector
ATP6V1G1a numeric vector
ATP6V1G2a numeric vector
a numeric vector
ATP6V1G3a numeric vector
ATP6V1Ha numeric vector
ATP7Aa numeric vector
ATP7Ba numeric vector
ATP8A1a numeric vector
ATP8A2a numeric vector
ATP8B1a numeric vector
ATP8B2a numeric vector
ATP8B3a numeric vector
ATP8B4a numeric vector
ATP9Aa numeric vector
ATP9Ba numeric vector
ATPAF1a numeric vector
ATPAF2a numeric vector
ATPSCKMTa numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATRNa numeric vector
ATRNL1a numeric vector
ATRXa numeric vector
ATXN1a numeric vector
ATXN10a numeric vector
ATXN1La numeric vector
ATXN2a numeric vector
ATXN2La numeric vector
ATXN3a numeric vector
ATXN3La numeric vector
ATXN7a numeric vector
ATXN7L1a numeric vector
ATXN7L2a numeric vector
ATXN7L3a numeric vector
ATXN7L3Ba numeric vector
AUHa numeric vector
AUNIPa numeric vector
AUP1a numeric vector
AURKAa numeric vector
AURKAIP1a numeric vector
AURKBa numeric vector
AURKCa numeric vector
AUTS2a numeric vector
AVENa numeric vector
AVILa numeric vector
AVL9a numeric vector
AVPa numeric vector
AVPI1a numeric vector
AVPR1Aa numeric vector
AVPR1Ba numeric vector
AVPR2a numeric vector
AWAT1a numeric vector
AWAT2a numeric vector
AXDND1a numeric vector
AXIN1a numeric vector
AXIN2a numeric vector
AXLa numeric vector
AZGP1a numeric vector
AZI2a numeric vector
AZIN1a numeric vector
AZIN2a numeric vector
AZU1a numeric vector
B2Ma numeric vector
B3GALNT1a numeric vector
B3GALNT2a numeric vector
B3GALT1a numeric vector
B3GALT2a numeric vector
B3GALT4a numeric vector
B3GALT5a numeric vector
B3GALT6a numeric vector
B3GAT1a numeric vector
B3GAT2a numeric vector
B3GAT3a numeric vector
B3GLCTa numeric vector
B3GNT10a numeric vector
B3GNT2a numeric vector
B3GNT3a numeric vector
B3GNT4a numeric vector
B3GNT5a numeric vector
B3GNT6a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B3GNT9a numeric vector
B3GNTL1a numeric vector
B4GALNT1a numeric vector
B4GALNT2a numeric vector
B4GALNT3a numeric vector
B4GALNT4a numeric vector
B4GALT1a numeric vector
B4GALT2a numeric vector
B4GALT3a numeric vector
B4GALT4a numeric vector
B4GALT5a numeric vector
B4GALT6a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
B9D1a numeric vector
B9D2a numeric vector
BAALCa numeric vector
BAATa numeric vector
BABAM1a numeric vector
BABAM2a numeric vector
BACE1a numeric vector
BACE2a numeric vector
BACH1a numeric vector
BACH2a numeric vector
BADa numeric vector
BAG1a numeric vector
BAG2a numeric vector
BAG3a numeric vector
BAG4a numeric vector
BAG5a numeric vector
BAG6a numeric vector
BAHCC1a numeric vector
BAHD1a numeric vector
BAIAP2a numeric vector
BAIAP2L1a numeric vector
BAIAP2L2a numeric vector
BAIAP3a numeric vector
BAK1a numeric vector
BAMBIa numeric vector
BANF1a numeric vector
BANF2a numeric vector
BANK1a numeric vector
BANPa numeric vector
BAP1a numeric vector
BARD1a numeric vector
BARHL1a numeric vector
BARHL2a numeric vector
BARX1a numeric vector
BARX2a numeric vector
BASP1a numeric vector
BATFa numeric vector
BATF2a numeric vector
BATF3a numeric vector
BAXa numeric vector
BAZ1Aa numeric vector
BAZ1Ba numeric vector
BAZ2Aa numeric vector
This is a GBM dataset.
Returns a data frame and a plot.
https://portal.gdc.cancer.gov/
Das P, Roychowdhury A, Das S, Roychoudhury S, Tripathy S (2020). “sigFeature: Novel Significant Feature Selection Method for Classification of Gene Expression Data Using Support Vector Machine and t Statistic.” Frontiers in genetics, 11, 247. doi:10.3389/fgene.2020.00247, https://www.frontiersin.org/article/10.3389/fgene.2020.00247.
data(Example_TCGA_LGG_FPKM_data) ## maybe str(Example_TCGA_LGG_FPKM_data) ; plot(Example_TCGA_LGG_FPKM_data)data(Example_TCGA_LGG_FPKM_data) ## maybe str(Example_TCGA_LGG_FPKM_data) ; plot(Example_TCGA_LGG_FPKM_data)
This is feature list for Nomogram.
data("feature_list_for_Nomogram")data("feature_list_for_Nomogram")
A data frame with 6 observations on the following variable.
IDa character vector
This is feature list for Nomogram.
Returns a plot.
https://portal.gdc.cancer.gov/
data(feature_list_for_Nomogram) ## maybe str(feature_list_for_Nomogram) ## plot(feature_list_for_Nomogram)data(feature_list_for_Nomogram) ## maybe str(feature_list_for_Nomogram) ## plot(feature_list_for_Nomogram)
This is Key Clin feature list.
data("Key_Clin_feature_list")data("Key_Clin_feature_list")
A data frame with 8 observations on the following variable.
IDa character vector
This is Key Clin feature list.
Returns a feature list.
https://portal.gdc.cancer.gov/
data(Key_Clin_feature_list) ## maybe str(Key_Clin_feature_list)data(Key_Clin_feature_list) ## maybe str(Key_Clin_feature_list)
This is Key Clin features with PI list.
data("Key_Clin_features_with_PI_list")data("Key_Clin_features_with_PI_list")
A data frame with 9 observations on the following variable.
IDa character vector
This is Key Clin features with PI list.
Returns a feature list.
https://portal.gdc.cancer.gov/
data(Key_Clin_features_with_PI_list) ## maybe str(Key_Clin_features_with_PI_list)data(Key_Clin_features_with_PI_list) ## maybe str(Key_Clin_features_with_PI_list)
This is Key PI list.
data("Key_PI_list")data("Key_PI_list")
A data frame with 1 observations on the following variable.
IDa character vector
This is Key PI list.
Returns a feature list.
https://portal.gdc.cancer.gov/
data(Key_PI_list) ## maybe str(Key_PI_list)data(Key_PI_list) ## maybe str(Key_PI_list)
This is Key univariate features list.
data("Key_univariate_features_list")data("Key_univariate_features_list")
A data frame with 2391 observations on the following variable.
IDa character vector
This is Key univariate features list.
Returns a feature list.
https://portal.gdc.cancer.gov/
data(Key_univariate_features_list) ## maybe str(Key_univariate_features_list)data(Key_univariate_features_list) ## maybe str(Key_univariate_features_list)
This is Key univariate features with Clin list.
data("Key_univariate_features_with_Clin_list")data("Key_univariate_features_with_Clin_list")
A data frame with 2399 observations on the following variable.
IDa character vector
This is Key univariate features with Clin list.
Returns a feature list.
https://portal.gdc.cancer.gov/
data(Key_univariate_features_with_Clin_list) ## maybe str(Key_univariate_features_with_Clin_list)data(Key_univariate_features_with_Clin_list) ## maybe str(Key_univariate_features_with_Clin_list)
This function calculates the Prognostic Index (PI) for both training and test data using the Lasso method with Cox proportional hazards regression. It selects important features based on Lasso coefficients, generates the PI, and combines it with survival information.
Lasso_PI_scores_f( train_data, test_data, nfolds, col_num, surv_time, surv_event )Lasso_PI_scores_f( train_data, test_data, nfolds, col_num, surv_time, surv_event )
train_data |
A data frame containing the training data, including survival time, event status, and features. |
test_data |
A data frame containing the test data, including survival time, event status, and features. |
nfolds |
An integer specifying the number of cross-validation folds for LASSO. |
col_num |
An integer indicating the starting column index for the feature variables. |
surv_time |
A character string specifying the column name for survival time in the data. |
surv_event |
A character string specifying the column name for survival event status in the data. |
The function first checks the validity of input data. It renames the survival time and event columns in the training and test datasets, then fits a Cox proportional hazards model using Lasso regularization via cross-validation. Based on the Lasso model, the function calculates the prognostic index (PI) for both the training and test datasets, appending the PI values to the original data frames.
A list with the following components:
Train_Lasso_key_variables: A data frame of selected key
variables and their coefficients.
Train_PI_data: A data frame with training data, including
survival time, event status, and PI.
Test_PI_data: A data frame with test data, including
survival time, event status, and PI.
cvfit: A cv.glmnet object representing the fitted LASSO
Cox model.
data(Train_Norm_data, package = "CPSM") data(Test_Norm_data, package = "CPSM") Result_PI <- Lasso_PI_scores_f( train_data = Train_Norm_data, test_data = Test_Norm_data, nfolds = 5, col_num = 21, surv_time = "OS_month", surv_event = "OS")data(Train_Norm_data, package = "CPSM") data(Test_Norm_data, package = "CPSM") Result_PI <- Lasso_PI_scores_f( train_data = Train_Norm_data, test_data = Test_Norm_data, nfolds = 5, col_num = 21, surv_time = "OS_month", surv_event = "OS")
This function generate barplots for mean and median survival of patients. Besides, user can also highlight one specific sample by providing sample IDs
surv_mean_med_data |
:args1 - Predicted Mean median survival time data for patients |
selected_sample |
:args2 - ID of the sample for which user want to highlight in the plot. |
A list containing two ggplot objects:
mean_med_all_pat: Bar plot of mean and median survival
times for
all patients.
highlighted_selected_pat: Bar plot highlighting the selected
patient's
mean and median survival times with distinct colors.
data(mean_median_survival_time_data, package = "CPSM") mean_median_surv_barplot_f( surv_mean_med_data = mean_median_survival_time_data, selected_sample = "TCGA-TQ-A8XE-01" )data(mean_median_survival_time_data, package = "CPSM") mean_median_surv_barplot_f( surv_mean_med_data = mean_median_survival_time_data, selected_sample = "TCGA-TQ-A8XE-01" )
This is mean median survival time data.
data("mean_median_survival_time_data")data("mean_median_survival_time_data")
A data frame with 18 observations on the following 3 variables.
IDsa character vector
Meana numeric vector
Mediana numeric vector
This is mean median survival time data.
Data whch is used for plot.
https://portal.gdc.cancer.gov/
data(mean_median_survival_time_data) # maybe str(mean_median_survival_time_data) # plot(mean_median_survival_time_data)data(mean_median_survival_time_data) # maybe str(mean_median_survival_time_data) # plot(mean_median_survival_time_data)
This function builds a Multi-Task Logistic Regression (MTLR) survival model based on clinical and feature data for training and testing datasets. It can handle various model types based on user input (e.g., Clinical features only, Clinical features with PI score).
MTLR_pred_model_f( train_clin_data, test_clin_data, Model_type, train_features_data, test_features_data, Clin_Feature_List, surv_time, surv_event )MTLR_pred_model_f( train_clin_data, test_clin_data, Model_type, train_features_data, test_features_data, Clin_Feature_List, surv_time, surv_event )
train_clin_data |
A data frame containing the clinical data for the training set. |
test_clin_data |
A data frame containing the clinical data for the test set. |
Model_type |
An integer indicating the model type:
|
train_features_data |
A data frame containing the feature data for the training set. |
test_features_data |
A data frame containing the feature data for the test set. |
Clin_Feature_List |
A list of clinical features to be used in the model. |
surv_time |
A string specifying the name of the survival time column. |
surv_event |
A string specifying the name of the survival event column. |
A list containing the following components:
Model |
The fitted MTLR model. |
Error_matrix |
A matrix of error evaluation metrics (IBS and C-index) for training and test sets. |
Survival_predictions |
Predicted survival probabilities, mean survival times, and median survival times. |
Model_type |
The model type selected by the user. |
# Example usage of the MTLR_pred_model_f function data(Train_Clin, package = "CPSM") data(Test_Clin, package = "CPSM") data(Key_Clin_feature_list, package = "CPSM") result <- MTLR_pred_model_f( train_clin_data = Train_Clin, test_clin_data = Test_Clin, Model_type = 1, train_features_data = Train_Clin, test_features_data = Test_Clin, Clin_Feature_List = Key_Clin_feature_list, surv_time = "OS_month", surv_event = "OS" )# Example usage of the MTLR_pred_model_f function data(Train_Clin, package = "CPSM") data(Test_Clin, package = "CPSM") data(Key_Clin_feature_list, package = "CPSM") result <- MTLR_pred_model_f( train_clin_data = Train_Clin, test_clin_data = Test_Clin, Model_type = 1, train_features_data = Train_Clin, test_features_data = Test_Clin, Clin_Feature_List = Key_Clin_feature_list, surv_time = "OS_month", surv_event = "OS" )
This is New data.
data("New_data")data("New_data")
A data frame with 176 observations on the following 2025 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
A1BGa numeric vector
A1CFa numeric vector
A2Ma numeric vector
A2ML1a numeric vector
A3GALT2a numeric vector
A4GALTa numeric vector
A4GNTa numeric vector
AAASa numeric vector
AACSa numeric vector
AADACa numeric vector
AADACL2a numeric vector
AADACL3a numeric vector
AADACL4a numeric vector
AADATa numeric vector
AAGABa numeric vector
AAK1a numeric vector
AAMDCa numeric vector
AAMPa numeric vector
AANATa numeric vector
AAR2a numeric vector
AARDa numeric vector
AARS1a numeric vector
AARS2a numeric vector
AARSD1a numeric vector
AASDHa numeric vector
AASDHPPTa numeric vector
AASSa numeric vector
AATFa numeric vector
AATKa numeric vector
ABATa numeric vector
ABCA1a numeric vector
ABCA10a numeric vector
ABCA12a numeric vector
ABCA13a numeric vector
ABCA2a numeric vector
ABCA3a numeric vector
ABCA4a numeric vector
ABCA5a numeric vector
ABCA6a numeric vector
ABCA7a numeric vector
ABCA8a numeric vector
ABCA9a numeric vector
ABCB1a numeric vector
ABCB10a numeric vector
ABCB11a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCB7a numeric vector
ABCB8a numeric vector
ABCB9a numeric vector
ABCC1a numeric vector
ABCC10a numeric vector
ABCC11a numeric vector
ABCC12a numeric vector
ABCC2a numeric vector
ABCC3a numeric vector
ABCC4a numeric vector
ABCC5a numeric vector
ABCC6a numeric vector
ABCC8a numeric vector
ABCC9a numeric vector
ABCD1a numeric vector
ABCD2a numeric vector
ABCD3a numeric vector
ABCD4a numeric vector
ABCE1a numeric vector
ABCF1a numeric vector
ABCF2a numeric vector
ABCF2.H2BE1a numeric vector
ABCF3a numeric vector
ABCG1a numeric vector
ABCG2a numeric vector
ABCG4a numeric vector
ABCG5a numeric vector
ABCG8a numeric vector
ABHD1a numeric vector
ABHD10a numeric vector
ABHD11a numeric vector
ABHD12a numeric vector
ABHD12Ba numeric vector
ABHD13a numeric vector
ABHD14Aa numeric vector
ABHD14A.ACY1a numeric vector
ABHD14Ba numeric vector
ABHD15a numeric vector
ABHD16Aa numeric vector
ABHD16Ba numeric vector
ABHD17Aa numeric vector
ABHD17Ba numeric vector
ABHD17Ca numeric vector
ABHD18a numeric vector
ABHD2a numeric vector
ABHD3a numeric vector
ABHD4a numeric vector
ABHD5a numeric vector
ABHD6a numeric vector
ABHD8a numeric vector
ABI1a numeric vector
ABI2a numeric vector
ABI3a numeric vector
ABI3BPa numeric vector
ABITRAMa numeric vector
ABL1a numeric vector
ABL2a numeric vector
ABLIM1a numeric vector
ABLIM2a numeric vector
ABLIM3a numeric vector
ABOa numeric vector
ABRa numeric vector
ABRAa numeric vector
ABRACLa numeric vector
ABRAXAS1a numeric vector
ABRAXAS2a numeric vector
ABT1a numeric vector
ABTB1a numeric vector
ABTB2a numeric vector
AC000093.1a numeric vector
AC000120.2a numeric vector
AC000120.3a numeric vector
AC001226.2a numeric vector
AC002094.3a numeric vector
AC002310.4a numeric vector
AC002456.2a numeric vector
AC002985.1a numeric vector
AC002996.1a numeric vector
AC003002.1a numeric vector
AC003002.2a numeric vector
AC003002.3a numeric vector
AC003005.1a numeric vector
AC003006.1a numeric vector
AC003688.1a numeric vector
AC004076.1a numeric vector
AC004080.3a numeric vector
AC004223.3a numeric vector
AC004233.4a numeric vector
AC004593.2a numeric vector
AC004687.2a numeric vector
AC004691.2a numeric vector
AC004706.3a numeric vector
AC004805.1a numeric vector
AC004832.3a numeric vector
AC004922.1a numeric vector
AC004997.1a numeric vector
AC005020.2a numeric vector
AC005041.1a numeric vector
AC005154.5a numeric vector
AC005192.1a numeric vector
AC005258.1a numeric vector
AC005324.2a numeric vector
AC005324.3a numeric vector
AC005520.1a numeric vector
AC005551.1a numeric vector
AC005670.2a numeric vector
AC005697.1a numeric vector
AC005702.1a numeric vector
AC005726.1a numeric vector
AC005832.4a numeric vector
AC005833.1a numeric vector
AC005837.2a numeric vector
AC005943.1a numeric vector
AC006030.1a numeric vector
AC006059.2a numeric vector
AC006064.6a numeric vector
AC006254.1a numeric vector
AC006486.1a numeric vector
AC006486.3a numeric vector
AC006538.2a numeric vector
AC006978.2a numeric vector
AC007040.2a numeric vector
AC007192.1a numeric vector
AC007326.4a numeric vector
AC007375.2a numeric vector
AC007731.4a numeric vector
AC007846.2a numeric vector
AC007906.2a numeric vector
AC007998.2a numeric vector
AC008012.1a numeric vector
AC008073.3a numeric vector
AC008162.2a numeric vector
AC008397.1a numeric vector
AC008397.2a numeric vector
AC008403.1a numeric vector
AC008481.3a numeric vector
AC008537.1a numeric vector
AC008575.1a numeric vector
AC008581.2a numeric vector
AC008676.3a numeric vector
AC008687.1a numeric vector
AC008687.4a numeric vector
AC008687.8a numeric vector
AC008695.1a numeric vector
AC008750.7a numeric vector
AC008758.1a numeric vector
AC008758.5a numeric vector
AC008758.6a numeric vector
AC008763.2a numeric vector
AC008763.3a numeric vector
AC008763.4a numeric vector
AC008764.1a numeric vector
AC008764.4a numeric vector
AC008770.1a numeric vector
AC008770.2a numeric vector
AC008770.4a numeric vector
AC008878.1a numeric vector
AC008878.2a numeric vector
AC008878.3a numeric vector
AC008982.1a numeric vector
AC009070.1a numeric vector
AC009133.6a numeric vector
AC009163.3a numeric vector
AC009163.5a numeric vector
AC009412.1a numeric vector
AC009690.1a numeric vector
AC009690.3a numeric vector
AC009779.3a numeric vector
AC009879.2a numeric vector
AC009879.3a numeric vector
AC010132.3a numeric vector
AC010197.2a numeric vector
AC010255.2a numeric vector
AC010319.2a numeric vector
AC010323.1a numeric vector
AC010325.1a numeric vector
AC010326.2a numeric vector
AC010327.2a numeric vector
AC010422.3a numeric vector
AC010422.5a numeric vector
AC010422.6a numeric vector
AC010422.8a numeric vector
AC010463.1a numeric vector
AC010522.1a numeric vector
AC010531.1a numeric vector
AC010542.3a numeric vector
AC010547.4a numeric vector
AC010615.4a numeric vector
AC010616.1a numeric vector
AC010619.1a numeric vector
AC010646.1a numeric vector
AC010973.3a numeric vector
AC010980.1a numeric vector
AC011005.1a numeric vector
AC011330.3a numeric vector
AC011448.1a numeric vector
AC011452.1a numeric vector
AC011455.2a numeric vector
AC011462.1a numeric vector
AC011473.4a numeric vector
AC011479.1a numeric vector
AC011498.4a numeric vector
AC011499.1a numeric vector
AC011511.1a numeric vector
AC011511.4a numeric vector
AC011530.1a numeric vector
AC012184.2a numeric vector
AC012213.5a numeric vector
AC012254.2a numeric vector
AC012309.1a numeric vector
AC012488.2a numeric vector
AC012531.3a numeric vector
AC012651.1a numeric vector
AC013271.1a numeric vector
AC013394.1a numeric vector
AC013470.2a numeric vector
AC013477.1a numeric vector
AC013489.1a numeric vector
AC013717.1a numeric vector
AC015688.4a numeric vector
AC015802.6a numeric vector
AC015813.2a numeric vector
AC017083.3a numeric vector
AC018362.3a numeric vector
AC018512.1a numeric vector
AC018523.2a numeric vector
AC018630.4a numeric vector
AC018709.1a numeric vector
AC018755.2a numeric vector
AC018809.3a numeric vector
AC019117.3a numeric vector
AC019257.8a numeric vector
AC020636.2a numeric vector
AC020765.6a numeric vector
AC020907.6a numeric vector
AC020909.1a numeric vector
AC020915.4a numeric vector
AC020922.1a numeric vector
AC021072.1a numeric vector
AC021087.5a numeric vector
AC021660.3a numeric vector
AC022335.1a numeric vector
AC022384.1a numeric vector
AC022400.5a numeric vector
AC022414.1a numeric vector
AC022415.2a numeric vector
AC022506.1a numeric vector
AC022826.2a numeric vector
AC023055.1a numeric vector
AC024592.3a numeric vector
AC024598.1a numeric vector
AC025165.3a numeric vector
AC025165.6a numeric vector
AC025263.2a numeric vector
AC025283.2a numeric vector
AC025287.4a numeric vector
AC026316.4a numeric vector
AC026464.1a numeric vector
AC026464.3a numeric vector
AC026464.4a numeric vector
AC026464.6a numeric vector
AC026786.1a numeric vector
AC026954.2a numeric vector
AC027644.4a numeric vector
AC027796.3a numeric vector
AC034102.2a numeric vector
AC034228.3a numeric vector
AC036214.3a numeric vector
AC037459.1a numeric vector
AC040162.1a numeric vector
AC046185.1a numeric vector
AC048338.1a numeric vector
AC048338.2a numeric vector
AC053503.6a numeric vector
AC055811.2a numeric vector
AC055839.2a numeric vector
AC058822.1a numeric vector
AC063943.2a numeric vector
AC067968.1a numeric vector
AC068234.1a numeric vector
AC068533.4a numeric vector
AC068547.1a numeric vector
AC068580.4a numeric vector
AC068631.2a numeric vector
AC068775.1a numeric vector
AC068831.6a numeric vector
AC068870.4a numeric vector
AC068896.1a numeric vector
AC068946.1a numeric vector
AC068946.2a numeric vector
AC069257.3a numeric vector
AC069288.1a numeric vector
AC069368.1a numeric vector
AC069444.2a numeric vector
AC069503.2a numeric vector
AC069544.2a numeric vector
AC072022.2a numeric vector
AC073082.1a numeric vector
AC073111.3a numeric vector
AC073283.3a numeric vector
AC073508.2a numeric vector
AC073585.1a numeric vector
AC073610.2a numeric vector
AC073612.1a numeric vector
AC073896.1a numeric vector
AC074143.1a numeric vector
AC078815.1a numeric vector
AC078927.1a numeric vector
AC079447.1a numeric vector
AC079594.1a numeric vector
AC079741.2a numeric vector
AC083800.1a numeric vector
AC083977.1a numeric vector
AC084337.2a numeric vector
AC084756.2a numeric vector
AC087289.3a numeric vector
AC087632.2a numeric vector
AC087721.2a numeric vector
AC090004.1a numeric vector
AC090227.2a numeric vector
AC090360.1a numeric vector
AC090517.4a numeric vector
AC090527.2a numeric vector
AC091057.5a numeric vector
AC091167.2a numeric vector
AC091167.6a numeric vector
AC091167.7a numeric vector
AC091551.1a numeric vector
AC091959.1a numeric vector
AC092017.2a numeric vector
AC092042.3a numeric vector
AC092073.1a numeric vector
AC092111.3a numeric vector
AC092143.1a numeric vector
AC092329.3a numeric vector
AC092442.1a numeric vector
AC092587.1a numeric vector
AC092647.5a numeric vector
AC092718.3a numeric vector
AC092718.8a numeric vector
AC092835.1a numeric vector
AC093155.3a numeric vector
AC093227.2a numeric vector
AC093246.1a numeric vector
AC093323.1a numeric vector
AC093423.3a numeric vector
AC093512.2a numeric vector
AC093525.1a numeric vector
AC093525.2a numeric vector
AC093668.1a numeric vector
AC093827.5a numeric vector
AC093884.1a numeric vector
AC093899.2a numeric vector
AC096887.1a numeric vector
AC097104.1a numeric vector
AC097625.1a numeric vector
AC097634.4a numeric vector
AC097636.1a numeric vector
AC097637.1a numeric vector
AC098484.3a numeric vector
AC098582.1a numeric vector
AC098588.2a numeric vector
AC098650.1a numeric vector
AC098850.3a numeric vector
AC099489.1a numeric vector
AC099569.1a numeric vector
AC099811.2a numeric vector
AC099850.2a numeric vector
AC100868.1a numeric vector
AC104109.3a numeric vector
AC104304.2a numeric vector
AC104389.5a numeric vector
AC104389.6a numeric vector
AC104452.1a numeric vector
AC104472.3a numeric vector
AC104532.1a numeric vector
AC104581.2a numeric vector
AC105001.2a numeric vector
AC105052.1a numeric vector
AC105052.3a numeric vector
AC106741.1a numeric vector
AC106873.8a numeric vector
AC106886.5a numeric vector
AC107871.1a numeric vector
AC107959.5a numeric vector
AC108488.2a numeric vector
AC108941.3a numeric vector
AC109583.1a numeric vector
AC110275.1a numeric vector
AC112128.1a numeric vector
AC112229.3a numeric vector
AC112504.2a numeric vector
AC113189.12a numeric vector
AC113348.1a numeric vector
AC113348.2a numeric vector
AC113554.1a numeric vector
AC114402.2a numeric vector
AC114490.2a numeric vector
AC114490.3a numeric vector
AC114982.2a numeric vector
AC116366.2a numeric vector
AC117378.1a numeric vector
AC117457.1a numeric vector
AC118470.1a numeric vector
AC118553.2a numeric vector
AC119396.1a numeric vector
AC119674.2a numeric vector
AC119676.1a numeric vector
AC119733.1a numeric vector
AC120057.2a numeric vector
AC120114.4a numeric vector
AC124312.1a numeric vector
AC126283.2a numeric vector
AC127029.3a numeric vector
AC129492.3a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC134669.1a numeric vector
AC134980.2a numeric vector
AC135050.2a numeric vector
AC135068.1a numeric vector
AC135068.4a numeric vector
AC135178.3a numeric vector
AC136428.1a numeric vector
AC137834.1a numeric vector
AC138647.1a numeric vector
AC138696.1a numeric vector
AC138811.2a numeric vector
AC138894.1a numeric vector
AC138969.1a numeric vector
AC139491.7a numeric vector
AC139530.2a numeric vector
AC140504.1a numeric vector
AC142391.1a numeric vector
AC144573.1a numeric vector
AC231656.1a numeric vector
AC231657.3a numeric vector
AC233723.1a numeric vector
AC233992.2a numeric vector
AC235565.2a numeric vector
AC236972.4a numeric vector
AC242628.1a numeric vector
AC242842.3a numeric vector
AC243547.3a numeric vector
AC243967.1a numeric vector
AC244197.3a numeric vector
AC244517.10a numeric vector
AC245033.1a numeric vector
AC245748.1a numeric vector
AC253536.7a numeric vector
ACAA1a numeric vector
ACAA2a numeric vector
ACACAa numeric vector
ACACBa numeric vector
ACAD10a numeric vector
ACAD11a numeric vector
ACAD8a numeric vector
ACAD9a numeric vector
ACADLa numeric vector
ACADMa numeric vector
ACADSa numeric vector
ACADSBa numeric vector
ACADVLa numeric vector
ACANa numeric vector
ACAP1a numeric vector
ACAP2a numeric vector
ACAP3a numeric vector
ACAT1a numeric vector
ACAT2a numeric vector
ACBD3a numeric vector
ACBD4a numeric vector
ACBD5a numeric vector
ACBD6a numeric vector
ACBD7a numeric vector
ACCSa numeric vector
ACCSLa numeric vector
ACDa numeric vector
ACEa numeric vector
ACE2a numeric vector
ACER1a numeric vector
ACER2a numeric vector
ACER3a numeric vector
ACHEa numeric vector
ACIN1a numeric vector
ACKR1a numeric vector
ACKR2a numeric vector
ACKR3a numeric vector
ACKR4a numeric vector
ACLYa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACOD1a numeric vector
ACOT1a numeric vector
ACOT11a numeric vector
ACOT12a numeric vector
ACOT13a numeric vector
ACOT2a numeric vector
ACOT4a numeric vector
ACOT6a numeric vector
ACOT7a numeric vector
ACOT8a numeric vector
ACOT9a numeric vector
ACOX1a numeric vector
ACOX2a numeric vector
ACOX3a numeric vector
ACOXLa numeric vector
ACP1a numeric vector
ACP2a numeric vector
ACP3a numeric vector
ACP4a numeric vector
ACP5a numeric vector
ACP6a numeric vector
ACP7a numeric vector
ACRa numeric vector
ACRBPa numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSBG2a numeric vector
ACSF2a numeric vector
ACSF3a numeric vector
ACSL1a numeric vector
ACSL3a numeric vector
ACSL4a numeric vector
ACSL5a numeric vector
ACSL6a numeric vector
ACSM1a numeric vector
ACSM2Aa numeric vector
ACSM2Ba numeric vector
ACSM3a numeric vector
ACSM4a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACSS1a numeric vector
ACSS2a numeric vector
ACSS3a numeric vector
ACTA1a numeric vector
ACTA2a numeric vector
ACTBa numeric vector
ACTBL2a numeric vector
ACTC1a numeric vector
ACTG1a numeric vector
ACTG2a numeric vector
ACTL10a numeric vector
ACTL6Aa numeric vector
ACTL6Ba numeric vector
ACTL7Aa numeric vector
ACTL7Ba numeric vector
ACTL8a numeric vector
ACTL9a numeric vector
ACTN1a numeric vector
ACTN2a numeric vector
ACTN3a numeric vector
ACTN4a numeric vector
ACTR10a numeric vector
ACTR1Aa numeric vector
ACTR1Ba numeric vector
ACTR2a numeric vector
ACTR3a numeric vector
ACTR3Ba numeric vector
ACTR3Ca numeric vector
ACTR5a numeric vector
ACTR6a numeric vector
ACTR8a numeric vector
ACTRT1a numeric vector
ACTRT2a numeric vector
ACTRT3a numeric vector
ACVR1a numeric vector
ACVR1Ba numeric vector
ACVR1Ca numeric vector
ACVR2Aa numeric vector
ACVR2Ba numeric vector
ACVRL1a numeric vector
ACY1a numeric vector
ACY3a numeric vector
ACYP1a numeric vector
ACYP2a numeric vector
AD000671.1a numeric vector
AD000671.2a numeric vector
ADAa numeric vector
ADA2a numeric vector
ADAD1a numeric vector
ADAD2a numeric vector
ADALa numeric vector
ADAM10a numeric vector
ADAM11a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM17a numeric vector
ADAM18a numeric vector
ADAM19a numeric vector
ADAM2a numeric vector
ADAM20a numeric vector
ADAM21a numeric vector
ADAM22a numeric vector
ADAM23a numeric vector
ADAM28a numeric vector
ADAM29a numeric vector
ADAM30a numeric vector
ADAM32a numeric vector
ADAM33a numeric vector
ADAM7a numeric vector
ADAM8a numeric vector
ADAM9a numeric vector
ADAMDEC1a numeric vector
ADAMTS1a numeric vector
ADAMTS10a numeric vector
ADAMTS12a numeric vector
ADAMTS13a numeric vector
ADAMTS14a numeric vector
ADAMTS15a numeric vector
ADAMTS16a numeric vector
ADAMTS17a numeric vector
ADAMTS18a numeric vector
ADAMTS19a numeric vector
ADAMTS2a numeric vector
ADAMTS20a numeric vector
ADAMTS3a numeric vector
ADAMTS4a numeric vector
ADAMTS5a numeric vector
ADAMTS6a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADAMTS9a numeric vector
ADAMTSL1a numeric vector
ADAMTSL2a numeric vector
ADAMTSL3a numeric vector
ADAMTSL4a numeric vector
ADAMTSL5a numeric vector
ADAP1a numeric vector
ADAP2a numeric vector
ADARa numeric vector
ADARB1a numeric vector
ADARB2a numeric vector
ADAT1a numeric vector
ADAT2a numeric vector
ADAT3a numeric vector
ADCK1a numeric vector
ADCK2a numeric vector
ADCK5a numeric vector
ADCY1a numeric vector
ADCY10a numeric vector
ADCY2a numeric vector
ADCY3a numeric vector
ADCY4a numeric vector
ADCY5a numeric vector
ADCY6a numeric vector
ADCY7a numeric vector
ADCY8a numeric vector
ADCY9a numeric vector
ADCYAP1a numeric vector
ADCYAP1R1a numeric vector
ADD1a numeric vector
ADD2a numeric vector
ADD3a numeric vector
ADGBa numeric vector
ADGRA1a numeric vector
ADGRA2a numeric vector
ADGRA3a numeric vector
ADGRB1a numeric vector
ADGRB2a numeric vector
ADGRB3a numeric vector
ADGRD1a numeric vector
ADGRD2a numeric vector
ADGRE1a numeric vector
ADGRE2a numeric vector
ADGRE3a numeric vector
ADGRE5a numeric vector
ADGRF1a numeric vector
ADGRF2a numeric vector
ADGRF3a numeric vector
ADGRF4a numeric vector
ADGRF5a numeric vector
ADGRG1a numeric vector
ADGRG2a numeric vector
ADGRG3a numeric vector
ADGRG4a numeric vector
ADGRG5a numeric vector
ADGRG6a numeric vector
ADGRG7a numeric vector
ADGRL1a numeric vector
ADGRL2a numeric vector
ADGRL3a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH1Aa numeric vector
ADH1Ba numeric vector
ADH1Ca numeric vector
ADH4a numeric vector
ADH5a numeric vector
ADH6a numeric vector
ADH7a numeric vector
ADHFE1a numeric vector
ADI1a numeric vector
ADIGa numeric vector
ADIPOQa numeric vector
ADIPOR1a numeric vector
ADIPOR2a numeric vector
ADIRFa numeric vector
ADKa numeric vector
ADMa numeric vector
ADM2a numeric vector
ADM5a numeric vector
ADNPa numeric vector
ADNP2a numeric vector
ADOa numeric vector
ADORA1a numeric vector
ADORA2Aa numeric vector
ADORA2Ba numeric vector
ADORA3a numeric vector
ADPGKa numeric vector
ADPRHa numeric vector
ADPRHL1a numeric vector
ADPRMa numeric vector
ADPRSa numeric vector
ADRA1Aa numeric vector
ADRA1Ba numeric vector
ADRA1Da numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
ADRA2Ca numeric vector
ADRB1a numeric vector
ADRB2a numeric vector
ADRB3a numeric vector
ADRM1a numeric vector
ADSLa numeric vector
ADSS1a numeric vector
ADSS2a numeric vector
ADTRPa numeric vector
AEBP1a numeric vector
AEBP2a numeric vector
AENa numeric vector
AF196969.1a numeric vector
AF241726.1a numeric vector
AFAP1a numeric vector
AFAP1L1a numeric vector
AFAP1L2a numeric vector
AFDNa numeric vector
AFF1a numeric vector
AFF2a numeric vector
AFF3a numeric vector
AFF4a numeric vector
AFG1La numeric vector
AFG3L2a numeric vector
AFMa numeric vector
AFMIDa numeric vector
AFPa numeric vector
AFTPHa numeric vector
AGAa numeric vector
AGAP1a numeric vector
AGAP2a numeric vector
AGAP3a numeric vector
AGAP4a numeric vector
AGAP5a numeric vector
AGAP6a numeric vector
AGAP9a numeric vector
AGBL1a numeric vector
AGBL2a numeric vector
AGBL3a numeric vector
AGBL4a numeric vector
AGBL5a numeric vector
AGERa numeric vector
AGFG1a numeric vector
AGFG2a numeric vector
AGGF1a numeric vector
AGKa numeric vector
AGLa numeric vector
AGMATa numeric vector
AGMOa numeric vector
AGO1a numeric vector
AGO2a numeric vector
AGO3a numeric vector
AGO4a numeric vector
AGPAT1a numeric vector
AGPAT2a numeric vector
AGPAT3a numeric vector
AGPAT4a numeric vector
AGPAT5a numeric vector
AGPSa numeric vector
AGR2a numeric vector
AGR3a numeric vector
AGRNa numeric vector
AGRPa numeric vector
AGTa numeric vector
AGTPBP1a numeric vector
AGTR1a numeric vector
AGTR2a numeric vector
AGTRAPa numeric vector
AGXTa numeric vector
AGXT2a numeric vector
AHCTF1a numeric vector
AHCYa numeric vector
AHCYL1a numeric vector
AHCYL2a numeric vector
AHDC1a numeric vector
AHI1a numeric vector
AHNAKa numeric vector
AHNAK2a numeric vector
AHRa numeric vector
AHRRa numeric vector
AHSA1a numeric vector
AHSGa numeric vector
AHSPa numeric vector
AICDAa numeric vector
AIDAa numeric vector
AIDAP1a numeric vector
AIDAP2a numeric vector
AIDAP3a numeric vector
AIF1a numeric vector
AIF1La numeric vector
AIFM1a numeric vector
AIFM2a numeric vector
AIFM3a numeric vector
AIG1a numeric vector
AIM2a numeric vector
AIMP1a numeric vector
AIMP2a numeric vector
AIPa numeric vector
AIPL1a numeric vector
AIREa numeric vector
AJAP1a numeric vector
AJM1a numeric vector
AJUBAa numeric vector
AK1a numeric vector
AK2a numeric vector
AK3a numeric vector
AK4a numeric vector
AK5a numeric vector
AK6a numeric vector
AK7a numeric vector
AK8a numeric vector
AK9a numeric vector
AKAIN1a numeric vector
AKAP1a numeric vector
AKAP10a numeric vector
AKAP11a numeric vector
AKAP12a numeric vector
AKAP13a numeric vector
AKAP14a numeric vector
AKAP17Aa numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP5a numeric vector
AKAP6a numeric vector
AKAP7a numeric vector
AKAP8a numeric vector
AKAP8La numeric vector
AKAP9a numeric vector
AKIP1a numeric vector
AKIRIN1a numeric vector
AKIRIN2a numeric vector
AKNAa numeric vector
AKNAD1a numeric vector
AKR1A1a numeric vector
AKR1B1a numeric vector
AKR1B10a numeric vector
AKR1B15a numeric vector
AKR1C1a numeric vector
AKR1C2a numeric vector
AKR1C3a numeric vector
AKR1C4a numeric vector
AKR1C8Pa numeric vector
AKR1D1a numeric vector
AKR1E2a numeric vector
AKR7A2a numeric vector
AKR7A3a numeric vector
AKT1a numeric vector
AKT1S1a numeric vector
AKT2a numeric vector
AKT3a numeric vector
AKTIPa numeric vector
AL020996.2a numeric vector
AL021546.1a numeric vector
AL021997.2a numeric vector
AL022238.3a numeric vector
AL022312.1a numeric vector
AL022318.4a numeric vector
AL024498.2a numeric vector
AL031178.1a numeric vector
AL031178.2a numeric vector
AL031315.1a numeric vector
AL031681.2a numeric vector
AL031708.1a numeric vector
AL031777.2a numeric vector
AL031847.1a numeric vector
AL033529.1a numeric vector
AL034430.1a numeric vector
AL034430.2a numeric vector
AL035078.4a numeric vector
AL035425.2a numeric vector
AL035460.1a numeric vector
AL035461.3a numeric vector
AL035699.1a numeric vector
AL049569.3a numeric vector
AL049629.2a numeric vector
AL049634.2a numeric vector
AL049650.1a numeric vector
AL049697.1a numeric vector
AL049779.1a numeric vector
AL049839.2a numeric vector
AL049844.1a numeric vector
AL049844.3a numeric vector
AL096711.2a numeric vector
AL096814.1a numeric vector
AL096814.2a numeric vector
AL109811.3a numeric vector
AL109827.1a numeric vector
AL110118.1a numeric vector
AL117339.4a numeric vector
AL117348.2a numeric vector
AL121594.1a numeric vector
AL121753.1a numeric vector
AL121758.1a numeric vector
AL121845.2a numeric vector
AL121845.3a numeric vector
AL121899.2a numeric vector
AL121900.1a numeric vector
AL132671.2a numeric vector
AL132780.3a numeric vector
AL133352.1a numeric vector
AL133353.2a numeric vector
AL133410.3a numeric vector
AL133500.1a numeric vector
AL135905.2a numeric vector
AL136295.1a numeric vector
AL136295.3a numeric vector
AL136295.4a numeric vector
AL136295.5a numeric vector
AL136531.2a numeric vector
AL138752.2a numeric vector
AL139011.2a numeric vector
AL139142.2a numeric vector
AL139260.3a numeric vector
AL139300.1a numeric vector
AL139353.1a numeric vector
AL157392.5a numeric vector
AL157935.2a numeric vector
AL158151.3a numeric vector
AL159163.1a numeric vector
AL160269.1a numeric vector
AL160272.2a numeric vector
AL162231.1a numeric vector
AL162231.3a numeric vector
AL162377.3a numeric vector
AL162417.1a numeric vector
AL162596.1a numeric vector
AL163195.3a numeric vector
AL163636.1a numeric vector
AL353572.3a numeric vector
AL353579.1a numeric vector
AL353588.1a numeric vector
AL354761.1a numeric vector
AL355102.2a numeric vector
AL355312.5a numeric vector
AL355315.1a numeric vector
AL355385.2a numeric vector
AL355916.3a numeric vector
AL355987.1a numeric vector
AL355987.3a numeric vector
AL357075.4a numeric vector
AL357556.3a numeric vector
AL357673.1a numeric vector
AL358113.1a numeric vector
AL358472.6a numeric vector
AL358472.7a numeric vector
AL359092.3a numeric vector
AL359736.1a numeric vector
AL359922.1a numeric vector
AL360181.3a numeric vector
AL365205.1a numeric vector
AL365214.2a numeric vector
AL365232.1a numeric vector
AL365273.2a numeric vector
AL391628.1a numeric vector
AL391650.1a numeric vector
AL391987.1a numeric vector
AL391987.2a numeric vector
AL441992.2a numeric vector
AL445238.1a numeric vector
AL445423.3a numeric vector
AL445524.2a numeric vector
AL445685.3a numeric vector
AL445989.1a numeric vector
AL451007.3a numeric vector
AL451062.2a numeric vector
AL451106.1a numeric vector
AL451136.1a numeric vector
AL512428.1a numeric vector
AL512506.3a numeric vector
AL512785.2a numeric vector
AL513165.2a numeric vector
AL583836.1a numeric vector
AL589666.1a numeric vector
AL590132.1a numeric vector
AL590560.2a numeric vector
AL590764.2a numeric vector
AL591806.2a numeric vector
AL592490.1a numeric vector
AL603764.2a numeric vector
AL603832.3a numeric vector
AL627230.1a numeric vector
AL627230.3a numeric vector
AL645922.1a numeric vector
AL645941.2a numeric vector
AL662884.4a numeric vector
AL662899.1a numeric vector
AL662899.2a numeric vector
AL669918.1a numeric vector
AL672142.1a numeric vector
AL691442.1a numeric vector
AL713999.2a numeric vector
AL772284.1a numeric vector
AL807752.6a numeric vector
AL807752.7a numeric vector
AL845331.1a numeric vector
AL928654.3a numeric vector
AL929554.1a numeric vector
ALADa numeric vector
ALAS1a numeric vector
ALAS2a numeric vector
ALBa numeric vector
ALCAMa numeric vector
ALDH16A1a numeric vector
ALDH18A1a numeric vector
ALDH1A1a numeric vector
ALDH1A2a numeric vector
ALDH1A3a numeric vector
ALDH1B1a numeric vector
ALDH1L1a numeric vector
ALDH1L2a numeric vector
ALDH2a numeric vector
ALDH3A1a numeric vector
ALDH3A2a numeric vector
ALDH3B1a numeric vector
ALDH3B2a numeric vector
ALDH4A1a numeric vector
ALDH5A1a numeric vector
ALDH6A1a numeric vector
ALDH7A1a numeric vector
ALDH8A1a numeric vector
ALDH9A1a numeric vector
ALDOAa numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG1a numeric vector
ALG10a numeric vector
ALG10Ba numeric vector
ALG11a numeric vector
ALG12a numeric vector
ALG13a numeric vector
ALG14a numeric vector
ALG1La numeric vector
ALG1L2a numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG5a numeric vector
ALG6a numeric vector
ALG8a numeric vector
ALG9a numeric vector
ALKa numeric vector
ALKAL1a numeric vector
ALKAL2a numeric vector
ALKBH1a numeric vector
ALKBH2a numeric vector
ALKBH3a numeric vector
ALKBH4a numeric vector
ALKBH5a numeric vector
ALKBH6a numeric vector
ALKBH7a numeric vector
ALKBH8a numeric vector
ALLCa numeric vector
ALMS1a numeric vector
ALOX12a numeric vector
ALOX12Ba numeric vector
ALOX15a numeric vector
ALOX15Ba numeric vector
ALOX5a numeric vector
ALOX5APa numeric vector
ALOXE3a numeric vector
ALPGa numeric vector
ALPIa numeric vector
ALPK1a numeric vector
ALPK2a numeric vector
ALPK3a numeric vector
ALPLa numeric vector
ALPPa numeric vector
ALS2a numeric vector
ALS2CLa numeric vector
ALX1a numeric vector
ALX3a numeric vector
ALX4a numeric vector
ALYREFa numeric vector
AMACRa numeric vector
AMBNa numeric vector
AMBPa numeric vector
AMBRA1a numeric vector
AMD1a numeric vector
AMDHD1a numeric vector
AMDHD2a numeric vector
AMELXa numeric vector
AMELYa numeric vector
AMER1a numeric vector
AMER2a numeric vector
AMER3a numeric vector
AMFRa numeric vector
AMHa numeric vector
AMHR2a numeric vector
AMIGO1a numeric vector
AMIGO2a numeric vector
AMIGO3a numeric vector
AMMECR1a numeric vector
AMMECR1La numeric vector
AMNa numeric vector
AMN1a numeric vector
AMOTa numeric vector
AMOTL1a numeric vector
AMOTL2a numeric vector
AMPD1a numeric vector
AMPD2a numeric vector
AMPD3a numeric vector
AMPHa numeric vector
AMTa numeric vector
AMTNa numeric vector
AMY1Aa numeric vector
AMY1Ba numeric vector
AMY1Ca numeric vector
AMY2Aa numeric vector
AMY2Ba numeric vector
AMZ1a numeric vector
AMZ2a numeric vector
ANAPC1a numeric vector
ANAPC10a numeric vector
ANAPC11a numeric vector
ANAPC13a numeric vector
ANAPC15a numeric vector
ANAPC16a numeric vector
ANAPC2a numeric vector
ANAPC4a numeric vector
ANAPC5a numeric vector
ANAPC7a numeric vector
ANGa numeric vector
ANGEL1a numeric vector
ANGEL2a numeric vector
ANGPT1a numeric vector
ANGPT2a numeric vector
ANGPT4a numeric vector
ANGPTL1a numeric vector
ANGPTL2a numeric vector
ANGPTL3a numeric vector
ANGPTL4a numeric vector
ANGPTL5a numeric vector
ANGPTL6a numeric vector
ANGPTL7a numeric vector
ANGPTL8a numeric vector
ANHXa numeric vector
ANK1a numeric vector
ANK2a numeric vector
ANK3a numeric vector
ANKARa numeric vector
ANKDD1Aa numeric vector
ANKDD1Ba numeric vector
ANKEF1a numeric vector
ANKFN1a numeric vector
ANKFY1a numeric vector
ANKHa numeric vector
ANKHD1a numeric vector
ANKHD1.EIF4EBP3a numeric vector
ANKIB1a numeric vector
ANKK1a numeric vector
ANKLE1a numeric vector
ANKLE2a numeric vector
ANKMY1a numeric vector
ANKMY2a numeric vector
ANKRA2a numeric vector
ANKRD1a numeric vector
ANKRD10a numeric vector
ANKRD11a numeric vector
ANKRD12a numeric vector
ANKRD13Aa numeric vector
ANKRD13Ba numeric vector
ANKRD13Ca numeric vector
ANKRD13Da numeric vector
ANKRD16a numeric vector
ANKRD17a numeric vector
ANKRD18Aa numeric vector
ANKRD18Ba numeric vector
ANKRD2a numeric vector
ANKRD20A1a numeric vector
ANKRD20A2Pa numeric vector
ANKRD20A3Pa numeric vector
ANKRD20A4Pa numeric vector
ANKRD22a numeric vector
ANKRD23a numeric vector
ANKRD24a numeric vector
ANKRD26a numeric vector
ANKRD27a numeric vector
ANKRD28a numeric vector
ANKRD29a numeric vector
ANKRD30Aa numeric vector
ANKRD30Ba numeric vector
ANKRD30BLa numeric vector
ANKRD31a numeric vector
ANKRD33a numeric vector
ANKRD33Ba numeric vector
ANKRD34Aa numeric vector
ANKRD34Ba numeric vector
ANKRD34Ca numeric vector
ANKRD35a numeric vector
ANKRD36a numeric vector
ANKRD36Ba numeric vector
ANKRD36Ca numeric vector
ANKRD37a numeric vector
ANKRD39a numeric vector
ANKRD40a numeric vector
ANKRD40CLa numeric vector
ANKRD42a numeric vector
ANKRD44a numeric vector
ANKRD45a numeric vector
ANKRD46a numeric vector
ANKRD49a numeric vector
ANKRD50a numeric vector
ANKRD52a numeric vector
ANKRD53a numeric vector
ANKRD54a numeric vector
ANKRD55a numeric vector
ANKRD6a numeric vector
ANKRD60a numeric vector
ANKRD61a numeric vector
ANKRD62a numeric vector
ANKRD63a numeric vector
ANKRD65a numeric vector
ANKRD66a numeric vector
ANKRD7a numeric vector
ANKRD9a numeric vector
ANKS1Aa numeric vector
ANKS1Ba numeric vector
ANKS3a numeric vector
ANKS4Ba numeric vector
ANKS6a numeric vector
ANKUB1a numeric vector
ANKZF1a numeric vector
ANLNa numeric vector
ANO1a numeric vector
ANO10a numeric vector
ANO2a numeric vector
ANO3a numeric vector
ANO4a numeric vector
ANO5a numeric vector
ANO6a numeric vector
ANO7a numeric vector
ANO8a numeric vector
ANO9a numeric vector
ANOS1a numeric vector
ANP32Aa numeric vector
ANP32Ba numeric vector
ANP32Da numeric vector
ANP32Ea numeric vector
ANPEPa numeric vector
ANTKMTa numeric vector
ANTXR1a numeric vector
ANTXR2a numeric vector
ANTXRLa numeric vector
ANXA1a numeric vector
ANXA10a numeric vector
ANXA11a numeric vector
ANXA13a numeric vector
ANXA2a numeric vector
ANXA2Ra numeric vector
ANXA3a numeric vector
ANXA4a numeric vector
ANXA5a numeric vector
ANXA6a numeric vector
ANXA7a numeric vector
ANXA8a numeric vector
ANXA8L1a numeric vector
ANXA9a numeric vector
AOAHa numeric vector
AOC1a numeric vector
AOC2a numeric vector
AOC3a numeric vector
AOPEPa numeric vector
AOX1a numeric vector
AP000295.1a numeric vector
AP000311.1a numeric vector
AP000350.4a numeric vector
AP000356.5a numeric vector
AP000471.1a numeric vector
AP000721.1a numeric vector
AP000781.2a numeric vector
AP000812.3a numeric vector
AP000812.4a numeric vector
AP000944.5a numeric vector
AP001054.1a numeric vector
AP001267.5a numeric vector
AP001273.2a numeric vector
AP001453.3a numeric vector
AP001458.2a numeric vector
AP001781.2a numeric vector
AP001931.1a numeric vector
AP001931.2a numeric vector
AP002373.1a numeric vector
AP002495.1a numeric vector
AP002512.3a numeric vector
AP002748.5a numeric vector
AP002884.2a numeric vector
AP002990.1a numeric vector
AP003071.5a numeric vector
AP003108.2a numeric vector
AP003419.1a numeric vector
AP006621.6a numeric vector
AP1ARa numeric vector
AP1B1a numeric vector
AP1G1a numeric vector
AP1G2a numeric vector
AP1M1a numeric vector
AP1M2a numeric vector
AP1S1a numeric vector
AP1S2a numeric vector
AP1S3a numeric vector
AP2A1a numeric vector
AP2A2a numeric vector
AP2B1a numeric vector
AP2M1a numeric vector
AP2S1a numeric vector
AP3B1a numeric vector
AP3B2a numeric vector
AP3D1a numeric vector
AP3M1a numeric vector
AP3M2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
AP4B1a numeric vector
AP4E1a numeric vector
AP4M1a numeric vector
AP4S1a numeric vector
AP5B1a numeric vector
AP5M1a numeric vector
AP5S1a numeric vector
AP5Z1a numeric vector
APAF1a numeric vector
APBA1a numeric vector
APBA2a numeric vector
APBA3a numeric vector
APBB1a numeric vector
APBB1IPa numeric vector
APBB2a numeric vector
APBB3a numeric vector
APCa numeric vector
APC2a numeric vector
APCDD1a numeric vector
APCDD1La numeric vector
APCSa numeric vector
APEHa numeric vector
APELAa numeric vector
APEX1a numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APH1Ba numeric vector
API5a numeric vector
APIPa numeric vector
APLFa numeric vector
APLNa numeric vector
APLNRa numeric vector
APLP1a numeric vector
APLP2a numeric vector
APMAPa numeric vector
APOA1a numeric vector
APOA2a numeric vector
APOA4a numeric vector
APOA5a numeric vector
APOBa numeric vector
APOBEC1a numeric vector
APOBEC2a numeric vector
APOBEC3Aa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ca numeric vector
APOBEC3Da numeric vector
APOBEC3Fa numeric vector
APOBEC3Ga numeric vector
APOBEC3Ha numeric vector
APOBEC4a numeric vector
APOBRa numeric vector
APOC1a numeric vector
APOC2a numeric vector
APOC3a numeric vector
APOC4a numeric vector
APOC4.APOC2a numeric vector
APODa numeric vector
APOEa numeric vector
APOFa numeric vector
APOHa numeric vector
APOL1a numeric vector
APOL2a numeric vector
APOL3a numeric vector
APOL4a numeric vector
APOL5a numeric vector
APOL6a numeric vector
APOLD1a numeric vector
APOMa numeric vector
APOOa numeric vector
APOOLa numeric vector
APPa numeric vector
APPBP2a numeric vector
APPL1a numeric vector
APPL2a numeric vector
APRTa numeric vector
APTXa numeric vector
AQP1a numeric vector
AQP10a numeric vector
AQP11a numeric vector
AQP12Aa numeric vector
AQP12Ba numeric vector
AQP2a numeric vector
AQP3a numeric vector
AQP4a numeric vector
AQP5a numeric vector
AQP6a numeric vector
AQP7a numeric vector
AQP8a numeric vector
AQP9a numeric vector
AQRa numeric vector
ARa numeric vector
ARAFa numeric vector
ARAP1a numeric vector
ARAP2a numeric vector
ARAP3a numeric vector
ARCa numeric vector
ARCN1a numeric vector
AREGa numeric vector
AREL1a numeric vector
ARF1a numeric vector
ARF3a numeric vector
ARF4a numeric vector
ARF5a numeric vector
ARF6a numeric vector
ARFGAP1a numeric vector
ARFGAP2a numeric vector
ARFGAP3a numeric vector
ARFGEF1a numeric vector
ARFGEF2a numeric vector
ARFGEF3a numeric vector
ARFIP1a numeric vector
ARFIP2a numeric vector
ARFRP1a numeric vector
ARG1a numeric vector
ARG2a numeric vector
ARGFXa numeric vector
ARGLU1a numeric vector
ARHGAP1a numeric vector
ARHGAP10a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGAP15a numeric vector
ARHGAP17a numeric vector
ARHGAP18a numeric vector
ARHGAP19a numeric vector
ARHGAP19.SLIT1a numeric vector
ARHGAP20a numeric vector
ARHGAP21a numeric vector
ARHGAP22a numeric vector
ARHGAP23a numeric vector
ARHGAP24a numeric vector
ARHGAP25a numeric vector
ARHGAP26a numeric vector
ARHGAP27a numeric vector
ARHGAP28a numeric vector
ARHGAP29a numeric vector
ARHGAP30a numeric vector
ARHGAP31a numeric vector
ARHGAP32a numeric vector
ARHGAP33a numeric vector
ARHGAP35a numeric vector
ARHGAP36a numeric vector
ARHGAP39a numeric vector
ARHGAP4a numeric vector
ARHGAP40a numeric vector
ARHGAP42a numeric vector
ARHGAP44a numeric vector
ARHGAP45a numeric vector
ARHGAP5a numeric vector
ARHGAP6a numeric vector
ARHGAP8a numeric vector
ARHGAP9a numeric vector
ARHGDIAa numeric vector
ARHGDIBa numeric vector
ARHGDIGa numeric vector
ARHGEF1a numeric vector
ARHGEF10a numeric vector
ARHGEF10La numeric vector
ARHGEF11a numeric vector
ARHGEF12a numeric vector
ARHGEF15a numeric vector
ARHGEF16a numeric vector
ARHGEF17a numeric vector
ARHGEF18a numeric vector
ARHGEF19a numeric vector
ARHGEF2a numeric vector
ARHGEF25a numeric vector
ARHGEF26a numeric vector
ARHGEF28a numeric vector
ARHGEF3a numeric vector
ARHGEF33a numeric vector
ARHGEF35a numeric vector
ARHGEF37a numeric vector
ARHGEF38a numeric vector
ARHGEF39a numeric vector
ARHGEF4a numeric vector
ARHGEF40a numeric vector
ARHGEF5a numeric vector
ARHGEF6a numeric vector
ARHGEF7a numeric vector
ARHGEF9a numeric vector
ARID1Aa numeric vector
ARID1Ba numeric vector
ARID2a numeric vector
ARID3Aa numeric vector
ARID3Ba numeric vector
ARID3BP1a numeric vector
ARID3Ca numeric vector
ARID4Aa numeric vector
ARID4Ba numeric vector
ARID5Aa numeric vector
ARID5Ba numeric vector
ARIH1a numeric vector
ARIH2a numeric vector
ARL1a numeric vector
ARL10a numeric vector
ARL11a numeric vector
ARL13Aa numeric vector
ARL13Ba numeric vector
ARL14a numeric vector
ARL14EPa numeric vector
ARL14EPLa numeric vector
ARL15a numeric vector
ARL16a numeric vector
ARL17Aa numeric vector
ARL17Ba numeric vector
ARL2a numeric vector
ARL2.SNX15a numeric vector
ARL2BPa numeric vector
ARL3a numeric vector
ARL4Aa numeric vector
ARL4Ca numeric vector
ARL4Da numeric vector
ARL5Aa numeric vector
ARL5Ba numeric vector
ARL5Ca numeric vector
ARL6a numeric vector
ARL6IP1a numeric vector
ARL6IP4a numeric vector
ARL6IP5a numeric vector
ARL6IP6a numeric vector
ARL8Aa numeric vector
ARL8Ba numeric vector
ARL9a numeric vector
ARMC1a numeric vector
ARMC10a numeric vector
ARMC12a numeric vector
ARMC2a numeric vector
ARMC3a numeric vector
ARMC4a numeric vector
ARMC5a numeric vector
ARMC6a numeric vector
ARMC7a numeric vector
ARMC8a numeric vector
ARMC9a numeric vector
ARMCX1a numeric vector
ARMCX2a numeric vector
ARMCX3a numeric vector
ARMCX4a numeric vector
ARMCX5a numeric vector
ARMCX5.GPRASP2a numeric vector
ARMCX6a numeric vector
ARMH1a numeric vector
ARMH2a numeric vector
ARMH3a numeric vector
ARMH4a numeric vector
ARMS2a numeric vector
ARMT1a numeric vector
ARNTa numeric vector
ARNT2a numeric vector
ARNTLa numeric vector
ARNTL2a numeric vector
ARPC1Aa numeric vector
ARPC1Ba numeric vector
ARPC2a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
ARPC4.TTLL3a numeric vector
ARPC5a numeric vector
ARPC5La numeric vector
ARPINa numeric vector
ARPIN.AP3S2a numeric vector
ARPP19a numeric vector
ARPP21a numeric vector
ARR3a numeric vector
ARRB1a numeric vector
ARRB2a numeric vector
ARRDC1a numeric vector
ARRDC2a numeric vector
ARRDC3a numeric vector
ARRDC4a numeric vector
ARRDC5a numeric vector
ARSAa numeric vector
ARSBa numeric vector
ARSDa numeric vector
ARSFa numeric vector
ARSGa numeric vector
ARSHa numeric vector
ARSIa numeric vector
ARSJa numeric vector
ARSKa numeric vector
ARSLa numeric vector
ART1a numeric vector
ART3a numeric vector
ART4a numeric vector
ART5a numeric vector
ARTNa numeric vector
ARV1a numeric vector
ARVCFa numeric vector
ARXa numeric vector
AS3MTa numeric vector
ASAH1a numeric vector
ASAH2a numeric vector
ASAH2Ba numeric vector
ASAP1a numeric vector
ASAP2a numeric vector
ASAP3a numeric vector
ASB1a numeric vector
ASB10a numeric vector
ASB11a numeric vector
ASB12a numeric vector
ASB13a numeric vector
ASB14a numeric vector
ASB15a numeric vector
ASB16a numeric vector
ASB17a numeric vector
ASB18a numeric vector
ASB2a numeric vector
ASB3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASB7a numeric vector
ASB8a numeric vector
ASB9a numeric vector
ASCC1a numeric vector
ASCC2a numeric vector
ASCC3a numeric vector
ASCL1a numeric vector
ASCL2a numeric vector
ASCL3a numeric vector
ASCL4a numeric vector
ASCL5a numeric vector
ASDURFa numeric vector
ASF1Aa numeric vector
ASF1Ba numeric vector
ASGR1a numeric vector
ASGR2a numeric vector
ASH1La numeric vector
ASH2La numeric vector
ASIC1a numeric vector
ASIC2a numeric vector
ASIC3a numeric vector
ASIC4a numeric vector
ASIC5a numeric vector
ASIPa numeric vector
ASLa numeric vector
ASMTa numeric vector
ASMTLa numeric vector
ASNSa numeric vector
ASNSD1a numeric vector
ASPAa numeric vector
ASPDHa numeric vector
ASPGa numeric vector
ASPHa numeric vector
ASPHD1a numeric vector
ASPHD2a numeric vector
ASPMa numeric vector
ASPNa numeric vector
ASPRV1a numeric vector
ASPSCR1a numeric vector
ASRGL1a numeric vector
ASS1a numeric vector
ASTE1a numeric vector
ASTLa numeric vector
ASTN1a numeric vector
ASTN2a numeric vector
ASXL1a numeric vector
ASXL2a numeric vector
ASXL3a numeric vector
ASZ1a numeric vector
ATAD1a numeric vector
ATAD2a numeric vector
ATAD2Ba numeric vector
ATAD3Aa numeric vector
ATAD3Ba numeric vector
ATAD3Ca numeric vector
ATAD5a numeric vector
ATAT1a numeric vector
ATCAYa numeric vector
ATE1a numeric vector
ATF1a numeric vector
ATF2a numeric vector
ATF3a numeric vector
ATF4a numeric vector
ATF5a numeric vector
ATF6a numeric vector
ATF6Ba numeric vector
ATF7a numeric vector
ATF7.NPFFa numeric vector
ATF7IPa numeric vector
ATF7IP2a numeric vector
ATG10a numeric vector
ATG101a numeric vector
ATG12a numeric vector
ATG13a numeric vector
ATG14a numeric vector
ATG16L1a numeric vector
ATG16L2a numeric vector
ATG2Aa numeric vector
ATG2Ba numeric vector
ATG3a numeric vector
ATG4Aa numeric vector
ATG4Ba numeric vector
ATG4Ca numeric vector
ATG4Da numeric vector
ATG5a numeric vector
ATG7a numeric vector
ATG9Aa numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATL1a numeric vector
ATL2a numeric vector
ATL3a numeric vector
ATMa numeric vector
ATMINa numeric vector
ATN1a numeric vector
ATOH1a numeric vector
ATOH7a numeric vector
ATOH8a numeric vector
ATOX1a numeric vector
ATP10Aa numeric vector
ATP10Ba numeric vector
ATP10Da numeric vector
ATP11Aa numeric vector
ATP11Ba numeric vector
ATP11Ca numeric vector
ATP12Aa numeric vector
ATP13A1a numeric vector
ATP13A2a numeric vector
ATP13A3a numeric vector
ATP13A4a numeric vector
ATP13A5a numeric vector
ATP1A1a numeric vector
ATP1A2a numeric vector
ATP1A3a numeric vector
ATP1A4a numeric vector
ATP1B1a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP1B4a numeric vector
ATP23a numeric vector
ATP2A1a numeric vector
ATP2A2a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP2B2a numeric vector
ATP2B3a numeric vector
ATP2B4a numeric vector
ATP2C1a numeric vector
ATP2C2a numeric vector
ATP4Aa numeric vector
ATP4Ba numeric vector
ATP5F1Aa numeric vector
ATP5F1Ba numeric vector
ATP5F1Ca numeric vector
ATP5F1Da numeric vector
ATP5F1Ea numeric vector
ATP5IF1a numeric vector
ATP5MC1a numeric vector
ATP5MC2a numeric vector
ATP5MC3a numeric vector
ATP5MDa numeric vector
ATP5MEa numeric vector
ATP5MFa numeric vector
ATP5MF.PTCD1a numeric vector
ATP5MGa numeric vector
ATP5MGLa numeric vector
ATP5MPLa numeric vector
ATP5PBa numeric vector
ATP5PDa numeric vector
ATP5PFa numeric vector
ATP5POa numeric vector
ATP6AP1a numeric vector
ATP6AP1La numeric vector
ATP6AP2a numeric vector
ATP6V0A1a numeric vector
ATP6V0A2a numeric vector
ATP6V0A4a numeric vector
ATP6V0Ba numeric vector
ATP6V0Ca numeric vector
ATP6V0D1a numeric vector
ATP6V0D2a numeric vector
ATP6V0E1a numeric vector
ATP6V0E2a numeric vector
ATP6V1Aa numeric vector
ATP6V1B1a numeric vector
ATP6V1B2a numeric vector
ATP6V1C1a numeric vector
ATP6V1C2a numeric vector
ATP6V1Da numeric vector
ATP6V1E1a numeric vector
ATP6V1E2a numeric vector
ATP6V1Fa numeric vector
ATP6V1FNBa numeric vector
ATP6V1G1a numeric vector
ATP6V1G2a numeric vector
ATP6V1G2.DDX39Ba numeric vector
ATP6V1G3a numeric vector
ATP6V1Ha numeric vector
ATP7Aa numeric vector
ATP7Ba numeric vector
ATP8A1a numeric vector
ATP8A2a numeric vector
ATP8B1a numeric vector
ATP8B2a numeric vector
ATP8B3a numeric vector
ATP8B4a numeric vector
ATP9Aa numeric vector
ATP9Ba numeric vector
ATPAF1a numeric vector
ATPAF2a numeric vector
ATPSCKMTa numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATRNa numeric vector
ATRNL1a numeric vector
ATRXa numeric vector
ATXN1a numeric vector
ATXN10a numeric vector
ATXN1La numeric vector
ATXN2a numeric vector
ATXN2La numeric vector
ATXN3a numeric vector
ATXN3La numeric vector
ATXN7a numeric vector
ATXN7L1a numeric vector
ATXN7L2a numeric vector
ATXN7L3a numeric vector
ATXN7L3Ba numeric vector
AUHa numeric vector
AUNIPa numeric vector
AUP1a numeric vector
AURKAa numeric vector
AURKAIP1a numeric vector
AURKBa numeric vector
AURKCa numeric vector
AUTS2a numeric vector
AVENa numeric vector
AVILa numeric vector
AVL9a numeric vector
AVPa numeric vector
AVPI1a numeric vector
AVPR1Aa numeric vector
AVPR1Ba numeric vector
AVPR2a numeric vector
AWAT1a numeric vector
AWAT2a numeric vector
AXDND1a numeric vector
AXIN1a numeric vector
AXIN2a numeric vector
AXLa numeric vector
AZGP1a numeric vector
AZI2a numeric vector
AZIN1a numeric vector
AZIN2a numeric vector
AZU1a numeric vector
B2Ma numeric vector
B3GALNT1a numeric vector
B3GALNT2a numeric vector
B3GALT1a numeric vector
B3GALT2a numeric vector
B3GALT4a numeric vector
B3GALT5a numeric vector
B3GALT6a numeric vector
B3GAT1a numeric vector
B3GAT2a numeric vector
B3GAT3a numeric vector
B3GLCTa numeric vector
B3GNT10a numeric vector
B3GNT2a numeric vector
B3GNT3a numeric vector
B3GNT4a numeric vector
B3GNT5a numeric vector
B3GNT6a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B3GNT9a numeric vector
B3GNTL1a numeric vector
B4GALNT1a numeric vector
B4GALNT2a numeric vector
B4GALNT3a numeric vector
B4GALNT4a numeric vector
B4GALT1a numeric vector
B4GALT2a numeric vector
B4GALT3a numeric vector
B4GALT4a numeric vector
B4GALT5a numeric vector
B4GALT6a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
B9D1a numeric vector
B9D2a numeric vector
BAALCa numeric vector
BAATa numeric vector
BABAM1a numeric vector
BABAM2a numeric vector
BACE1a numeric vector
BACE2a numeric vector
BACH1a numeric vector
BACH2a numeric vector
BADa numeric vector
BAG1a numeric vector
BAG2a numeric vector
BAG3a numeric vector
BAG4a numeric vector
BAG5a numeric vector
BAG6a numeric vector
BAHCC1a numeric vector
BAHD1a numeric vector
BAIAP2a numeric vector
BAIAP2L1a numeric vector
BAIAP2L2a numeric vector
BAIAP3a numeric vector
BAK1a numeric vector
BAMBIa numeric vector
BANF1a numeric vector
BANF2a numeric vector
BANK1a numeric vector
BANPa numeric vector
BAP1a numeric vector
BARD1a numeric vector
BARHL1a numeric vector
BARHL2a numeric vector
BARX1a numeric vector
BARX2a numeric vector
BASP1a numeric vector
BATFa numeric vector
BATF2a numeric vector
BATF3a numeric vector
BAXa numeric vector
BAZ1Aa numeric vector
BAZ1Ba numeric vector
BAZ2Aa numeric vector
This is New data.
Retuens a dataframe.
https://portal.gdc.cancer.gov/
data(New_data) ## maybe str(New_data) ## plot(New_data)data(New_data) ## maybe str(New_data) ## plot(New_data)
This function generates a Cox proportional hazards nomogram for survival prediction based on user-defined features and survival information. It also computes bias-corrected and original C-index values for model validation.
Nomogram_generate_f(data, Feature_List, surv_time, surv_event)Nomogram_generate_f(data, Feature_List, surv_time, surv_event)
data |
A data frame containing survival information and predictor variables. Must include columns for survival time, event status, and selected features. |
Feature_List |
A data frame or list containing the selected features (column names) to be included in the nomogram. |
surv_time |
A character string specifying the column name for survival time in the input data. |
surv_event |
A character string specifying the column name for survival event status in the input data (1 for event, 0 for censored). |
The function dynamically creates a Cox proportional hazards model based on the selected features and survival data. It computes survival probabilities for 1, 3, 5, and 10 years (if applicable) and plots the nomogram. The function uses internal validation with bootstrapping (B = 1000) to calculate the bias-corrected C-index.
The following steps are performed:
Validates input data and renames survival columns to standard names.
Prepares the data for modeling using rms::datadist.
Dynamically creates a Cox proportional hazards model formula.
Fits the Cox model using rms::cph.
Generates the nomogram with survival probabilities at specified time points.
Validates the model and computes C-index values.
A list with the following components:
C_index_mat: A matrix containing the bias-corrected and
original C-index values.
data(Train_Data_Nomogram_input, package = "CPSM") data(feature_list_for_Nomogram, package = "CPSM") Nomogram_generate_f( data = Train_Data_Nomogram_input, Feature_List = feature_list_for_Nomogram, surv_time = "OS_month", surv_event = "OS" )data(Train_Data_Nomogram_input, package = "CPSM") data(feature_list_for_Nomogram, package = "CPSM") Nomogram_generate_f( data = Train_Data_Nomogram_input, Feature_List = feature_list_for_Nomogram, surv_time = "OS_month", surv_event = "OS" )
This function creates survival curve plots for all patients and highlights a specific patient based on the selected sample.
Surv_curve_data |
A data frame containing survival curve data. The
data frame must include a column named |
selected_sample |
A character string specifying the patient ID to be highlighted in the plot. |
The input data (Surv_curve_data) must be structured such that the
first column (time_point) represents time points, and each subsequent
column represents the survival probabilities for a specific patient.
If the selected_sample is not present in the column names
of Surv_curve_data, a message will indicate that the sample is missing.
The function uses the ggplot2 package for generating survival
curve plots.
A list containing two ggplot2 objects:
all_patients_plot |
A ggplot object displaying survival curves for all patients. |
highlighted_patient_plot |
A ggplot object displaying survival curves for all patients with the selected patient highlighted. |
# Example survival curve data Surv_curve_data <- data.frame( time_point = c(0, 1, 2, 3, 4), Patient1 = c(1, 0.9, 0.8, 0.7, 0.6), Patient2 = c(1, 0.85, 0.75, 0.65, 0.55) ) # Generate plots with Patient1 highlighted plots <- surv_curve_plots_f(Surv_curve_data, selected_sample = "Patient1") # View the plots print(plots$all_patients_plot) print(plots$highlighted_patient_plot)# Example survival curve data Surv_curve_data <- data.frame( time_point = c(0, 1, 2, 3, 4), Patient1 = c(1, 0.9, 0.8, 0.7, 0.6), Patient2 = c(1, 0.85, 0.75, 0.65, 0.55) ) # Generate plots with Patient1 highlighted plots <- surv_curve_plots_f(Surv_curve_data, selected_sample = "Patient1") # View the plots print(plots$all_patients_plot) print(plots$highlighted_patient_plot)
This is survCurves data.
data("survCurves_data")data("survCurves_data")
A data frame with 15 observations on the following 19 variables.
time_pointa numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
a numeric vector
This is survCurves data.
This is a data frame.
https://portal.gdc.cancer.gov/
data(survCurves_data) ## maybe str(survCurves_data)data(survCurves_data) ## maybe str(survCurves_data)
This is Test Clin.
data("Test_Clin")data("Test_Clin")
A data frame with 18 observations on the following 20 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
This is Test Clin.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Test_Clin) ## maybe str(Test_Clin) ## plot(Test_Clin)data(Test_Clin) ## maybe str(Test_Clin) ## plot(Test_Clin)
This is test FPKM.
data("test_FPKM")data("test_FPKM")
A data frame with 18 observations on the following 2025 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
A1BGa numeric vector
A1CFa numeric vector
A2Ma numeric vector
A2ML1a numeric vector
A3GALT2a numeric vector
A4GALTa numeric vector
A4GNTa numeric vector
AAASa numeric vector
AACSa numeric vector
AADACa numeric vector
AADACL2a numeric vector
AADACL3a numeric vector
AADACL4a numeric vector
AADATa numeric vector
AAGABa numeric vector
AAK1a numeric vector
AAMDCa numeric vector
AAMPa numeric vector
AANATa numeric vector
AAR2a numeric vector
AARDa numeric vector
AARS1a numeric vector
AARS2a numeric vector
AARSD1a numeric vector
AASDHa numeric vector
AASDHPPTa numeric vector
AASSa numeric vector
AATFa numeric vector
AATKa numeric vector
ABATa numeric vector
ABCA1a numeric vector
ABCA10a numeric vector
ABCA12a numeric vector
ABCA13a numeric vector
ABCA2a numeric vector
ABCA3a numeric vector
ABCA4a numeric vector
ABCA5a numeric vector
ABCA6a numeric vector
ABCA7a numeric vector
ABCA8a numeric vector
ABCA9a numeric vector
ABCB1a numeric vector
ABCB10a numeric vector
ABCB11a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCB7a numeric vector
ABCB8a numeric vector
ABCB9a numeric vector
ABCC1a numeric vector
ABCC10a numeric vector
ABCC11a numeric vector
ABCC12a numeric vector
ABCC2a numeric vector
ABCC3a numeric vector
ABCC4a numeric vector
ABCC5a numeric vector
ABCC6a numeric vector
ABCC8a numeric vector
ABCC9a numeric vector
ABCD1a numeric vector
ABCD2a numeric vector
ABCD3a numeric vector
ABCD4a numeric vector
ABCE1a numeric vector
ABCF1a numeric vector
ABCF2a numeric vector
ABCF2.H2BE1a numeric vector
ABCF3a numeric vector
ABCG1a numeric vector
ABCG2a numeric vector
ABCG4a numeric vector
ABCG5a numeric vector
ABCG8a numeric vector
ABHD1a numeric vector
ABHD10a numeric vector
ABHD11a numeric vector
ABHD12a numeric vector
ABHD12Ba numeric vector
ABHD13a numeric vector
ABHD14Aa numeric vector
ABHD14A.ACY1a numeric vector
ABHD14Ba numeric vector
ABHD15a numeric vector
ABHD16Aa numeric vector
ABHD16Ba numeric vector
ABHD17Aa numeric vector
ABHD17Ba numeric vector
ABHD17Ca numeric vector
ABHD18a numeric vector
ABHD2a numeric vector
ABHD3a numeric vector
ABHD4a numeric vector
ABHD5a numeric vector
ABHD6a numeric vector
ABHD8a numeric vector
ABI1a numeric vector
ABI2a numeric vector
ABI3a numeric vector
ABI3BPa numeric vector
ABITRAMa numeric vector
ABL1a numeric vector
ABL2a numeric vector
ABLIM1a numeric vector
ABLIM2a numeric vector
ABLIM3a numeric vector
ABOa numeric vector
ABRa numeric vector
ABRAa numeric vector
ABRACLa numeric vector
ABRAXAS1a numeric vector
ABRAXAS2a numeric vector
ABT1a numeric vector
ABTB1a numeric vector
ABTB2a numeric vector
AC000093.1a numeric vector
AC000120.2a numeric vector
AC000120.3a numeric vector
AC001226.2a numeric vector
AC002094.3a numeric vector
AC002310.4a numeric vector
AC002456.2a numeric vector
AC002985.1a numeric vector
AC002996.1a numeric vector
AC003002.1a numeric vector
AC003002.2a numeric vector
AC003002.3a numeric vector
AC003005.1a numeric vector
AC003006.1a numeric vector
AC003688.1a numeric vector
AC004076.1a numeric vector
AC004080.3a numeric vector
AC004223.3a numeric vector
AC004233.4a numeric vector
AC004593.2a numeric vector
AC004687.2a numeric vector
AC004691.2a numeric vector
AC004706.3a numeric vector
AC004805.1a numeric vector
AC004832.3a numeric vector
AC004922.1a numeric vector
AC004997.1a numeric vector
AC005020.2a numeric vector
AC005041.1a numeric vector
AC005154.5a numeric vector
AC005192.1a numeric vector
AC005258.1a numeric vector
AC005324.2a numeric vector
AC005324.3a numeric vector
AC005520.1a numeric vector
AC005551.1a numeric vector
AC005670.2a numeric vector
AC005697.1a numeric vector
AC005702.1a numeric vector
AC005726.1a numeric vector
AC005832.4a numeric vector
AC005833.1a numeric vector
AC005837.2a numeric vector
AC005943.1a numeric vector
AC006030.1a numeric vector
AC006059.2a numeric vector
AC006064.6a numeric vector
AC006254.1a numeric vector
AC006486.1a numeric vector
AC006486.3a numeric vector
AC006538.2a numeric vector
AC006978.2a numeric vector
AC007040.2a numeric vector
AC007192.1a numeric vector
AC007326.4a numeric vector
AC007375.2a numeric vector
AC007731.4a numeric vector
AC007846.2a numeric vector
AC007906.2a numeric vector
AC007998.2a numeric vector
AC008012.1a numeric vector
AC008073.3a numeric vector
AC008162.2a numeric vector
AC008397.1a numeric vector
AC008397.2a numeric vector
AC008403.1a numeric vector
AC008481.3a numeric vector
AC008537.1a numeric vector
AC008575.1a numeric vector
AC008581.2a numeric vector
AC008676.3a numeric vector
AC008687.1a numeric vector
AC008687.4a numeric vector
AC008687.8a numeric vector
AC008695.1a numeric vector
AC008750.7a numeric vector
AC008758.1a numeric vector
AC008758.5a numeric vector
AC008758.6a numeric vector
AC008763.2a numeric vector
AC008763.3a numeric vector
AC008763.4a numeric vector
AC008764.1a numeric vector
AC008764.4a numeric vector
AC008770.1a numeric vector
AC008770.2a numeric vector
AC008770.4a numeric vector
AC008878.1a numeric vector
AC008878.2a numeric vector
AC008878.3a numeric vector
AC008982.1a numeric vector
AC009070.1a numeric vector
AC009133.6a numeric vector
AC009163.3a numeric vector
AC009163.5a numeric vector
AC009412.1a numeric vector
AC009690.1a numeric vector
AC009690.3a numeric vector
AC009779.3a numeric vector
AC009879.2a numeric vector
AC009879.3a numeric vector
AC010132.3a numeric vector
AC010197.2a numeric vector
AC010255.2a numeric vector
AC010319.2a numeric vector
AC010323.1a numeric vector
AC010325.1a numeric vector
AC010326.2a numeric vector
AC010327.2a numeric vector
AC010422.3a numeric vector
AC010422.5a numeric vector
AC010422.6a numeric vector
AC010422.8a numeric vector
AC010463.1a numeric vector
AC010522.1a numeric vector
AC010531.1a numeric vector
AC010542.3a numeric vector
AC010547.4a numeric vector
AC010615.4a numeric vector
AC010616.1a numeric vector
AC010619.1a numeric vector
AC010646.1a numeric vector
AC010973.3a numeric vector
AC010980.1a numeric vector
AC011005.1a numeric vector
AC011330.3a numeric vector
AC011448.1a numeric vector
AC011452.1a numeric vector
AC011455.2a numeric vector
AC011462.1a numeric vector
AC011473.4a numeric vector
AC011479.1a numeric vector
AC011498.4a numeric vector
AC011499.1a numeric vector
AC011511.1a numeric vector
AC011511.4a numeric vector
AC011530.1a numeric vector
AC012184.2a numeric vector
AC012213.5a numeric vector
AC012254.2a numeric vector
AC012309.1a numeric vector
AC012488.2a numeric vector
AC012531.3a numeric vector
AC012651.1a numeric vector
AC013271.1a numeric vector
AC013394.1a numeric vector
AC013470.2a numeric vector
AC013477.1a numeric vector
AC013489.1a numeric vector
AC013717.1a numeric vector
AC015688.4a numeric vector
AC015802.6a numeric vector
AC015813.2a numeric vector
AC017083.3a numeric vector
AC018362.3a numeric vector
AC018512.1a numeric vector
AC018523.2a numeric vector
AC018630.4a numeric vector
AC018709.1a numeric vector
AC018755.2a numeric vector
AC018809.3a numeric vector
AC019117.3a numeric vector
AC019257.8a numeric vector
AC020636.2a numeric vector
AC020765.6a numeric vector
AC020907.6a numeric vector
AC020909.1a numeric vector
AC020915.4a numeric vector
AC020922.1a numeric vector
AC021072.1a numeric vector
AC021087.5a numeric vector
AC021660.3a numeric vector
AC022335.1a numeric vector
AC022384.1a numeric vector
AC022400.5a numeric vector
AC022414.1a numeric vector
AC022415.2a numeric vector
AC022506.1a numeric vector
AC022826.2a numeric vector
AC023055.1a numeric vector
AC024592.3a numeric vector
AC024598.1a numeric vector
AC025165.3a numeric vector
AC025165.6a numeric vector
AC025263.2a numeric vector
AC025283.2a numeric vector
AC025287.4a numeric vector
AC026316.4a numeric vector
AC026464.1a numeric vector
AC026464.3a numeric vector
AC026464.4a numeric vector
AC026464.6a numeric vector
AC026786.1a numeric vector
AC026954.2a numeric vector
AC027644.4a numeric vector
AC027796.3a numeric vector
AC034102.2a numeric vector
AC034228.3a numeric vector
AC036214.3a numeric vector
AC037459.1a numeric vector
AC040162.1a numeric vector
AC046185.1a numeric vector
AC048338.1a numeric vector
AC048338.2a numeric vector
AC053503.6a numeric vector
AC055811.2a numeric vector
AC055839.2a numeric vector
AC058822.1a numeric vector
AC063943.2a numeric vector
AC067968.1a numeric vector
AC068234.1a numeric vector
AC068533.4a numeric vector
AC068547.1a numeric vector
AC068580.4a numeric vector
AC068631.2a numeric vector
AC068775.1a numeric vector
AC068831.6a numeric vector
AC068870.4a numeric vector
AC068896.1a numeric vector
AC068946.1a numeric vector
AC068946.2a numeric vector
AC069257.3a numeric vector
AC069288.1a numeric vector
AC069368.1a numeric vector
AC069444.2a numeric vector
AC069503.2a numeric vector
AC069544.2a numeric vector
AC072022.2a numeric vector
AC073082.1a numeric vector
AC073111.3a numeric vector
AC073283.3a numeric vector
AC073508.2a numeric vector
AC073585.1a numeric vector
AC073610.2a numeric vector
AC073612.1a numeric vector
AC073896.1a numeric vector
AC074143.1a numeric vector
AC078815.1a numeric vector
AC078927.1a numeric vector
AC079447.1a numeric vector
AC079594.1a numeric vector
AC079741.2a numeric vector
AC083800.1a numeric vector
AC083977.1a numeric vector
AC084337.2a numeric vector
AC084756.2a numeric vector
AC087289.3a numeric vector
AC087632.2a numeric vector
AC087721.2a numeric vector
AC090004.1a numeric vector
AC090227.2a numeric vector
AC090360.1a numeric vector
AC090517.4a numeric vector
AC090527.2a numeric vector
AC091057.5a numeric vector
AC091167.2a numeric vector
AC091167.6a numeric vector
AC091167.7a numeric vector
AC091551.1a numeric vector
AC091959.1a numeric vector
AC092017.2a numeric vector
AC092042.3a numeric vector
AC092073.1a numeric vector
AC092111.3a numeric vector
AC092143.1a numeric vector
AC092329.3a numeric vector
AC092442.1a numeric vector
AC092587.1a numeric vector
AC092647.5a numeric vector
AC092718.3a numeric vector
AC092718.8a numeric vector
AC092835.1a numeric vector
AC093155.3a numeric vector
AC093227.2a numeric vector
AC093246.1a numeric vector
AC093323.1a numeric vector
AC093423.3a numeric vector
AC093512.2a numeric vector
AC093525.1a numeric vector
AC093525.2a numeric vector
AC093668.1a numeric vector
AC093827.5a numeric vector
AC093884.1a numeric vector
AC093899.2a numeric vector
AC096887.1a numeric vector
AC097104.1a numeric vector
AC097625.1a numeric vector
AC097634.4a numeric vector
AC097636.1a numeric vector
AC097637.1a numeric vector
AC098484.3a numeric vector
AC098582.1a numeric vector
AC098588.2a numeric vector
AC098650.1a numeric vector
AC098850.3a numeric vector
AC099489.1a numeric vector
AC099569.1a numeric vector
AC099811.2a numeric vector
AC099850.2a numeric vector
AC100868.1a numeric vector
AC104109.3a numeric vector
AC104304.2a numeric vector
AC104389.5a numeric vector
AC104389.6a numeric vector
AC104452.1a numeric vector
AC104472.3a numeric vector
AC104532.1a numeric vector
AC104581.2a numeric vector
AC105001.2a numeric vector
AC105052.1a numeric vector
AC105052.3a numeric vector
AC106741.1a numeric vector
AC106873.8a numeric vector
AC106886.5a numeric vector
AC107871.1a numeric vector
AC107959.5a numeric vector
AC108488.2a numeric vector
AC108941.3a numeric vector
AC109583.1a numeric vector
AC110275.1a numeric vector
AC112128.1a numeric vector
AC112229.3a numeric vector
AC112504.2a numeric vector
AC113189.12a numeric vector
AC113348.1a numeric vector
AC113348.2a numeric vector
AC113554.1a numeric vector
AC114402.2a numeric vector
AC114490.2a numeric vector
AC114490.3a numeric vector
AC114982.2a numeric vector
AC116366.2a numeric vector
AC117378.1a numeric vector
AC117457.1a numeric vector
AC118470.1a numeric vector
AC118553.2a numeric vector
AC119396.1a numeric vector
AC119674.2a numeric vector
AC119676.1a numeric vector
AC119733.1a numeric vector
AC120057.2a numeric vector
AC120114.4a numeric vector
AC124312.1a numeric vector
AC126283.2a numeric vector
AC127029.3a numeric vector
AC129492.3a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC134669.1a numeric vector
AC134980.2a numeric vector
AC135050.2a numeric vector
AC135068.1a numeric vector
AC135068.4a numeric vector
AC135178.3a numeric vector
AC136428.1a numeric vector
AC137834.1a numeric vector
AC138647.1a numeric vector
AC138696.1a numeric vector
AC138811.2a numeric vector
AC138894.1a numeric vector
AC138969.1a numeric vector
AC139491.7a numeric vector
AC139530.2a numeric vector
AC140504.1a numeric vector
AC142391.1a numeric vector
AC144573.1a numeric vector
AC231656.1a numeric vector
AC231657.3a numeric vector
AC233723.1a numeric vector
AC233992.2a numeric vector
AC235565.2a numeric vector
AC236972.4a numeric vector
AC242628.1a numeric vector
AC242842.3a numeric vector
AC243547.3a numeric vector
AC243967.1a numeric vector
AC244197.3a numeric vector
AC244517.10a numeric vector
AC245033.1a numeric vector
AC245748.1a numeric vector
AC253536.7a numeric vector
ACAA1a numeric vector
ACAA2a numeric vector
ACACAa numeric vector
ACACBa numeric vector
ACAD10a numeric vector
ACAD11a numeric vector
ACAD8a numeric vector
ACAD9a numeric vector
ACADLa numeric vector
ACADMa numeric vector
ACADSa numeric vector
ACADSBa numeric vector
ACADVLa numeric vector
ACANa numeric vector
ACAP1a numeric vector
ACAP2a numeric vector
ACAP3a numeric vector
ACAT1a numeric vector
ACAT2a numeric vector
ACBD3a numeric vector
ACBD4a numeric vector
ACBD5a numeric vector
ACBD6a numeric vector
ACBD7a numeric vector
ACCSa numeric vector
ACCSLa numeric vector
ACDa numeric vector
ACEa numeric vector
ACE2a numeric vector
ACER1a numeric vector
ACER2a numeric vector
ACER3a numeric vector
ACHEa numeric vector
ACIN1a numeric vector
ACKR1a numeric vector
ACKR2a numeric vector
ACKR3a numeric vector
ACKR4a numeric vector
ACLYa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACOD1a numeric vector
ACOT1a numeric vector
ACOT11a numeric vector
ACOT12a numeric vector
ACOT13a numeric vector
ACOT2a numeric vector
ACOT4a numeric vector
ACOT6a numeric vector
ACOT7a numeric vector
ACOT8a numeric vector
ACOT9a numeric vector
ACOX1a numeric vector
ACOX2a numeric vector
ACOX3a numeric vector
ACOXLa numeric vector
ACP1a numeric vector
ACP2a numeric vector
ACP3a numeric vector
ACP4a numeric vector
ACP5a numeric vector
ACP6a numeric vector
ACP7a numeric vector
ACRa numeric vector
ACRBPa numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSBG2a numeric vector
ACSF2a numeric vector
ACSF3a numeric vector
ACSL1a numeric vector
ACSL3a numeric vector
ACSL4a numeric vector
ACSL5a numeric vector
ACSL6a numeric vector
ACSM1a numeric vector
ACSM2Aa numeric vector
ACSM2Ba numeric vector
ACSM3a numeric vector
ACSM4a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACSS1a numeric vector
ACSS2a numeric vector
ACSS3a numeric vector
ACTA1a numeric vector
ACTA2a numeric vector
ACTBa numeric vector
ACTBL2a numeric vector
ACTC1a numeric vector
ACTG1a numeric vector
ACTG2a numeric vector
ACTL10a numeric vector
ACTL6Aa numeric vector
ACTL6Ba numeric vector
ACTL7Aa numeric vector
ACTL7Ba numeric vector
ACTL8a numeric vector
ACTL9a numeric vector
ACTN1a numeric vector
ACTN2a numeric vector
ACTN3a numeric vector
ACTN4a numeric vector
ACTR10a numeric vector
ACTR1Aa numeric vector
ACTR1Ba numeric vector
ACTR2a numeric vector
ACTR3a numeric vector
ACTR3Ba numeric vector
ACTR3Ca numeric vector
ACTR5a numeric vector
ACTR6a numeric vector
ACTR8a numeric vector
ACTRT1a numeric vector
ACTRT2a numeric vector
ACTRT3a numeric vector
ACVR1a numeric vector
ACVR1Ba numeric vector
ACVR1Ca numeric vector
ACVR2Aa numeric vector
ACVR2Ba numeric vector
ACVRL1a numeric vector
ACY1a numeric vector
ACY3a numeric vector
ACYP1a numeric vector
ACYP2a numeric vector
AD000671.1a numeric vector
AD000671.2a numeric vector
ADAa numeric vector
ADA2a numeric vector
ADAD1a numeric vector
ADAD2a numeric vector
ADALa numeric vector
ADAM10a numeric vector
ADAM11a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM17a numeric vector
ADAM18a numeric vector
ADAM19a numeric vector
ADAM2a numeric vector
ADAM20a numeric vector
ADAM21a numeric vector
ADAM22a numeric vector
ADAM23a numeric vector
ADAM28a numeric vector
ADAM29a numeric vector
ADAM30a numeric vector
ADAM32a numeric vector
ADAM33a numeric vector
ADAM7a numeric vector
ADAM8a numeric vector
ADAM9a numeric vector
ADAMDEC1a numeric vector
ADAMTS1a numeric vector
ADAMTS10a numeric vector
ADAMTS12a numeric vector
ADAMTS13a numeric vector
ADAMTS14a numeric vector
ADAMTS15a numeric vector
ADAMTS16a numeric vector
ADAMTS17a numeric vector
ADAMTS18a numeric vector
ADAMTS19a numeric vector
ADAMTS2a numeric vector
ADAMTS20a numeric vector
ADAMTS3a numeric vector
ADAMTS4a numeric vector
ADAMTS5a numeric vector
ADAMTS6a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADAMTS9a numeric vector
ADAMTSL1a numeric vector
ADAMTSL2a numeric vector
ADAMTSL3a numeric vector
ADAMTSL4a numeric vector
ADAMTSL5a numeric vector
ADAP1a numeric vector
ADAP2a numeric vector
ADARa numeric vector
ADARB1a numeric vector
ADARB2a numeric vector
ADAT1a numeric vector
ADAT2a numeric vector
ADAT3a numeric vector
ADCK1a numeric vector
ADCK2a numeric vector
ADCK5a numeric vector
ADCY1a numeric vector
ADCY10a numeric vector
ADCY2a numeric vector
ADCY3a numeric vector
ADCY4a numeric vector
ADCY5a numeric vector
ADCY6a numeric vector
ADCY7a numeric vector
ADCY8a numeric vector
ADCY9a numeric vector
ADCYAP1a numeric vector
ADCYAP1R1a numeric vector
ADD1a numeric vector
ADD2a numeric vector
ADD3a numeric vector
ADGBa numeric vector
ADGRA1a numeric vector
ADGRA2a numeric vector
ADGRA3a numeric vector
ADGRB1a numeric vector
ADGRB2a numeric vector
ADGRB3a numeric vector
ADGRD1a numeric vector
ADGRD2a numeric vector
ADGRE1a numeric vector
ADGRE2a numeric vector
ADGRE3a numeric vector
ADGRE5a numeric vector
ADGRF1a numeric vector
ADGRF2a numeric vector
ADGRF3a numeric vector
ADGRF4a numeric vector
ADGRF5a numeric vector
ADGRG1a numeric vector
ADGRG2a numeric vector
ADGRG3a numeric vector
ADGRG4a numeric vector
ADGRG5a numeric vector
ADGRG6a numeric vector
ADGRG7a numeric vector
ADGRL1a numeric vector
ADGRL2a numeric vector
ADGRL3a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH1Aa numeric vector
ADH1Ba numeric vector
ADH1Ca numeric vector
ADH4a numeric vector
ADH5a numeric vector
ADH6a numeric vector
ADH7a numeric vector
ADHFE1a numeric vector
ADI1a numeric vector
ADIGa numeric vector
ADIPOQa numeric vector
ADIPOR1a numeric vector
ADIPOR2a numeric vector
ADIRFa numeric vector
ADKa numeric vector
ADMa numeric vector
ADM2a numeric vector
ADM5a numeric vector
ADNPa numeric vector
ADNP2a numeric vector
ADOa numeric vector
ADORA1a numeric vector
ADORA2Aa numeric vector
ADORA2Ba numeric vector
ADORA3a numeric vector
ADPGKa numeric vector
ADPRHa numeric vector
ADPRHL1a numeric vector
ADPRMa numeric vector
ADPRSa numeric vector
ADRA1Aa numeric vector
ADRA1Ba numeric vector
ADRA1Da numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
ADRA2Ca numeric vector
ADRB1a numeric vector
ADRB2a numeric vector
ADRB3a numeric vector
ADRM1a numeric vector
ADSLa numeric vector
ADSS1a numeric vector
ADSS2a numeric vector
ADTRPa numeric vector
AEBP1a numeric vector
AEBP2a numeric vector
AENa numeric vector
AF196969.1a numeric vector
AF241726.1a numeric vector
AFAP1a numeric vector
AFAP1L1a numeric vector
AFAP1L2a numeric vector
AFDNa numeric vector
AFF1a numeric vector
AFF2a numeric vector
AFF3a numeric vector
AFF4a numeric vector
AFG1La numeric vector
AFG3L2a numeric vector
AFMa numeric vector
AFMIDa numeric vector
AFPa numeric vector
AFTPHa numeric vector
AGAa numeric vector
AGAP1a numeric vector
AGAP2a numeric vector
AGAP3a numeric vector
AGAP4a numeric vector
AGAP5a numeric vector
AGAP6a numeric vector
AGAP9a numeric vector
AGBL1a numeric vector
AGBL2a numeric vector
AGBL3a numeric vector
AGBL4a numeric vector
AGBL5a numeric vector
AGERa numeric vector
AGFG1a numeric vector
AGFG2a numeric vector
AGGF1a numeric vector
AGKa numeric vector
AGLa numeric vector
AGMATa numeric vector
AGMOa numeric vector
AGO1a numeric vector
AGO2a numeric vector
AGO3a numeric vector
AGO4a numeric vector
AGPAT1a numeric vector
AGPAT2a numeric vector
AGPAT3a numeric vector
AGPAT4a numeric vector
AGPAT5a numeric vector
AGPSa numeric vector
AGR2a numeric vector
AGR3a numeric vector
AGRNa numeric vector
AGRPa numeric vector
AGTa numeric vector
AGTPBP1a numeric vector
AGTR1a numeric vector
AGTR2a numeric vector
AGTRAPa numeric vector
AGXTa numeric vector
AGXT2a numeric vector
AHCTF1a numeric vector
AHCYa numeric vector
AHCYL1a numeric vector
AHCYL2a numeric vector
AHDC1a numeric vector
AHI1a numeric vector
AHNAKa numeric vector
AHNAK2a numeric vector
AHRa numeric vector
AHRRa numeric vector
AHSA1a numeric vector
AHSGa numeric vector
AHSPa numeric vector
AICDAa numeric vector
AIDAa numeric vector
AIDAP1a numeric vector
AIDAP2a numeric vector
AIDAP3a numeric vector
AIF1a numeric vector
AIF1La numeric vector
AIFM1a numeric vector
AIFM2a numeric vector
AIFM3a numeric vector
AIG1a numeric vector
AIM2a numeric vector
AIMP1a numeric vector
AIMP2a numeric vector
AIPa numeric vector
AIPL1a numeric vector
AIREa numeric vector
AJAP1a numeric vector
AJM1a numeric vector
AJUBAa numeric vector
AK1a numeric vector
AK2a numeric vector
AK3a numeric vector
AK4a numeric vector
AK5a numeric vector
AK6a numeric vector
AK7a numeric vector
AK8a numeric vector
AK9a numeric vector
AKAIN1a numeric vector
AKAP1a numeric vector
AKAP10a numeric vector
AKAP11a numeric vector
AKAP12a numeric vector
AKAP13a numeric vector
AKAP14a numeric vector
AKAP17Aa numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP5a numeric vector
AKAP6a numeric vector
AKAP7a numeric vector
AKAP8a numeric vector
AKAP8La numeric vector
AKAP9a numeric vector
AKIP1a numeric vector
AKIRIN1a numeric vector
AKIRIN2a numeric vector
AKNAa numeric vector
AKNAD1a numeric vector
AKR1A1a numeric vector
AKR1B1a numeric vector
AKR1B10a numeric vector
AKR1B15a numeric vector
AKR1C1a numeric vector
AKR1C2a numeric vector
AKR1C3a numeric vector
AKR1C4a numeric vector
AKR1C8Pa numeric vector
AKR1D1a numeric vector
AKR1E2a numeric vector
AKR7A2a numeric vector
AKR7A3a numeric vector
AKT1a numeric vector
AKT1S1a numeric vector
AKT2a numeric vector
AKT3a numeric vector
AKTIPa numeric vector
AL020996.2a numeric vector
AL021546.1a numeric vector
AL021997.2a numeric vector
AL022238.3a numeric vector
AL022312.1a numeric vector
AL022318.4a numeric vector
AL024498.2a numeric vector
AL031178.1a numeric vector
AL031178.2a numeric vector
AL031315.1a numeric vector
AL031681.2a numeric vector
AL031708.1a numeric vector
AL031777.2a numeric vector
AL031847.1a numeric vector
AL033529.1a numeric vector
AL034430.1a numeric vector
AL034430.2a numeric vector
AL035078.4a numeric vector
AL035425.2a numeric vector
AL035460.1a numeric vector
AL035461.3a numeric vector
AL035699.1a numeric vector
AL049569.3a numeric vector
AL049629.2a numeric vector
AL049634.2a numeric vector
AL049650.1a numeric vector
AL049697.1a numeric vector
AL049779.1a numeric vector
AL049839.2a numeric vector
AL049844.1a numeric vector
AL049844.3a numeric vector
AL096711.2a numeric vector
AL096814.1a numeric vector
AL096814.2a numeric vector
AL109811.3a numeric vector
AL109827.1a numeric vector
AL110118.1a numeric vector
AL117339.4a numeric vector
AL117348.2a numeric vector
AL121594.1a numeric vector
AL121753.1a numeric vector
AL121758.1a numeric vector
AL121845.2a numeric vector
AL121845.3a numeric vector
AL121899.2a numeric vector
AL121900.1a numeric vector
AL132671.2a numeric vector
AL132780.3a numeric vector
AL133352.1a numeric vector
AL133353.2a numeric vector
AL133410.3a numeric vector
AL133500.1a numeric vector
AL135905.2a numeric vector
AL136295.1a numeric vector
AL136295.3a numeric vector
AL136295.4a numeric vector
AL136295.5a numeric vector
AL136531.2a numeric vector
AL138752.2a numeric vector
AL139011.2a numeric vector
AL139142.2a numeric vector
AL139260.3a numeric vector
AL139300.1a numeric vector
AL139353.1a numeric vector
AL157392.5a numeric vector
AL157935.2a numeric vector
AL158151.3a numeric vector
AL159163.1a numeric vector
AL160269.1a numeric vector
AL160272.2a numeric vector
AL162231.1a numeric vector
AL162231.3a numeric vector
AL162377.3a numeric vector
AL162417.1a numeric vector
AL162596.1a numeric vector
AL163195.3a numeric vector
AL163636.1a numeric vector
AL353572.3a numeric vector
AL353579.1a numeric vector
AL353588.1a numeric vector
AL354761.1a numeric vector
AL355102.2a numeric vector
AL355312.5a numeric vector
AL355315.1a numeric vector
AL355385.2a numeric vector
AL355916.3a numeric vector
AL355987.1a numeric vector
AL355987.3a numeric vector
AL357075.4a numeric vector
AL357556.3a numeric vector
AL357673.1a numeric vector
AL358113.1a numeric vector
AL358472.6a numeric vector
AL358472.7a numeric vector
AL359092.3a numeric vector
AL359736.1a numeric vector
AL359922.1a numeric vector
AL360181.3a numeric vector
AL365205.1a numeric vector
AL365214.2a numeric vector
AL365232.1a numeric vector
AL365273.2a numeric vector
AL391628.1a numeric vector
AL391650.1a numeric vector
AL391987.1a numeric vector
AL391987.2a numeric vector
AL441992.2a numeric vector
AL445238.1a numeric vector
AL445423.3a numeric vector
AL445524.2a numeric vector
AL445685.3a numeric vector
AL445989.1a numeric vector
AL451007.3a numeric vector
AL451062.2a numeric vector
AL451106.1a numeric vector
AL451136.1a numeric vector
AL512428.1a numeric vector
AL512506.3a numeric vector
AL512785.2a numeric vector
AL513165.2a numeric vector
AL583836.1a numeric vector
AL589666.1a numeric vector
AL590132.1a numeric vector
AL590560.2a numeric vector
AL590764.2a numeric vector
AL591806.2a numeric vector
AL592490.1a numeric vector
AL603764.2a numeric vector
AL603832.3a numeric vector
AL627230.1a numeric vector
AL627230.3a numeric vector
AL645922.1a numeric vector
AL645941.2a numeric vector
AL662884.4a numeric vector
AL662899.1a numeric vector
AL662899.2a numeric vector
AL669918.1a numeric vector
AL672142.1a numeric vector
AL691442.1a numeric vector
AL713999.2a numeric vector
AL772284.1a numeric vector
AL807752.6a numeric vector
AL807752.7a numeric vector
AL845331.1a numeric vector
AL928654.3a numeric vector
AL929554.1a numeric vector
ALADa numeric vector
ALAS1a numeric vector
ALAS2a numeric vector
ALBa numeric vector
ALCAMa numeric vector
ALDH16A1a numeric vector
ALDH18A1a numeric vector
ALDH1A1a numeric vector
ALDH1A2a numeric vector
ALDH1A3a numeric vector
ALDH1B1a numeric vector
ALDH1L1a numeric vector
ALDH1L2a numeric vector
ALDH2a numeric vector
ALDH3A1a numeric vector
ALDH3A2a numeric vector
ALDH3B1a numeric vector
ALDH3B2a numeric vector
ALDH4A1a numeric vector
ALDH5A1a numeric vector
ALDH6A1a numeric vector
ALDH7A1a numeric vector
ALDH8A1a numeric vector
ALDH9A1a numeric vector
ALDOAa numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG1a numeric vector
ALG10a numeric vector
ALG10Ba numeric vector
ALG11a numeric vector
ALG12a numeric vector
ALG13a numeric vector
ALG14a numeric vector
ALG1La numeric vector
ALG1L2a numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG5a numeric vector
ALG6a numeric vector
ALG8a numeric vector
ALG9a numeric vector
ALKa numeric vector
ALKAL1a numeric vector
ALKAL2a numeric vector
ALKBH1a numeric vector
ALKBH2a numeric vector
ALKBH3a numeric vector
ALKBH4a numeric vector
ALKBH5a numeric vector
ALKBH6a numeric vector
ALKBH7a numeric vector
ALKBH8a numeric vector
ALLCa numeric vector
ALMS1a numeric vector
ALOX12a numeric vector
ALOX12Ba numeric vector
ALOX15a numeric vector
ALOX15Ba numeric vector
ALOX5a numeric vector
ALOX5APa numeric vector
ALOXE3a numeric vector
ALPGa numeric vector
ALPIa numeric vector
ALPK1a numeric vector
ALPK2a numeric vector
ALPK3a numeric vector
ALPLa numeric vector
ALPPa numeric vector
ALS2a numeric vector
ALS2CLa numeric vector
ALX1a numeric vector
ALX3a numeric vector
ALX4a numeric vector
ALYREFa numeric vector
AMACRa numeric vector
AMBNa numeric vector
AMBPa numeric vector
AMBRA1a numeric vector
AMD1a numeric vector
AMDHD1a numeric vector
AMDHD2a numeric vector
AMELXa numeric vector
AMELYa numeric vector
AMER1a numeric vector
AMER2a numeric vector
AMER3a numeric vector
AMFRa numeric vector
AMHa numeric vector
AMHR2a numeric vector
AMIGO1a numeric vector
AMIGO2a numeric vector
AMIGO3a numeric vector
AMMECR1a numeric vector
AMMECR1La numeric vector
AMNa numeric vector
AMN1a numeric vector
AMOTa numeric vector
AMOTL1a numeric vector
AMOTL2a numeric vector
AMPD1a numeric vector
AMPD2a numeric vector
AMPD3a numeric vector
AMPHa numeric vector
AMTa numeric vector
AMTNa numeric vector
AMY1Aa numeric vector
AMY1Ba numeric vector
AMY1Ca numeric vector
AMY2Aa numeric vector
AMY2Ba numeric vector
AMZ1a numeric vector
AMZ2a numeric vector
ANAPC1a numeric vector
ANAPC10a numeric vector
ANAPC11a numeric vector
ANAPC13a numeric vector
ANAPC15a numeric vector
ANAPC16a numeric vector
ANAPC2a numeric vector
ANAPC4a numeric vector
ANAPC5a numeric vector
ANAPC7a numeric vector
ANGa numeric vector
ANGEL1a numeric vector
ANGEL2a numeric vector
ANGPT1a numeric vector
ANGPT2a numeric vector
ANGPT4a numeric vector
ANGPTL1a numeric vector
ANGPTL2a numeric vector
ANGPTL3a numeric vector
ANGPTL4a numeric vector
ANGPTL5a numeric vector
ANGPTL6a numeric vector
ANGPTL7a numeric vector
ANGPTL8a numeric vector
ANHXa numeric vector
ANK1a numeric vector
ANK2a numeric vector
ANK3a numeric vector
ANKARa numeric vector
ANKDD1Aa numeric vector
ANKDD1Ba numeric vector
ANKEF1a numeric vector
ANKFN1a numeric vector
ANKFY1a numeric vector
ANKHa numeric vector
ANKHD1a numeric vector
ANKHD1.EIF4EBP3a numeric vector
ANKIB1a numeric vector
ANKK1a numeric vector
ANKLE1a numeric vector
ANKLE2a numeric vector
ANKMY1a numeric vector
ANKMY2a numeric vector
ANKRA2a numeric vector
ANKRD1a numeric vector
ANKRD10a numeric vector
ANKRD11a numeric vector
ANKRD12a numeric vector
ANKRD13Aa numeric vector
ANKRD13Ba numeric vector
ANKRD13Ca numeric vector
ANKRD13Da numeric vector
ANKRD16a numeric vector
ANKRD17a numeric vector
ANKRD18Aa numeric vector
ANKRD18Ba numeric vector
ANKRD2a numeric vector
ANKRD20A1a numeric vector
ANKRD20A2Pa numeric vector
ANKRD20A3Pa numeric vector
ANKRD20A4Pa numeric vector
ANKRD22a numeric vector
ANKRD23a numeric vector
ANKRD24a numeric vector
ANKRD26a numeric vector
ANKRD27a numeric vector
ANKRD28a numeric vector
ANKRD29a numeric vector
ANKRD30Aa numeric vector
ANKRD30Ba numeric vector
ANKRD30BLa numeric vector
ANKRD31a numeric vector
ANKRD33a numeric vector
ANKRD33Ba numeric vector
ANKRD34Aa numeric vector
ANKRD34Ba numeric vector
ANKRD34Ca numeric vector
ANKRD35a numeric vector
ANKRD36a numeric vector
ANKRD36Ba numeric vector
ANKRD36Ca numeric vector
ANKRD37a numeric vector
ANKRD39a numeric vector
ANKRD40a numeric vector
ANKRD40CLa numeric vector
ANKRD42a numeric vector
ANKRD44a numeric vector
ANKRD45a numeric vector
ANKRD46a numeric vector
ANKRD49a numeric vector
ANKRD50a numeric vector
ANKRD52a numeric vector
ANKRD53a numeric vector
ANKRD54a numeric vector
ANKRD55a numeric vector
ANKRD6a numeric vector
ANKRD60a numeric vector
ANKRD61a numeric vector
ANKRD62a numeric vector
ANKRD63a numeric vector
ANKRD65a numeric vector
ANKRD66a numeric vector
ANKRD7a numeric vector
ANKRD9a numeric vector
ANKS1Aa numeric vector
ANKS1Ba numeric vector
ANKS3a numeric vector
ANKS4Ba numeric vector
ANKS6a numeric vector
ANKUB1a numeric vector
ANKZF1a numeric vector
ANLNa numeric vector
ANO1a numeric vector
ANO10a numeric vector
ANO2a numeric vector
ANO3a numeric vector
ANO4a numeric vector
ANO5a numeric vector
ANO6a numeric vector
ANO7a numeric vector
ANO8a numeric vector
ANO9a numeric vector
ANOS1a numeric vector
ANP32Aa numeric vector
ANP32Ba numeric vector
ANP32Da numeric vector
ANP32Ea numeric vector
ANPEPa numeric vector
ANTKMTa numeric vector
ANTXR1a numeric vector
ANTXR2a numeric vector
ANTXRLa numeric vector
ANXA1a numeric vector
ANXA10a numeric vector
ANXA11a numeric vector
ANXA13a numeric vector
ANXA2a numeric vector
ANXA2Ra numeric vector
ANXA3a numeric vector
ANXA4a numeric vector
ANXA5a numeric vector
ANXA6a numeric vector
ANXA7a numeric vector
ANXA8a numeric vector
ANXA8L1a numeric vector
ANXA9a numeric vector
AOAHa numeric vector
AOC1a numeric vector
AOC2a numeric vector
AOC3a numeric vector
AOPEPa numeric vector
AOX1a numeric vector
AP000295.1a numeric vector
AP000311.1a numeric vector
AP000350.4a numeric vector
AP000356.5a numeric vector
AP000471.1a numeric vector
AP000721.1a numeric vector
AP000781.2a numeric vector
AP000812.3a numeric vector
AP000812.4a numeric vector
AP000944.5a numeric vector
AP001054.1a numeric vector
AP001267.5a numeric vector
AP001273.2a numeric vector
AP001453.3a numeric vector
AP001458.2a numeric vector
AP001781.2a numeric vector
AP001931.1a numeric vector
AP001931.2a numeric vector
AP002373.1a numeric vector
AP002495.1a numeric vector
AP002512.3a numeric vector
AP002748.5a numeric vector
AP002884.2a numeric vector
AP002990.1a numeric vector
AP003071.5a numeric vector
AP003108.2a numeric vector
AP003419.1a numeric vector
AP006621.6a numeric vector
AP1ARa numeric vector
AP1B1a numeric vector
AP1G1a numeric vector
AP1G2a numeric vector
AP1M1a numeric vector
AP1M2a numeric vector
AP1S1a numeric vector
AP1S2a numeric vector
AP1S3a numeric vector
AP2A1a numeric vector
AP2A2a numeric vector
AP2B1a numeric vector
AP2M1a numeric vector
AP2S1a numeric vector
AP3B1a numeric vector
AP3B2a numeric vector
AP3D1a numeric vector
AP3M1a numeric vector
AP3M2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
AP4B1a numeric vector
AP4E1a numeric vector
AP4M1a numeric vector
AP4S1a numeric vector
AP5B1a numeric vector
AP5M1a numeric vector
AP5S1a numeric vector
AP5Z1a numeric vector
APAF1a numeric vector
APBA1a numeric vector
APBA2a numeric vector
APBA3a numeric vector
APBB1a numeric vector
APBB1IPa numeric vector
APBB2a numeric vector
APBB3a numeric vector
APCa numeric vector
APC2a numeric vector
APCDD1a numeric vector
APCDD1La numeric vector
APCSa numeric vector
APEHa numeric vector
APELAa numeric vector
APEX1a numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APH1Ba numeric vector
API5a numeric vector
APIPa numeric vector
APLFa numeric vector
APLNa numeric vector
APLNRa numeric vector
APLP1a numeric vector
APLP2a numeric vector
APMAPa numeric vector
APOA1a numeric vector
APOA2a numeric vector
APOA4a numeric vector
APOA5a numeric vector
APOBa numeric vector
APOBEC1a numeric vector
APOBEC2a numeric vector
APOBEC3Aa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ca numeric vector
APOBEC3Da numeric vector
APOBEC3Fa numeric vector
APOBEC3Ga numeric vector
APOBEC3Ha numeric vector
APOBEC4a numeric vector
APOBRa numeric vector
APOC1a numeric vector
APOC2a numeric vector
APOC3a numeric vector
APOC4a numeric vector
APOC4.APOC2a numeric vector
APODa numeric vector
APOEa numeric vector
APOFa numeric vector
APOHa numeric vector
APOL1a numeric vector
APOL2a numeric vector
APOL3a numeric vector
APOL4a numeric vector
APOL5a numeric vector
APOL6a numeric vector
APOLD1a numeric vector
APOMa numeric vector
APOOa numeric vector
APOOLa numeric vector
APPa numeric vector
APPBP2a numeric vector
APPL1a numeric vector
APPL2a numeric vector
APRTa numeric vector
APTXa numeric vector
AQP1a numeric vector
AQP10a numeric vector
AQP11a numeric vector
AQP12Aa numeric vector
AQP12Ba numeric vector
AQP2a numeric vector
AQP3a numeric vector
AQP4a numeric vector
AQP5a numeric vector
AQP6a numeric vector
AQP7a numeric vector
AQP8a numeric vector
AQP9a numeric vector
AQRa numeric vector
ARa numeric vector
ARAFa numeric vector
ARAP1a numeric vector
ARAP2a numeric vector
ARAP3a numeric vector
ARCa numeric vector
ARCN1a numeric vector
AREGa numeric vector
AREL1a numeric vector
ARF1a numeric vector
ARF3a numeric vector
ARF4a numeric vector
ARF5a numeric vector
ARF6a numeric vector
ARFGAP1a numeric vector
ARFGAP2a numeric vector
ARFGAP3a numeric vector
ARFGEF1a numeric vector
ARFGEF2a numeric vector
ARFGEF3a numeric vector
ARFIP1a numeric vector
ARFIP2a numeric vector
ARFRP1a numeric vector
ARG1a numeric vector
ARG2a numeric vector
ARGFXa numeric vector
ARGLU1a numeric vector
ARHGAP1a numeric vector
ARHGAP10a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGAP15a numeric vector
ARHGAP17a numeric vector
ARHGAP18a numeric vector
ARHGAP19a numeric vector
ARHGAP19.SLIT1a numeric vector
ARHGAP20a numeric vector
ARHGAP21a numeric vector
ARHGAP22a numeric vector
ARHGAP23a numeric vector
ARHGAP24a numeric vector
ARHGAP25a numeric vector
ARHGAP26a numeric vector
ARHGAP27a numeric vector
ARHGAP28a numeric vector
ARHGAP29a numeric vector
ARHGAP30a numeric vector
ARHGAP31a numeric vector
ARHGAP32a numeric vector
ARHGAP33a numeric vector
ARHGAP35a numeric vector
ARHGAP36a numeric vector
ARHGAP39a numeric vector
ARHGAP4a numeric vector
ARHGAP40a numeric vector
ARHGAP42a numeric vector
ARHGAP44a numeric vector
ARHGAP45a numeric vector
ARHGAP5a numeric vector
ARHGAP6a numeric vector
ARHGAP8a numeric vector
ARHGAP9a numeric vector
ARHGDIAa numeric vector
ARHGDIBa numeric vector
ARHGDIGa numeric vector
ARHGEF1a numeric vector
ARHGEF10a numeric vector
ARHGEF10La numeric vector
ARHGEF11a numeric vector
ARHGEF12a numeric vector
ARHGEF15a numeric vector
ARHGEF16a numeric vector
ARHGEF17a numeric vector
ARHGEF18a numeric vector
ARHGEF19a numeric vector
ARHGEF2a numeric vector
ARHGEF25a numeric vector
ARHGEF26a numeric vector
ARHGEF28a numeric vector
ARHGEF3a numeric vector
ARHGEF33a numeric vector
ARHGEF35a numeric vector
ARHGEF37a numeric vector
ARHGEF38a numeric vector
ARHGEF39a numeric vector
ARHGEF4a numeric vector
ARHGEF40a numeric vector
ARHGEF5a numeric vector
ARHGEF6a numeric vector
ARHGEF7a numeric vector
ARHGEF9a numeric vector
ARID1Aa numeric vector
ARID1Ba numeric vector
ARID2a numeric vector
ARID3Aa numeric vector
ARID3Ba numeric vector
ARID3BP1a numeric vector
ARID3Ca numeric vector
ARID4Aa numeric vector
ARID4Ba numeric vector
ARID5Aa numeric vector
ARID5Ba numeric vector
ARIH1a numeric vector
ARIH2a numeric vector
ARL1a numeric vector
ARL10a numeric vector
ARL11a numeric vector
ARL13Aa numeric vector
ARL13Ba numeric vector
ARL14a numeric vector
ARL14EPa numeric vector
ARL14EPLa numeric vector
ARL15a numeric vector
ARL16a numeric vector
ARL17Aa numeric vector
ARL17Ba numeric vector
ARL2a numeric vector
ARL2.SNX15a numeric vector
ARL2BPa numeric vector
ARL3a numeric vector
ARL4Aa numeric vector
ARL4Ca numeric vector
ARL4Da numeric vector
ARL5Aa numeric vector
ARL5Ba numeric vector
ARL5Ca numeric vector
ARL6a numeric vector
ARL6IP1a numeric vector
ARL6IP4a numeric vector
ARL6IP5a numeric vector
ARL6IP6a numeric vector
ARL8Aa numeric vector
ARL8Ba numeric vector
ARL9a numeric vector
ARMC1a numeric vector
ARMC10a numeric vector
ARMC12a numeric vector
ARMC2a numeric vector
ARMC3a numeric vector
ARMC4a numeric vector
ARMC5a numeric vector
ARMC6a numeric vector
ARMC7a numeric vector
ARMC8a numeric vector
ARMC9a numeric vector
ARMCX1a numeric vector
ARMCX2a numeric vector
ARMCX3a numeric vector
ARMCX4a numeric vector
ARMCX5a numeric vector
ARMCX5.GPRASP2a numeric vector
ARMCX6a numeric vector
ARMH1a numeric vector
ARMH2a numeric vector
ARMH3a numeric vector
ARMH4a numeric vector
ARMS2a numeric vector
ARMT1a numeric vector
ARNTa numeric vector
ARNT2a numeric vector
ARNTLa numeric vector
ARNTL2a numeric vector
ARPC1Aa numeric vector
ARPC1Ba numeric vector
ARPC2a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
ARPC4.TTLL3a numeric vector
ARPC5a numeric vector
ARPC5La numeric vector
ARPINa numeric vector
ARPIN.AP3S2a numeric vector
ARPP19a numeric vector
ARPP21a numeric vector
ARR3a numeric vector
ARRB1a numeric vector
ARRB2a numeric vector
ARRDC1a numeric vector
ARRDC2a numeric vector
ARRDC3a numeric vector
ARRDC4a numeric vector
ARRDC5a numeric vector
ARSAa numeric vector
ARSBa numeric vector
ARSDa numeric vector
ARSFa numeric vector
ARSGa numeric vector
ARSHa numeric vector
ARSIa numeric vector
ARSJa numeric vector
ARSKa numeric vector
ARSLa numeric vector
ART1a numeric vector
ART3a numeric vector
ART4a numeric vector
ART5a numeric vector
ARTNa numeric vector
ARV1a numeric vector
ARVCFa numeric vector
ARXa numeric vector
AS3MTa numeric vector
ASAH1a numeric vector
ASAH2a numeric vector
ASAH2Ba numeric vector
ASAP1a numeric vector
ASAP2a numeric vector
ASAP3a numeric vector
ASB1a numeric vector
ASB10a numeric vector
ASB11a numeric vector
ASB12a numeric vector
ASB13a numeric vector
ASB14a numeric vector
ASB15a numeric vector
ASB16a numeric vector
ASB17a numeric vector
ASB18a numeric vector
ASB2a numeric vector
ASB3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASB7a numeric vector
ASB8a numeric vector
ASB9a numeric vector
ASCC1a numeric vector
ASCC2a numeric vector
ASCC3a numeric vector
ASCL1a numeric vector
ASCL2a numeric vector
ASCL3a numeric vector
ASCL4a numeric vector
ASCL5a numeric vector
ASDURFa numeric vector
ASF1Aa numeric vector
ASF1Ba numeric vector
ASGR1a numeric vector
ASGR2a numeric vector
ASH1La numeric vector
ASH2La numeric vector
ASIC1a numeric vector
ASIC2a numeric vector
ASIC3a numeric vector
ASIC4a numeric vector
ASIC5a numeric vector
ASIPa numeric vector
ASLa numeric vector
ASMTa numeric vector
ASMTLa numeric vector
ASNSa numeric vector
ASNSD1a numeric vector
ASPAa numeric vector
ASPDHa numeric vector
ASPGa numeric vector
ASPHa numeric vector
ASPHD1a numeric vector
ASPHD2a numeric vector
ASPMa numeric vector
ASPNa numeric vector
ASPRV1a numeric vector
ASPSCR1a numeric vector
ASRGL1a numeric vector
ASS1a numeric vector
ASTE1a numeric vector
ASTLa numeric vector
ASTN1a numeric vector
ASTN2a numeric vector
ASXL1a numeric vector
ASXL2a numeric vector
ASXL3a numeric vector
ASZ1a numeric vector
ATAD1a numeric vector
ATAD2a numeric vector
ATAD2Ba numeric vector
ATAD3Aa numeric vector
ATAD3Ba numeric vector
ATAD3Ca numeric vector
ATAD5a numeric vector
ATAT1a numeric vector
ATCAYa numeric vector
ATE1a numeric vector
ATF1a numeric vector
ATF2a numeric vector
ATF3a numeric vector
ATF4a numeric vector
ATF5a numeric vector
ATF6a numeric vector
ATF6Ba numeric vector
ATF7a numeric vector
ATF7.NPFFa numeric vector
ATF7IPa numeric vector
ATF7IP2a numeric vector
ATG10a numeric vector
ATG101a numeric vector
ATG12a numeric vector
ATG13a numeric vector
ATG14a numeric vector
ATG16L1a numeric vector
ATG16L2a numeric vector
ATG2Aa numeric vector
ATG2Ba numeric vector
ATG3a numeric vector
ATG4Aa numeric vector
ATG4Ba numeric vector
ATG4Ca numeric vector
ATG4Da numeric vector
ATG5a numeric vector
ATG7a numeric vector
ATG9Aa numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATL1a numeric vector
ATL2a numeric vector
ATL3a numeric vector
ATMa numeric vector
ATMINa numeric vector
ATN1a numeric vector
ATOH1a numeric vector
ATOH7a numeric vector
ATOH8a numeric vector
ATOX1a numeric vector
ATP10Aa numeric vector
ATP10Ba numeric vector
ATP10Da numeric vector
ATP11Aa numeric vector
ATP11Ba numeric vector
ATP11Ca numeric vector
ATP12Aa numeric vector
ATP13A1a numeric vector
ATP13A2a numeric vector
ATP13A3a numeric vector
ATP13A4a numeric vector
ATP13A5a numeric vector
ATP1A1a numeric vector
ATP1A2a numeric vector
ATP1A3a numeric vector
ATP1A4a numeric vector
ATP1B1a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP1B4a numeric vector
ATP23a numeric vector
ATP2A1a numeric vector
ATP2A2a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP2B2a numeric vector
ATP2B3a numeric vector
ATP2B4a numeric vector
ATP2C1a numeric vector
ATP2C2a numeric vector
ATP4Aa numeric vector
ATP4Ba numeric vector
ATP5F1Aa numeric vector
ATP5F1Ba numeric vector
ATP5F1Ca numeric vector
ATP5F1Da numeric vector
ATP5F1Ea numeric vector
ATP5IF1a numeric vector
ATP5MC1a numeric vector
ATP5MC2a numeric vector
ATP5MC3a numeric vector
ATP5MDa numeric vector
ATP5MEa numeric vector
ATP5MFa numeric vector
ATP5MF.PTCD1a numeric vector
ATP5MGa numeric vector
ATP5MGLa numeric vector
ATP5MPLa numeric vector
ATP5PBa numeric vector
ATP5PDa numeric vector
ATP5PFa numeric vector
ATP5POa numeric vector
ATP6AP1a numeric vector
ATP6AP1La numeric vector
ATP6AP2a numeric vector
ATP6V0A1a numeric vector
ATP6V0A2a numeric vector
ATP6V0A4a numeric vector
ATP6V0Ba numeric vector
ATP6V0Ca numeric vector
ATP6V0D1a numeric vector
ATP6V0D2a numeric vector
ATP6V0E1a numeric vector
ATP6V0E2a numeric vector
ATP6V1Aa numeric vector
ATP6V1B1a numeric vector
ATP6V1B2a numeric vector
ATP6V1C1a numeric vector
ATP6V1C2a numeric vector
ATP6V1Da numeric vector
ATP6V1E1a numeric vector
ATP6V1E2a numeric vector
ATP6V1Fa numeric vector
ATP6V1FNBa numeric vector
ATP6V1G1a numeric vector
ATP6V1G2a numeric vector
ATP6V1G2.DDX39Ba numeric vector
ATP6V1G3a numeric vector
ATP6V1Ha numeric vector
ATP7Aa numeric vector
ATP7Ba numeric vector
ATP8A1a numeric vector
ATP8A2a numeric vector
ATP8B1a numeric vector
ATP8B2a numeric vector
ATP8B3a numeric vector
ATP8B4a numeric vector
ATP9Aa numeric vector
ATP9Ba numeric vector
ATPAF1a numeric vector
ATPAF2a numeric vector
ATPSCKMTa numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATRNa numeric vector
ATRNL1a numeric vector
ATRXa numeric vector
ATXN1a numeric vector
ATXN10a numeric vector
ATXN1La numeric vector
ATXN2a numeric vector
ATXN2La numeric vector
ATXN3a numeric vector
ATXN3La numeric vector
ATXN7a numeric vector
ATXN7L1a numeric vector
ATXN7L2a numeric vector
ATXN7L3a numeric vector
ATXN7L3Ba numeric vector
AUHa numeric vector
AUNIPa numeric vector
AUP1a numeric vector
AURKAa numeric vector
AURKAIP1a numeric vector
AURKBa numeric vector
AURKCa numeric vector
AUTS2a numeric vector
AVENa numeric vector
AVILa numeric vector
AVL9a numeric vector
AVPa numeric vector
AVPI1a numeric vector
AVPR1Aa numeric vector
AVPR1Ba numeric vector
AVPR2a numeric vector
AWAT1a numeric vector
AWAT2a numeric vector
AXDND1a numeric vector
AXIN1a numeric vector
AXIN2a numeric vector
AXLa numeric vector
AZGP1a numeric vector
AZI2a numeric vector
AZIN1a numeric vector
AZIN2a numeric vector
AZU1a numeric vector
B2Ma numeric vector
B3GALNT1a numeric vector
B3GALNT2a numeric vector
B3GALT1a numeric vector
B3GALT2a numeric vector
B3GALT4a numeric vector
B3GALT5a numeric vector
B3GALT6a numeric vector
B3GAT1a numeric vector
B3GAT2a numeric vector
B3GAT3a numeric vector
B3GLCTa numeric vector
B3GNT10a numeric vector
B3GNT2a numeric vector
B3GNT3a numeric vector
B3GNT4a numeric vector
B3GNT5a numeric vector
B3GNT6a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B3GNT9a numeric vector
B3GNTL1a numeric vector
B4GALNT1a numeric vector
B4GALNT2a numeric vector
B4GALNT3a numeric vector
B4GALNT4a numeric vector
B4GALT1a numeric vector
B4GALT2a numeric vector
B4GALT3a numeric vector
B4GALT4a numeric vector
B4GALT5a numeric vector
B4GALT6a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
B9D1a numeric vector
B9D2a numeric vector
BAALCa numeric vector
BAATa numeric vector
BABAM1a numeric vector
BABAM2a numeric vector
BACE1a numeric vector
BACE2a numeric vector
BACH1a numeric vector
BACH2a numeric vector
BADa numeric vector
BAG1a numeric vector
BAG2a numeric vector
BAG3a numeric vector
BAG4a numeric vector
BAG5a numeric vector
BAG6a numeric vector
BAHCC1a numeric vector
BAHD1a numeric vector
BAIAP2a numeric vector
BAIAP2L1a numeric vector
BAIAP2L2a numeric vector
BAIAP3a numeric vector
BAK1a numeric vector
BAMBIa numeric vector
BANF1a numeric vector
BANF2a numeric vector
BANK1a numeric vector
BANPa numeric vector
BAP1a numeric vector
BARD1a numeric vector
BARHL1a numeric vector
BARHL2a numeric vector
BARX1a numeric vector
BARX2a numeric vector
BASP1a numeric vector
BATFa numeric vector
BATF2a numeric vector
BATF3a numeric vector
BAXa numeric vector
BAZ1Aa numeric vector
BAZ1Ba numeric vector
BAZ2Aa numeric vector
This is test FPKM.
Returns a dataframe.
https://portal.gdc.cancer.gov/
data(test_FPKM) ## maybe str(test_FPKM) ## plot(test_FPKM)data(test_FPKM) ## maybe str(test_FPKM) ## plot(test_FPKM)
This is Test Norm data.
data("Test_Norm_data")data("Test_Norm_data")
A data frame with 18 observations on the following 2025 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
A1BGa numeric vector
A1CFa numeric vector
A2Ma numeric vector
A2ML1a numeric vector
A3GALT2a numeric vector
A4GALTa numeric vector
A4GNTa numeric vector
AAASa numeric vector
AACSa numeric vector
AADACa numeric vector
AADACL2a numeric vector
AADACL3a numeric vector
AADACL4a numeric vector
AADATa numeric vector
AAGABa numeric vector
AAK1a numeric vector
AAMDCa numeric vector
AAMPa numeric vector
AANATa numeric vector
AAR2a numeric vector
AARDa numeric vector
AARS1a numeric vector
AARS2a numeric vector
AARSD1a numeric vector
AASDHa numeric vector
AASDHPPTa numeric vector
AASSa numeric vector
AATFa numeric vector
AATKa numeric vector
ABATa numeric vector
ABCA1a numeric vector
ABCA10a numeric vector
ABCA12a numeric vector
ABCA13a numeric vector
ABCA2a numeric vector
ABCA3a numeric vector
ABCA4a numeric vector
ABCA5a numeric vector
ABCA6a numeric vector
ABCA7a numeric vector
ABCA8a numeric vector
ABCA9a numeric vector
ABCB1a numeric vector
ABCB10a numeric vector
ABCB11a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCB7a numeric vector
ABCB8a numeric vector
ABCB9a numeric vector
ABCC1a numeric vector
ABCC10a numeric vector
ABCC11a numeric vector
ABCC12a numeric vector
ABCC2a numeric vector
ABCC3a numeric vector
ABCC4a numeric vector
ABCC5a numeric vector
ABCC6a numeric vector
ABCC8a numeric vector
ABCC9a numeric vector
ABCD1a numeric vector
ABCD2a numeric vector
ABCD3a numeric vector
ABCD4a numeric vector
ABCE1a numeric vector
ABCF1a numeric vector
ABCF2a numeric vector
ABCF2.H2BE1a numeric vector
ABCF3a numeric vector
ABCG1a numeric vector
ABCG2a numeric vector
ABCG4a numeric vector
ABCG5a numeric vector
ABCG8a numeric vector
ABHD1a numeric vector
ABHD10a numeric vector
ABHD11a numeric vector
ABHD12a numeric vector
ABHD12Ba numeric vector
ABHD13a numeric vector
ABHD14Aa numeric vector
ABHD14A.ACY1a numeric vector
ABHD14Ba numeric vector
ABHD15a numeric vector
ABHD16Aa numeric vector
ABHD16Ba numeric vector
ABHD17Aa numeric vector
ABHD17Ba numeric vector
ABHD17Ca numeric vector
ABHD18a numeric vector
ABHD2a numeric vector
ABHD3a numeric vector
ABHD4a numeric vector
ABHD5a numeric vector
ABHD6a numeric vector
ABHD8a numeric vector
ABI1a numeric vector
ABI2a numeric vector
ABI3a numeric vector
ABI3BPa numeric vector
ABITRAMa numeric vector
ABL1a numeric vector
ABL2a numeric vector
ABLIM1a numeric vector
ABLIM2a numeric vector
ABLIM3a numeric vector
ABOa numeric vector
ABRa numeric vector
ABRAa numeric vector
ABRACLa numeric vector
ABRAXAS1a numeric vector
ABRAXAS2a numeric vector
ABT1a numeric vector
ABTB1a numeric vector
ABTB2a numeric vector
AC000093.1a numeric vector
AC000120.2a numeric vector
AC000120.3a numeric vector
AC001226.2a numeric vector
AC002094.3a numeric vector
AC002310.4a numeric vector
AC002456.2a numeric vector
AC002985.1a numeric vector
AC002996.1a numeric vector
AC003002.1a numeric vector
AC003002.2a numeric vector
AC003002.3a numeric vector
AC003005.1a numeric vector
AC003006.1a numeric vector
AC003688.1a numeric vector
AC004076.1a numeric vector
AC004080.3a numeric vector
AC004223.3a numeric vector
AC004233.4a numeric vector
AC004593.2a numeric vector
AC004687.2a numeric vector
AC004691.2a numeric vector
AC004706.3a numeric vector
AC004805.1a numeric vector
AC004832.3a numeric vector
AC004922.1a numeric vector
AC004997.1a numeric vector
AC005020.2a numeric vector
AC005041.1a numeric vector
AC005154.5a numeric vector
AC005192.1a numeric vector
AC005258.1a numeric vector
AC005324.2a numeric vector
AC005324.3a numeric vector
AC005520.1a numeric vector
AC005551.1a numeric vector
AC005670.2a numeric vector
AC005697.1a numeric vector
AC005702.1a numeric vector
AC005726.1a numeric vector
AC005832.4a numeric vector
AC005833.1a numeric vector
AC005837.2a numeric vector
AC005943.1a numeric vector
AC006030.1a numeric vector
AC006059.2a numeric vector
AC006064.6a numeric vector
AC006254.1a numeric vector
AC006486.1a numeric vector
AC006486.3a numeric vector
AC006538.2a numeric vector
AC006978.2a numeric vector
AC007040.2a numeric vector
AC007192.1a numeric vector
AC007326.4a numeric vector
AC007375.2a numeric vector
AC007731.4a numeric vector
AC007846.2a numeric vector
AC007906.2a numeric vector
AC007998.2a numeric vector
AC008012.1a numeric vector
AC008073.3a numeric vector
AC008162.2a numeric vector
AC008397.1a numeric vector
AC008397.2a numeric vector
AC008403.1a numeric vector
AC008481.3a numeric vector
AC008537.1a numeric vector
AC008575.1a numeric vector
AC008581.2a numeric vector
AC008676.3a numeric vector
AC008687.1a numeric vector
AC008687.4a numeric vector
AC008687.8a numeric vector
AC008695.1a numeric vector
AC008750.7a numeric vector
AC008758.1a numeric vector
AC008758.5a numeric vector
AC008758.6a numeric vector
AC008763.2a numeric vector
AC008763.3a numeric vector
AC008763.4a numeric vector
AC008764.1a numeric vector
AC008764.4a numeric vector
AC008770.1a numeric vector
AC008770.2a numeric vector
AC008770.4a numeric vector
AC008878.1a numeric vector
AC008878.2a numeric vector
AC008878.3a numeric vector
AC008982.1a numeric vector
AC009070.1a numeric vector
AC009133.6a numeric vector
AC009163.3a numeric vector
AC009163.5a numeric vector
AC009412.1a numeric vector
AC009690.1a numeric vector
AC009690.3a numeric vector
AC009779.3a numeric vector
AC009879.2a numeric vector
AC009879.3a numeric vector
AC010132.3a numeric vector
AC010197.2a numeric vector
AC010255.2a numeric vector
AC010319.2a numeric vector
AC010323.1a numeric vector
AC010325.1a numeric vector
AC010326.2a numeric vector
AC010327.2a numeric vector
AC010422.3a numeric vector
AC010422.5a numeric vector
AC010422.6a numeric vector
AC010422.8a numeric vector
AC010463.1a numeric vector
AC010522.1a numeric vector
AC010531.1a numeric vector
AC010542.3a numeric vector
AC010547.4a numeric vector
AC010615.4a numeric vector
AC010616.1a numeric vector
AC010619.1a numeric vector
AC010646.1a numeric vector
AC010973.3a numeric vector
AC010980.1a numeric vector
AC011005.1a numeric vector
AC011330.3a numeric vector
AC011448.1a numeric vector
AC011452.1a numeric vector
AC011455.2a numeric vector
AC011462.1a numeric vector
AC011473.4a numeric vector
AC011479.1a numeric vector
AC011498.4a numeric vector
AC011499.1a numeric vector
AC011511.1a numeric vector
AC011511.4a numeric vector
AC011530.1a numeric vector
AC012184.2a numeric vector
AC012213.5a numeric vector
AC012254.2a numeric vector
AC012309.1a numeric vector
AC012488.2a numeric vector
AC012531.3a numeric vector
AC012651.1a numeric vector
AC013271.1a numeric vector
AC013394.1a numeric vector
AC013470.2a numeric vector
AC013477.1a numeric vector
AC013489.1a numeric vector
AC013717.1a numeric vector
AC015688.4a numeric vector
AC015802.6a numeric vector
AC015813.2a numeric vector
AC017083.3a numeric vector
AC018362.3a numeric vector
AC018512.1a numeric vector
AC018523.2a numeric vector
AC018630.4a numeric vector
AC018709.1a numeric vector
AC018755.2a numeric vector
AC018809.3a numeric vector
AC019117.3a numeric vector
AC019257.8a numeric vector
AC020636.2a numeric vector
AC020765.6a numeric vector
AC020907.6a numeric vector
AC020909.1a numeric vector
AC020915.4a numeric vector
AC020922.1a numeric vector
AC021072.1a numeric vector
AC021087.5a numeric vector
AC021660.3a numeric vector
AC022335.1a numeric vector
AC022384.1a numeric vector
AC022400.5a numeric vector
AC022414.1a numeric vector
AC022415.2a numeric vector
AC022506.1a numeric vector
AC022826.2a numeric vector
AC023055.1a numeric vector
AC024592.3a numeric vector
AC024598.1a numeric vector
AC025165.3a numeric vector
AC025165.6a numeric vector
AC025263.2a numeric vector
AC025283.2a numeric vector
AC025287.4a numeric vector
AC026316.4a numeric vector
AC026464.1a numeric vector
AC026464.3a numeric vector
AC026464.4a numeric vector
AC026464.6a numeric vector
AC026786.1a numeric vector
AC026954.2a numeric vector
AC027644.4a numeric vector
AC027796.3a numeric vector
AC034102.2a numeric vector
AC034228.3a numeric vector
AC036214.3a numeric vector
AC037459.1a numeric vector
AC040162.1a numeric vector
AC046185.1a numeric vector
AC048338.1a numeric vector
AC048338.2a numeric vector
AC053503.6a numeric vector
AC055811.2a numeric vector
AC055839.2a numeric vector
AC058822.1a numeric vector
AC063943.2a numeric vector
AC067968.1a numeric vector
AC068234.1a numeric vector
AC068533.4a numeric vector
AC068547.1a numeric vector
AC068580.4a numeric vector
AC068631.2a numeric vector
AC068775.1a numeric vector
AC068831.6a numeric vector
AC068870.4a numeric vector
AC068896.1a numeric vector
AC068946.1a numeric vector
AC068946.2a numeric vector
AC069257.3a numeric vector
AC069288.1a numeric vector
AC069368.1a numeric vector
AC069444.2a numeric vector
AC069503.2a numeric vector
AC069544.2a numeric vector
AC072022.2a numeric vector
AC073082.1a numeric vector
AC073111.3a numeric vector
AC073283.3a numeric vector
AC073508.2a numeric vector
AC073585.1a numeric vector
AC073610.2a numeric vector
AC073612.1a numeric vector
AC073896.1a numeric vector
AC074143.1a numeric vector
AC078815.1a numeric vector
AC078927.1a numeric vector
AC079447.1a numeric vector
AC079594.1a numeric vector
AC079741.2a numeric vector
AC083800.1a numeric vector
AC083977.1a numeric vector
AC084337.2a numeric vector
AC084756.2a numeric vector
AC087289.3a numeric vector
AC087632.2a numeric vector
AC087721.2a numeric vector
AC090004.1a numeric vector
AC090227.2a numeric vector
AC090360.1a numeric vector
AC090517.4a numeric vector
AC090527.2a numeric vector
AC091057.5a numeric vector
AC091167.2a numeric vector
AC091167.6a numeric vector
AC091167.7a numeric vector
AC091551.1a numeric vector
AC091959.1a numeric vector
AC092017.2a numeric vector
AC092042.3a numeric vector
AC092073.1a numeric vector
AC092111.3a numeric vector
AC092143.1a numeric vector
AC092329.3a numeric vector
AC092442.1a numeric vector
AC092587.1a numeric vector
AC092647.5a numeric vector
AC092718.3a numeric vector
AC092718.8a numeric vector
AC092835.1a numeric vector
AC093155.3a numeric vector
AC093227.2a numeric vector
AC093246.1a numeric vector
AC093323.1a numeric vector
AC093423.3a numeric vector
AC093512.2a numeric vector
AC093525.1a numeric vector
AC093525.2a numeric vector
AC093668.1a numeric vector
AC093827.5a numeric vector
AC093884.1a numeric vector
AC093899.2a numeric vector
AC096887.1a numeric vector
AC097104.1a numeric vector
AC097625.1a numeric vector
AC097634.4a numeric vector
AC097636.1a numeric vector
AC097637.1a numeric vector
AC098484.3a numeric vector
AC098582.1a numeric vector
AC098588.2a numeric vector
AC098650.1a numeric vector
AC098850.3a numeric vector
AC099489.1a numeric vector
AC099569.1a numeric vector
AC099811.2a numeric vector
AC099850.2a numeric vector
AC100868.1a numeric vector
AC104109.3a numeric vector
AC104304.2a numeric vector
AC104389.5a numeric vector
AC104389.6a numeric vector
AC104452.1a numeric vector
AC104472.3a numeric vector
AC104532.1a numeric vector
AC104581.2a numeric vector
AC105001.2a numeric vector
AC105052.1a numeric vector
AC105052.3a numeric vector
AC106741.1a numeric vector
AC106873.8a numeric vector
AC106886.5a numeric vector
AC107871.1a numeric vector
AC107959.5a numeric vector
AC108488.2a numeric vector
AC108941.3a numeric vector
AC109583.1a numeric vector
AC110275.1a numeric vector
AC112128.1a numeric vector
AC112229.3a numeric vector
AC112504.2a numeric vector
AC113189.12a numeric vector
AC113348.1a numeric vector
AC113348.2a numeric vector
AC113554.1a numeric vector
AC114402.2a numeric vector
AC114490.2a numeric vector
AC114490.3a numeric vector
AC114982.2a numeric vector
AC116366.2a numeric vector
AC117378.1a numeric vector
AC117457.1a numeric vector
AC118470.1a numeric vector
AC118553.2a numeric vector
AC119396.1a numeric vector
AC119674.2a numeric vector
AC119676.1a numeric vector
AC119733.1a numeric vector
AC120057.2a numeric vector
AC120114.4a numeric vector
AC124312.1a numeric vector
AC126283.2a numeric vector
AC127029.3a numeric vector
AC129492.3a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC134669.1a numeric vector
AC134980.2a numeric vector
AC135050.2a numeric vector
AC135068.1a numeric vector
AC135068.4a numeric vector
AC135178.3a numeric vector
AC136428.1a numeric vector
AC137834.1a numeric vector
AC138647.1a numeric vector
AC138696.1a numeric vector
AC138811.2a numeric vector
AC138894.1a numeric vector
AC138969.1a numeric vector
AC139491.7a numeric vector
AC139530.2a numeric vector
AC140504.1a numeric vector
AC142391.1a numeric vector
AC144573.1a numeric vector
AC231656.1a numeric vector
AC231657.3a numeric vector
AC233723.1a numeric vector
AC233992.2a numeric vector
AC235565.2a numeric vector
AC236972.4a numeric vector
AC242628.1a numeric vector
AC242842.3a numeric vector
AC243547.3a numeric vector
AC243967.1a numeric vector
AC244197.3a numeric vector
AC244517.10a numeric vector
AC245033.1a numeric vector
AC245748.1a numeric vector
AC253536.7a numeric vector
ACAA1a numeric vector
ACAA2a numeric vector
ACACAa numeric vector
ACACBa numeric vector
ACAD10a numeric vector
ACAD11a numeric vector
ACAD8a numeric vector
ACAD9a numeric vector
ACADLa numeric vector
ACADMa numeric vector
ACADSa numeric vector
ACADSBa numeric vector
ACADVLa numeric vector
ACANa numeric vector
ACAP1a numeric vector
ACAP2a numeric vector
ACAP3a numeric vector
ACAT1a numeric vector
ACAT2a numeric vector
ACBD3a numeric vector
ACBD4a numeric vector
ACBD5a numeric vector
ACBD6a numeric vector
ACBD7a numeric vector
ACCSa numeric vector
ACCSLa numeric vector
ACDa numeric vector
ACEa numeric vector
ACE2a numeric vector
ACER1a numeric vector
ACER2a numeric vector
ACER3a numeric vector
ACHEa numeric vector
ACIN1a numeric vector
ACKR1a numeric vector
ACKR2a numeric vector
ACKR3a numeric vector
ACKR4a numeric vector
ACLYa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACOD1a numeric vector
ACOT1a numeric vector
ACOT11a numeric vector
ACOT12a numeric vector
ACOT13a numeric vector
ACOT2a numeric vector
ACOT4a numeric vector
ACOT6a numeric vector
ACOT7a numeric vector
ACOT8a numeric vector
ACOT9a numeric vector
ACOX1a numeric vector
ACOX2a numeric vector
ACOX3a numeric vector
ACOXLa numeric vector
ACP1a numeric vector
ACP2a numeric vector
ACP3a numeric vector
ACP4a numeric vector
ACP5a numeric vector
ACP6a numeric vector
ACP7a numeric vector
ACRa numeric vector
ACRBPa numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSBG2a numeric vector
ACSF2a numeric vector
ACSF3a numeric vector
ACSL1a numeric vector
ACSL3a numeric vector
ACSL4a numeric vector
ACSL5a numeric vector
ACSL6a numeric vector
ACSM1a numeric vector
ACSM2Aa numeric vector
ACSM2Ba numeric vector
ACSM3a numeric vector
ACSM4a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACSS1a numeric vector
ACSS2a numeric vector
ACSS3a numeric vector
ACTA1a numeric vector
ACTA2a numeric vector
ACTBa numeric vector
ACTBL2a numeric vector
ACTC1a numeric vector
ACTG1a numeric vector
ACTG2a numeric vector
ACTL10a numeric vector
ACTL6Aa numeric vector
ACTL6Ba numeric vector
ACTL7Aa numeric vector
ACTL7Ba numeric vector
ACTL8a numeric vector
ACTL9a numeric vector
ACTN1a numeric vector
ACTN2a numeric vector
ACTN3a numeric vector
ACTN4a numeric vector
ACTR10a numeric vector
ACTR1Aa numeric vector
ACTR1Ba numeric vector
ACTR2a numeric vector
ACTR3a numeric vector
ACTR3Ba numeric vector
ACTR3Ca numeric vector
ACTR5a numeric vector
ACTR6a numeric vector
ACTR8a numeric vector
ACTRT1a numeric vector
ACTRT2a numeric vector
ACTRT3a numeric vector
ACVR1a numeric vector
ACVR1Ba numeric vector
ACVR1Ca numeric vector
ACVR2Aa numeric vector
ACVR2Ba numeric vector
ACVRL1a numeric vector
ACY1a numeric vector
ACY3a numeric vector
ACYP1a numeric vector
ACYP2a numeric vector
AD000671.1a numeric vector
AD000671.2a numeric vector
ADAa numeric vector
ADA2a numeric vector
ADAD1a numeric vector
ADAD2a numeric vector
ADALa numeric vector
ADAM10a numeric vector
ADAM11a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM17a numeric vector
ADAM18a numeric vector
ADAM19a numeric vector
ADAM2a numeric vector
ADAM20a numeric vector
ADAM21a numeric vector
ADAM22a numeric vector
ADAM23a numeric vector
ADAM28a numeric vector
ADAM29a numeric vector
ADAM30a numeric vector
ADAM32a numeric vector
ADAM33a numeric vector
ADAM7a numeric vector
ADAM8a numeric vector
ADAM9a numeric vector
ADAMDEC1a numeric vector
ADAMTS1a numeric vector
ADAMTS10a numeric vector
ADAMTS12a numeric vector
ADAMTS13a numeric vector
ADAMTS14a numeric vector
ADAMTS15a numeric vector
ADAMTS16a numeric vector
ADAMTS17a numeric vector
ADAMTS18a numeric vector
ADAMTS19a numeric vector
ADAMTS2a numeric vector
ADAMTS20a numeric vector
ADAMTS3a numeric vector
ADAMTS4a numeric vector
ADAMTS5a numeric vector
ADAMTS6a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADAMTS9a numeric vector
ADAMTSL1a numeric vector
ADAMTSL2a numeric vector
ADAMTSL3a numeric vector
ADAMTSL4a numeric vector
ADAMTSL5a numeric vector
ADAP1a numeric vector
ADAP2a numeric vector
ADARa numeric vector
ADARB1a numeric vector
ADARB2a numeric vector
ADAT1a numeric vector
ADAT2a numeric vector
ADAT3a numeric vector
ADCK1a numeric vector
ADCK2a numeric vector
ADCK5a numeric vector
ADCY1a numeric vector
ADCY10a numeric vector
ADCY2a numeric vector
ADCY3a numeric vector
ADCY4a numeric vector
ADCY5a numeric vector
ADCY6a numeric vector
ADCY7a numeric vector
ADCY8a numeric vector
ADCY9a numeric vector
ADCYAP1a numeric vector
ADCYAP1R1a numeric vector
ADD1a numeric vector
ADD2a numeric vector
ADD3a numeric vector
ADGBa numeric vector
ADGRA1a numeric vector
ADGRA2a numeric vector
ADGRA3a numeric vector
ADGRB1a numeric vector
ADGRB2a numeric vector
ADGRB3a numeric vector
ADGRD1a numeric vector
ADGRD2a numeric vector
ADGRE1a numeric vector
ADGRE2a numeric vector
ADGRE3a numeric vector
ADGRE5a numeric vector
ADGRF1a numeric vector
ADGRF2a numeric vector
ADGRF3a numeric vector
ADGRF4a numeric vector
ADGRF5a numeric vector
ADGRG1a numeric vector
ADGRG2a numeric vector
ADGRG3a numeric vector
ADGRG4a numeric vector
ADGRG5a numeric vector
ADGRG6a numeric vector
ADGRG7a numeric vector
ADGRL1a numeric vector
ADGRL2a numeric vector
ADGRL3a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH1Aa numeric vector
ADH1Ba numeric vector
ADH1Ca numeric vector
ADH4a numeric vector
ADH5a numeric vector
ADH6a numeric vector
ADH7a numeric vector
ADHFE1a numeric vector
ADI1a numeric vector
ADIGa numeric vector
ADIPOQa numeric vector
ADIPOR1a numeric vector
ADIPOR2a numeric vector
ADIRFa numeric vector
ADKa numeric vector
ADMa numeric vector
ADM2a numeric vector
ADM5a numeric vector
ADNPa numeric vector
ADNP2a numeric vector
ADOa numeric vector
ADORA1a numeric vector
ADORA2Aa numeric vector
ADORA2Ba numeric vector
ADORA3a numeric vector
ADPGKa numeric vector
ADPRHa numeric vector
ADPRHL1a numeric vector
ADPRMa numeric vector
ADPRSa numeric vector
ADRA1Aa numeric vector
ADRA1Ba numeric vector
ADRA1Da numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
ADRA2Ca numeric vector
ADRB1a numeric vector
ADRB2a numeric vector
ADRB3a numeric vector
ADRM1a numeric vector
ADSLa numeric vector
ADSS1a numeric vector
ADSS2a numeric vector
ADTRPa numeric vector
AEBP1a numeric vector
AEBP2a numeric vector
AENa numeric vector
AF196969.1a numeric vector
AF241726.1a numeric vector
AFAP1a numeric vector
AFAP1L1a numeric vector
AFAP1L2a numeric vector
AFDNa numeric vector
AFF1a numeric vector
AFF2a numeric vector
AFF3a numeric vector
AFF4a numeric vector
AFG1La numeric vector
AFG3L2a numeric vector
AFMa numeric vector
AFMIDa numeric vector
AFPa numeric vector
AFTPHa numeric vector
AGAa numeric vector
AGAP1a numeric vector
AGAP2a numeric vector
AGAP3a numeric vector
AGAP4a numeric vector
AGAP5a numeric vector
AGAP6a numeric vector
AGAP9a numeric vector
AGBL1a numeric vector
AGBL2a numeric vector
AGBL3a numeric vector
AGBL4a numeric vector
AGBL5a numeric vector
AGERa numeric vector
AGFG1a numeric vector
AGFG2a numeric vector
AGGF1a numeric vector
AGKa numeric vector
AGLa numeric vector
AGMATa numeric vector
AGMOa numeric vector
AGO1a numeric vector
AGO2a numeric vector
AGO3a numeric vector
AGO4a numeric vector
AGPAT1a numeric vector
AGPAT2a numeric vector
AGPAT3a numeric vector
AGPAT4a numeric vector
AGPAT5a numeric vector
AGPSa numeric vector
AGR2a numeric vector
AGR3a numeric vector
AGRNa numeric vector
AGRPa numeric vector
AGTa numeric vector
AGTPBP1a numeric vector
AGTR1a numeric vector
AGTR2a numeric vector
AGTRAPa numeric vector
AGXTa numeric vector
AGXT2a numeric vector
AHCTF1a numeric vector
AHCYa numeric vector
AHCYL1a numeric vector
AHCYL2a numeric vector
AHDC1a numeric vector
AHI1a numeric vector
AHNAKa numeric vector
AHNAK2a numeric vector
AHRa numeric vector
AHRRa numeric vector
AHSA1a numeric vector
AHSGa numeric vector
AHSPa numeric vector
AICDAa numeric vector
AIDAa numeric vector
AIDAP1a numeric vector
AIDAP2a numeric vector
AIDAP3a numeric vector
AIF1a numeric vector
AIF1La numeric vector
AIFM1a numeric vector
AIFM2a numeric vector
AIFM3a numeric vector
AIG1a numeric vector
AIM2a numeric vector
AIMP1a numeric vector
AIMP2a numeric vector
AIPa numeric vector
AIPL1a numeric vector
AIREa numeric vector
AJAP1a numeric vector
AJM1a numeric vector
AJUBAa numeric vector
AK1a numeric vector
AK2a numeric vector
AK3a numeric vector
AK4a numeric vector
AK5a numeric vector
AK6a numeric vector
AK7a numeric vector
AK8a numeric vector
AK9a numeric vector
AKAIN1a numeric vector
AKAP1a numeric vector
AKAP10a numeric vector
AKAP11a numeric vector
AKAP12a numeric vector
AKAP13a numeric vector
AKAP14a numeric vector
AKAP17Aa numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP5a numeric vector
AKAP6a numeric vector
AKAP7a numeric vector
AKAP8a numeric vector
AKAP8La numeric vector
AKAP9a numeric vector
AKIP1a numeric vector
AKIRIN1a numeric vector
AKIRIN2a numeric vector
AKNAa numeric vector
AKNAD1a numeric vector
AKR1A1a numeric vector
AKR1B1a numeric vector
AKR1B10a numeric vector
AKR1B15a numeric vector
AKR1C1a numeric vector
AKR1C2a numeric vector
AKR1C3a numeric vector
AKR1C4a numeric vector
AKR1C8Pa numeric vector
AKR1D1a numeric vector
AKR1E2a numeric vector
AKR7A2a numeric vector
AKR7A3a numeric vector
AKT1a numeric vector
AKT1S1a numeric vector
AKT2a numeric vector
AKT3a numeric vector
AKTIPa numeric vector
AL020996.2a numeric vector
AL021546.1a numeric vector
AL021997.2a numeric vector
AL022238.3a numeric vector
AL022312.1a numeric vector
AL022318.4a numeric vector
AL024498.2a numeric vector
AL031178.1a numeric vector
AL031178.2a numeric vector
AL031315.1a numeric vector
AL031681.2a numeric vector
AL031708.1a numeric vector
AL031777.2a numeric vector
AL031847.1a numeric vector
AL033529.1a numeric vector
AL034430.1a numeric vector
AL034430.2a numeric vector
AL035078.4a numeric vector
AL035425.2a numeric vector
AL035460.1a numeric vector
AL035461.3a numeric vector
AL035699.1a numeric vector
AL049569.3a numeric vector
AL049629.2a numeric vector
AL049634.2a numeric vector
AL049650.1a numeric vector
AL049697.1a numeric vector
AL049779.1a numeric vector
AL049839.2a numeric vector
AL049844.1a numeric vector
AL049844.3a numeric vector
AL096711.2a numeric vector
AL096814.1a numeric vector
AL096814.2a numeric vector
AL109811.3a numeric vector
AL109827.1a numeric vector
AL110118.1a numeric vector
AL117339.4a numeric vector
AL117348.2a numeric vector
AL121594.1a numeric vector
AL121753.1a numeric vector
AL121758.1a numeric vector
AL121845.2a numeric vector
AL121845.3a numeric vector
AL121899.2a numeric vector
AL121900.1a numeric vector
AL132671.2a numeric vector
AL132780.3a numeric vector
AL133352.1a numeric vector
AL133353.2a numeric vector
AL133410.3a numeric vector
AL133500.1a numeric vector
AL135905.2a numeric vector
AL136295.1a numeric vector
AL136295.3a numeric vector
AL136295.4a numeric vector
AL136295.5a numeric vector
AL136531.2a numeric vector
AL138752.2a numeric vector
AL139011.2a numeric vector
AL139142.2a numeric vector
AL139260.3a numeric vector
AL139300.1a numeric vector
AL139353.1a numeric vector
AL157392.5a numeric vector
AL157935.2a numeric vector
AL158151.3a numeric vector
AL159163.1a numeric vector
AL160269.1a numeric vector
AL160272.2a numeric vector
AL162231.1a numeric vector
AL162231.3a numeric vector
AL162377.3a numeric vector
AL162417.1a numeric vector
AL162596.1a numeric vector
AL163195.3a numeric vector
AL163636.1a numeric vector
AL353572.3a numeric vector
AL353579.1a numeric vector
AL353588.1a numeric vector
AL354761.1a numeric vector
AL355102.2a numeric vector
AL355312.5a numeric vector
AL355315.1a numeric vector
AL355385.2a numeric vector
AL355916.3a numeric vector
AL355987.1a numeric vector
AL355987.3a numeric vector
AL357075.4a numeric vector
AL357556.3a numeric vector
AL357673.1a numeric vector
AL358113.1a numeric vector
AL358472.6a numeric vector
AL358472.7a numeric vector
AL359092.3a numeric vector
AL359736.1a numeric vector
AL359922.1a numeric vector
AL360181.3a numeric vector
AL365205.1a numeric vector
AL365214.2a numeric vector
AL365232.1a numeric vector
AL365273.2a numeric vector
AL391628.1a numeric vector
AL391650.1a numeric vector
AL391987.1a numeric vector
AL391987.2a numeric vector
AL441992.2a numeric vector
AL445238.1a numeric vector
AL445423.3a numeric vector
AL445524.2a numeric vector
AL445685.3a numeric vector
AL445989.1a numeric vector
AL451007.3a numeric vector
AL451062.2a numeric vector
AL451106.1a numeric vector
AL451136.1a numeric vector
AL512428.1a numeric vector
AL512506.3a numeric vector
AL512785.2a numeric vector
AL513165.2a numeric vector
AL583836.1a numeric vector
AL589666.1a numeric vector
AL590132.1a numeric vector
AL590560.2a numeric vector
AL590764.2a numeric vector
AL591806.2a numeric vector
AL592490.1a numeric vector
AL603764.2a numeric vector
AL603832.3a numeric vector
AL627230.1a numeric vector
AL627230.3a numeric vector
AL645922.1a numeric vector
AL645941.2a numeric vector
AL662884.4a numeric vector
AL662899.1a numeric vector
AL662899.2a numeric vector
AL669918.1a numeric vector
AL672142.1a numeric vector
AL691442.1a numeric vector
AL713999.2a numeric vector
AL772284.1a numeric vector
AL807752.6a numeric vector
AL807752.7a numeric vector
AL845331.1a numeric vector
AL928654.3a numeric vector
AL929554.1a numeric vector
ALADa numeric vector
ALAS1a numeric vector
ALAS2a numeric vector
ALBa numeric vector
ALCAMa numeric vector
ALDH16A1a numeric vector
ALDH18A1a numeric vector
ALDH1A1a numeric vector
ALDH1A2a numeric vector
ALDH1A3a numeric vector
ALDH1B1a numeric vector
ALDH1L1a numeric vector
ALDH1L2a numeric vector
ALDH2a numeric vector
ALDH3A1a numeric vector
ALDH3A2a numeric vector
ALDH3B1a numeric vector
ALDH3B2a numeric vector
ALDH4A1a numeric vector
ALDH5A1a numeric vector
ALDH6A1a numeric vector
ALDH7A1a numeric vector
ALDH8A1a numeric vector
ALDH9A1a numeric vector
ALDOAa numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG1a numeric vector
ALG10a numeric vector
ALG10Ba numeric vector
ALG11a numeric vector
ALG12a numeric vector
ALG13a numeric vector
ALG14a numeric vector
ALG1La numeric vector
ALG1L2a numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG5a numeric vector
ALG6a numeric vector
ALG8a numeric vector
ALG9a numeric vector
ALKa numeric vector
ALKAL1a numeric vector
ALKAL2a numeric vector
ALKBH1a numeric vector
ALKBH2a numeric vector
ALKBH3a numeric vector
ALKBH4a numeric vector
ALKBH5a numeric vector
ALKBH6a numeric vector
ALKBH7a numeric vector
ALKBH8a numeric vector
ALLCa numeric vector
ALMS1a numeric vector
ALOX12a numeric vector
ALOX12Ba numeric vector
ALOX15a numeric vector
ALOX15Ba numeric vector
ALOX5a numeric vector
ALOX5APa numeric vector
ALOXE3a numeric vector
ALPGa numeric vector
ALPIa numeric vector
ALPK1a numeric vector
ALPK2a numeric vector
ALPK3a numeric vector
ALPLa numeric vector
ALPPa numeric vector
ALS2a numeric vector
ALS2CLa numeric vector
ALX1a numeric vector
ALX3a numeric vector
ALX4a numeric vector
ALYREFa numeric vector
AMACRa numeric vector
AMBNa numeric vector
AMBPa numeric vector
AMBRA1a numeric vector
AMD1a numeric vector
AMDHD1a numeric vector
AMDHD2a numeric vector
AMELXa numeric vector
AMELYa numeric vector
AMER1a numeric vector
AMER2a numeric vector
AMER3a numeric vector
AMFRa numeric vector
AMHa numeric vector
AMHR2a numeric vector
AMIGO1a numeric vector
AMIGO2a numeric vector
AMIGO3a numeric vector
AMMECR1a numeric vector
AMMECR1La numeric vector
AMNa numeric vector
AMN1a numeric vector
AMOTa numeric vector
AMOTL1a numeric vector
AMOTL2a numeric vector
AMPD1a numeric vector
AMPD2a numeric vector
AMPD3a numeric vector
AMPHa numeric vector
AMTa numeric vector
AMTNa numeric vector
AMY1Aa numeric vector
AMY1Ba numeric vector
AMY1Ca numeric vector
AMY2Aa numeric vector
AMY2Ba numeric vector
AMZ1a numeric vector
AMZ2a numeric vector
ANAPC1a numeric vector
ANAPC10a numeric vector
ANAPC11a numeric vector
ANAPC13a numeric vector
ANAPC15a numeric vector
ANAPC16a numeric vector
ANAPC2a numeric vector
ANAPC4a numeric vector
ANAPC5a numeric vector
ANAPC7a numeric vector
ANGa numeric vector
ANGEL1a numeric vector
ANGEL2a numeric vector
ANGPT1a numeric vector
ANGPT2a numeric vector
ANGPT4a numeric vector
ANGPTL1a numeric vector
ANGPTL2a numeric vector
ANGPTL3a numeric vector
ANGPTL4a numeric vector
ANGPTL5a numeric vector
ANGPTL6a numeric vector
ANGPTL7a numeric vector
ANGPTL8a numeric vector
ANHXa numeric vector
ANK1a numeric vector
ANK2a numeric vector
ANK3a numeric vector
ANKARa numeric vector
ANKDD1Aa numeric vector
ANKDD1Ba numeric vector
ANKEF1a numeric vector
ANKFN1a numeric vector
ANKFY1a numeric vector
ANKHa numeric vector
ANKHD1a numeric vector
ANKHD1.EIF4EBP3a numeric vector
ANKIB1a numeric vector
ANKK1a numeric vector
ANKLE1a numeric vector
ANKLE2a numeric vector
ANKMY1a numeric vector
ANKMY2a numeric vector
ANKRA2a numeric vector
ANKRD1a numeric vector
ANKRD10a numeric vector
ANKRD11a numeric vector
ANKRD12a numeric vector
ANKRD13Aa numeric vector
ANKRD13Ba numeric vector
ANKRD13Ca numeric vector
ANKRD13Da numeric vector
ANKRD16a numeric vector
ANKRD17a numeric vector
ANKRD18Aa numeric vector
ANKRD18Ba numeric vector
ANKRD2a numeric vector
ANKRD20A1a numeric vector
ANKRD20A2Pa numeric vector
ANKRD20A3Pa numeric vector
ANKRD20A4Pa numeric vector
ANKRD22a numeric vector
ANKRD23a numeric vector
ANKRD24a numeric vector
ANKRD26a numeric vector
ANKRD27a numeric vector
ANKRD28a numeric vector
ANKRD29a numeric vector
ANKRD30Aa numeric vector
ANKRD30Ba numeric vector
ANKRD30BLa numeric vector
ANKRD31a numeric vector
ANKRD33a numeric vector
ANKRD33Ba numeric vector
ANKRD34Aa numeric vector
ANKRD34Ba numeric vector
ANKRD34Ca numeric vector
ANKRD35a numeric vector
ANKRD36a numeric vector
ANKRD36Ba numeric vector
ANKRD36Ca numeric vector
ANKRD37a numeric vector
ANKRD39a numeric vector
ANKRD40a numeric vector
ANKRD40CLa numeric vector
ANKRD42a numeric vector
ANKRD44a numeric vector
ANKRD45a numeric vector
ANKRD46a numeric vector
ANKRD49a numeric vector
ANKRD50a numeric vector
ANKRD52a numeric vector
ANKRD53a numeric vector
ANKRD54a numeric vector
ANKRD55a numeric vector
ANKRD6a numeric vector
ANKRD60a numeric vector
ANKRD61a numeric vector
ANKRD62a numeric vector
ANKRD63a numeric vector
ANKRD65a numeric vector
ANKRD66a numeric vector
ANKRD7a numeric vector
ANKRD9a numeric vector
ANKS1Aa numeric vector
ANKS1Ba numeric vector
ANKS3a numeric vector
ANKS4Ba numeric vector
ANKS6a numeric vector
ANKUB1a numeric vector
ANKZF1a numeric vector
ANLNa numeric vector
ANO1a numeric vector
ANO10a numeric vector
ANO2a numeric vector
ANO3a numeric vector
ANO4a numeric vector
ANO5a numeric vector
ANO6a numeric vector
ANO7a numeric vector
ANO8a numeric vector
ANO9a numeric vector
ANOS1a numeric vector
ANP32Aa numeric vector
ANP32Ba numeric vector
ANP32Da numeric vector
ANP32Ea numeric vector
ANPEPa numeric vector
ANTKMTa numeric vector
ANTXR1a numeric vector
ANTXR2a numeric vector
ANTXRLa numeric vector
ANXA1a numeric vector
ANXA10a numeric vector
ANXA11a numeric vector
ANXA13a numeric vector
ANXA2a numeric vector
ANXA2Ra numeric vector
ANXA3a numeric vector
ANXA4a numeric vector
ANXA5a numeric vector
ANXA6a numeric vector
ANXA7a numeric vector
ANXA8a numeric vector
ANXA8L1a numeric vector
ANXA9a numeric vector
AOAHa numeric vector
AOC1a numeric vector
AOC2a numeric vector
AOC3a numeric vector
AOPEPa numeric vector
AOX1a numeric vector
AP000295.1a numeric vector
AP000311.1a numeric vector
AP000350.4a numeric vector
AP000356.5a numeric vector
AP000471.1a numeric vector
AP000721.1a numeric vector
AP000781.2a numeric vector
AP000812.3a numeric vector
AP000812.4a numeric vector
AP000944.5a numeric vector
AP001054.1a numeric vector
AP001267.5a numeric vector
AP001273.2a numeric vector
AP001453.3a numeric vector
AP001458.2a numeric vector
AP001781.2a numeric vector
AP001931.1a numeric vector
AP001931.2a numeric vector
AP002373.1a numeric vector
AP002495.1a numeric vector
AP002512.3a numeric vector
AP002748.5a numeric vector
AP002884.2a numeric vector
AP002990.1a numeric vector
AP003071.5a numeric vector
AP003108.2a numeric vector
AP003419.1a numeric vector
AP006621.6a numeric vector
AP1ARa numeric vector
AP1B1a numeric vector
AP1G1a numeric vector
AP1G2a numeric vector
AP1M1a numeric vector
AP1M2a numeric vector
AP1S1a numeric vector
AP1S2a numeric vector
AP1S3a numeric vector
AP2A1a numeric vector
AP2A2a numeric vector
AP2B1a numeric vector
AP2M1a numeric vector
AP2S1a numeric vector
AP3B1a numeric vector
AP3B2a numeric vector
AP3D1a numeric vector
AP3M1a numeric vector
AP3M2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
AP4B1a numeric vector
AP4E1a numeric vector
AP4M1a numeric vector
AP4S1a numeric vector
AP5B1a numeric vector
AP5M1a numeric vector
AP5S1a numeric vector
AP5Z1a numeric vector
APAF1a numeric vector
APBA1a numeric vector
APBA2a numeric vector
APBA3a numeric vector
APBB1a numeric vector
APBB1IPa numeric vector
APBB2a numeric vector
APBB3a numeric vector
APCa numeric vector
APC2a numeric vector
APCDD1a numeric vector
APCDD1La numeric vector
APCSa numeric vector
APEHa numeric vector
APELAa numeric vector
APEX1a numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APH1Ba numeric vector
API5a numeric vector
APIPa numeric vector
APLFa numeric vector
APLNa numeric vector
APLNRa numeric vector
APLP1a numeric vector
APLP2a numeric vector
APMAPa numeric vector
APOA1a numeric vector
APOA2a numeric vector
APOA4a numeric vector
APOA5a numeric vector
APOBa numeric vector
APOBEC1a numeric vector
APOBEC2a numeric vector
APOBEC3Aa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ca numeric vector
APOBEC3Da numeric vector
APOBEC3Fa numeric vector
APOBEC3Ga numeric vector
APOBEC3Ha numeric vector
APOBEC4a numeric vector
APOBRa numeric vector
APOC1a numeric vector
APOC2a numeric vector
APOC3a numeric vector
APOC4a numeric vector
APOC4.APOC2a numeric vector
APODa numeric vector
APOEa numeric vector
APOFa numeric vector
APOHa numeric vector
APOL1a numeric vector
APOL2a numeric vector
APOL3a numeric vector
APOL4a numeric vector
APOL5a numeric vector
APOL6a numeric vector
APOLD1a numeric vector
APOMa numeric vector
APOOa numeric vector
APOOLa numeric vector
APPa numeric vector
APPBP2a numeric vector
APPL1a numeric vector
APPL2a numeric vector
APRTa numeric vector
APTXa numeric vector
AQP1a numeric vector
AQP10a numeric vector
AQP11a numeric vector
AQP12Aa numeric vector
AQP12Ba numeric vector
AQP2a numeric vector
AQP3a numeric vector
AQP4a numeric vector
AQP5a numeric vector
AQP6a numeric vector
AQP7a numeric vector
AQP8a numeric vector
AQP9a numeric vector
AQRa numeric vector
ARa numeric vector
ARAFa numeric vector
ARAP1a numeric vector
ARAP2a numeric vector
ARAP3a numeric vector
ARCa numeric vector
ARCN1a numeric vector
AREGa numeric vector
AREL1a numeric vector
ARF1a numeric vector
ARF3a numeric vector
ARF4a numeric vector
ARF5a numeric vector
ARF6a numeric vector
ARFGAP1a numeric vector
ARFGAP2a numeric vector
ARFGAP3a numeric vector
ARFGEF1a numeric vector
ARFGEF2a numeric vector
ARFGEF3a numeric vector
ARFIP1a numeric vector
ARFIP2a numeric vector
ARFRP1a numeric vector
ARG1a numeric vector
ARG2a numeric vector
ARGFXa numeric vector
ARGLU1a numeric vector
ARHGAP1a numeric vector
ARHGAP10a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGAP15a numeric vector
ARHGAP17a numeric vector
ARHGAP18a numeric vector
ARHGAP19a numeric vector
ARHGAP19.SLIT1a numeric vector
ARHGAP20a numeric vector
ARHGAP21a numeric vector
ARHGAP22a numeric vector
ARHGAP23a numeric vector
ARHGAP24a numeric vector
ARHGAP25a numeric vector
ARHGAP26a numeric vector
ARHGAP27a numeric vector
ARHGAP28a numeric vector
ARHGAP29a numeric vector
ARHGAP30a numeric vector
ARHGAP31a numeric vector
ARHGAP32a numeric vector
ARHGAP33a numeric vector
ARHGAP35a numeric vector
ARHGAP36a numeric vector
ARHGAP39a numeric vector
ARHGAP4a numeric vector
ARHGAP40a numeric vector
ARHGAP42a numeric vector
ARHGAP44a numeric vector
ARHGAP45a numeric vector
ARHGAP5a numeric vector
ARHGAP6a numeric vector
ARHGAP8a numeric vector
ARHGAP9a numeric vector
ARHGDIAa numeric vector
ARHGDIBa numeric vector
ARHGDIGa numeric vector
ARHGEF1a numeric vector
ARHGEF10a numeric vector
ARHGEF10La numeric vector
ARHGEF11a numeric vector
ARHGEF12a numeric vector
ARHGEF15a numeric vector
ARHGEF16a numeric vector
ARHGEF17a numeric vector
ARHGEF18a numeric vector
ARHGEF19a numeric vector
ARHGEF2a numeric vector
ARHGEF25a numeric vector
ARHGEF26a numeric vector
ARHGEF28a numeric vector
ARHGEF3a numeric vector
ARHGEF33a numeric vector
ARHGEF35a numeric vector
ARHGEF37a numeric vector
ARHGEF38a numeric vector
ARHGEF39a numeric vector
ARHGEF4a numeric vector
ARHGEF40a numeric vector
ARHGEF5a numeric vector
ARHGEF6a numeric vector
ARHGEF7a numeric vector
ARHGEF9a numeric vector
ARID1Aa numeric vector
ARID1Ba numeric vector
ARID2a numeric vector
ARID3Aa numeric vector
ARID3Ba numeric vector
ARID3BP1a numeric vector
ARID3Ca numeric vector
ARID4Aa numeric vector
ARID4Ba numeric vector
ARID5Aa numeric vector
ARID5Ba numeric vector
ARIH1a numeric vector
ARIH2a numeric vector
ARL1a numeric vector
ARL10a numeric vector
ARL11a numeric vector
ARL13Aa numeric vector
ARL13Ba numeric vector
ARL14a numeric vector
ARL14EPa numeric vector
ARL14EPLa numeric vector
ARL15a numeric vector
ARL16a numeric vector
ARL17Aa numeric vector
ARL17Ba numeric vector
ARL2a numeric vector
ARL2.SNX15a numeric vector
ARL2BPa numeric vector
ARL3a numeric vector
ARL4Aa numeric vector
ARL4Ca numeric vector
ARL4Da numeric vector
ARL5Aa numeric vector
ARL5Ba numeric vector
ARL5Ca numeric vector
ARL6a numeric vector
ARL6IP1a numeric vector
ARL6IP4a numeric vector
ARL6IP5a numeric vector
ARL6IP6a numeric vector
ARL8Aa numeric vector
ARL8Ba numeric vector
ARL9a numeric vector
ARMC1a numeric vector
ARMC10a numeric vector
ARMC12a numeric vector
ARMC2a numeric vector
ARMC3a numeric vector
ARMC4a numeric vector
ARMC5a numeric vector
ARMC6a numeric vector
ARMC7a numeric vector
ARMC8a numeric vector
ARMC9a numeric vector
ARMCX1a numeric vector
ARMCX2a numeric vector
ARMCX3a numeric vector
ARMCX4a numeric vector
ARMCX5a numeric vector
ARMCX5.GPRASP2a numeric vector
ARMCX6a numeric vector
ARMH1a numeric vector
ARMH2a numeric vector
ARMH3a numeric vector
ARMH4a numeric vector
ARMS2a numeric vector
ARMT1a numeric vector
ARNTa numeric vector
ARNT2a numeric vector
ARNTLa numeric vector
ARNTL2a numeric vector
ARPC1Aa numeric vector
ARPC1Ba numeric vector
ARPC2a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
ARPC4.TTLL3a numeric vector
ARPC5a numeric vector
ARPC5La numeric vector
ARPINa numeric vector
ARPIN.AP3S2a numeric vector
ARPP19a numeric vector
ARPP21a numeric vector
ARR3a numeric vector
ARRB1a numeric vector
ARRB2a numeric vector
ARRDC1a numeric vector
ARRDC2a numeric vector
ARRDC3a numeric vector
ARRDC4a numeric vector
ARRDC5a numeric vector
ARSAa numeric vector
ARSBa numeric vector
ARSDa numeric vector
ARSFa numeric vector
ARSGa numeric vector
ARSHa numeric vector
ARSIa numeric vector
ARSJa numeric vector
ARSKa numeric vector
ARSLa numeric vector
ART1a numeric vector
ART3a numeric vector
ART4a numeric vector
ART5a numeric vector
ARTNa numeric vector
ARV1a numeric vector
ARVCFa numeric vector
ARXa numeric vector
AS3MTa numeric vector
ASAH1a numeric vector
ASAH2a numeric vector
ASAH2Ba numeric vector
ASAP1a numeric vector
ASAP2a numeric vector
ASAP3a numeric vector
ASB1a numeric vector
ASB10a numeric vector
ASB11a numeric vector
ASB12a numeric vector
ASB13a numeric vector
ASB14a numeric vector
ASB15a numeric vector
ASB16a numeric vector
ASB17a numeric vector
ASB18a numeric vector
ASB2a numeric vector
ASB3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASB7a numeric vector
ASB8a numeric vector
ASB9a numeric vector
ASCC1a numeric vector
ASCC2a numeric vector
ASCC3a numeric vector
ASCL1a numeric vector
ASCL2a numeric vector
ASCL3a numeric vector
ASCL4a numeric vector
ASCL5a numeric vector
ASDURFa numeric vector
ASF1Aa numeric vector
ASF1Ba numeric vector
ASGR1a numeric vector
ASGR2a numeric vector
ASH1La numeric vector
ASH2La numeric vector
ASIC1a numeric vector
ASIC2a numeric vector
ASIC3a numeric vector
ASIC4a numeric vector
ASIC5a numeric vector
ASIPa numeric vector
ASLa numeric vector
ASMTa numeric vector
ASMTLa numeric vector
ASNSa numeric vector
ASNSD1a numeric vector
ASPAa numeric vector
ASPDHa numeric vector
ASPGa numeric vector
ASPHa numeric vector
ASPHD1a numeric vector
ASPHD2a numeric vector
ASPMa numeric vector
ASPNa numeric vector
ASPRV1a numeric vector
ASPSCR1a numeric vector
ASRGL1a numeric vector
ASS1a numeric vector
ASTE1a numeric vector
ASTLa numeric vector
ASTN1a numeric vector
ASTN2a numeric vector
ASXL1a numeric vector
ASXL2a numeric vector
ASXL3a numeric vector
ASZ1a numeric vector
ATAD1a numeric vector
ATAD2a numeric vector
ATAD2Ba numeric vector
ATAD3Aa numeric vector
ATAD3Ba numeric vector
ATAD3Ca numeric vector
ATAD5a numeric vector
ATAT1a numeric vector
ATCAYa numeric vector
ATE1a numeric vector
ATF1a numeric vector
ATF2a numeric vector
ATF3a numeric vector
ATF4a numeric vector
ATF5a numeric vector
ATF6a numeric vector
ATF6Ba numeric vector
ATF7a numeric vector
ATF7.NPFFa numeric vector
ATF7IPa numeric vector
ATF7IP2a numeric vector
ATG10a numeric vector
ATG101a numeric vector
ATG12a numeric vector
ATG13a numeric vector
ATG14a numeric vector
ATG16L1a numeric vector
ATG16L2a numeric vector
ATG2Aa numeric vector
ATG2Ba numeric vector
ATG3a numeric vector
ATG4Aa numeric vector
ATG4Ba numeric vector
ATG4Ca numeric vector
ATG4Da numeric vector
ATG5a numeric vector
ATG7a numeric vector
ATG9Aa numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATL1a numeric vector
ATL2a numeric vector
ATL3a numeric vector
ATMa numeric vector
ATMINa numeric vector
ATN1a numeric vector
ATOH1a numeric vector
ATOH7a numeric vector
ATOH8a numeric vector
ATOX1a numeric vector
ATP10Aa numeric vector
ATP10Ba numeric vector
ATP10Da numeric vector
ATP11Aa numeric vector
ATP11Ba numeric vector
ATP11Ca numeric vector
ATP12Aa numeric vector
ATP13A1a numeric vector
ATP13A2a numeric vector
ATP13A3a numeric vector
ATP13A4a numeric vector
ATP13A5a numeric vector
ATP1A1a numeric vector
ATP1A2a numeric vector
ATP1A3a numeric vector
ATP1A4a numeric vector
ATP1B1a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP1B4a numeric vector
ATP23a numeric vector
ATP2A1a numeric vector
ATP2A2a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP2B2a numeric vector
ATP2B3a numeric vector
ATP2B4a numeric vector
ATP2C1a numeric vector
ATP2C2a numeric vector
ATP4Aa numeric vector
ATP4Ba numeric vector
ATP5F1Aa numeric vector
ATP5F1Ba numeric vector
ATP5F1Ca numeric vector
ATP5F1Da numeric vector
ATP5F1Ea numeric vector
ATP5IF1a numeric vector
ATP5MC1a numeric vector
ATP5MC2a numeric vector
ATP5MC3a numeric vector
ATP5MDa numeric vector
ATP5MEa numeric vector
ATP5MFa numeric vector
ATP5MF.PTCD1a numeric vector
ATP5MGa numeric vector
ATP5MGLa numeric vector
ATP5MPLa numeric vector
ATP5PBa numeric vector
ATP5PDa numeric vector
ATP5PFa numeric vector
ATP5POa numeric vector
ATP6AP1a numeric vector
ATP6AP1La numeric vector
ATP6AP2a numeric vector
ATP6V0A1a numeric vector
ATP6V0A2a numeric vector
ATP6V0A4a numeric vector
ATP6V0Ba numeric vector
ATP6V0Ca numeric vector
ATP6V0D1a numeric vector
ATP6V0D2a numeric vector
ATP6V0E1a numeric vector
ATP6V0E2a numeric vector
ATP6V1Aa numeric vector
ATP6V1B1a numeric vector
ATP6V1B2a numeric vector
ATP6V1C1a numeric vector
ATP6V1C2a numeric vector
ATP6V1Da numeric vector
ATP6V1E1a numeric vector
ATP6V1E2a numeric vector
ATP6V1Fa numeric vector
ATP6V1FNBa numeric vector
ATP6V1G1a numeric vector
ATP6V1G2a numeric vector
ATP6V1G2.DDX39Ba numeric vector
ATP6V1G3a numeric vector
ATP6V1Ha numeric vector
ATP7Aa numeric vector
ATP7Ba numeric vector
ATP8A1a numeric vector
ATP8A2a numeric vector
ATP8B1a numeric vector
ATP8B2a numeric vector
ATP8B3a numeric vector
ATP8B4a numeric vector
ATP9Aa numeric vector
ATP9Ba numeric vector
ATPAF1a numeric vector
ATPAF2a numeric vector
ATPSCKMTa numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATRNa numeric vector
ATRNL1a numeric vector
ATRXa numeric vector
ATXN1a numeric vector
ATXN10a numeric vector
ATXN1La numeric vector
ATXN2a numeric vector
ATXN2La numeric vector
ATXN3a numeric vector
ATXN3La numeric vector
ATXN7a numeric vector
ATXN7L1a numeric vector
ATXN7L2a numeric vector
ATXN7L3a numeric vector
ATXN7L3Ba numeric vector
AUHa numeric vector
AUNIPa numeric vector
AUP1a numeric vector
AURKAa numeric vector
AURKAIP1a numeric vector
AURKBa numeric vector
AURKCa numeric vector
AUTS2a numeric vector
AVENa numeric vector
AVILa numeric vector
AVL9a numeric vector
AVPa numeric vector
AVPI1a numeric vector
AVPR1Aa numeric vector
AVPR1Ba numeric vector
AVPR2a numeric vector
AWAT1a numeric vector
AWAT2a numeric vector
AXDND1a numeric vector
AXIN1a numeric vector
AXIN2a numeric vector
AXLa numeric vector
AZGP1a numeric vector
AZI2a numeric vector
AZIN1a numeric vector
AZIN2a numeric vector
AZU1a numeric vector
B2Ma numeric vector
B3GALNT1a numeric vector
B3GALNT2a numeric vector
B3GALT1a numeric vector
B3GALT2a numeric vector
B3GALT4a numeric vector
B3GALT5a numeric vector
B3GALT6a numeric vector
B3GAT1a numeric vector
B3GAT2a numeric vector
B3GAT3a numeric vector
B3GLCTa numeric vector
B3GNT10a numeric vector
B3GNT2a numeric vector
B3GNT3a numeric vector
B3GNT4a numeric vector
B3GNT5a numeric vector
B3GNT6a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B3GNT9a numeric vector
B3GNTL1a numeric vector
B4GALNT1a numeric vector
B4GALNT2a numeric vector
B4GALNT3a numeric vector
B4GALNT4a numeric vector
B4GALT1a numeric vector
B4GALT2a numeric vector
B4GALT3a numeric vector
B4GALT4a numeric vector
B4GALT5a numeric vector
B4GALT6a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
B9D1a numeric vector
B9D2a numeric vector
BAALCa numeric vector
BAATa numeric vector
BABAM1a numeric vector
BABAM2a numeric vector
BACE1a numeric vector
BACE2a numeric vector
BACH1a numeric vector
BACH2a numeric vector
BADa numeric vector
BAG1a numeric vector
BAG2a numeric vector
BAG3a numeric vector
BAG4a numeric vector
BAG5a numeric vector
BAG6a numeric vector
BAHCC1a numeric vector
BAHD1a numeric vector
BAIAP2a numeric vector
BAIAP2L1a numeric vector
BAIAP2L2a numeric vector
BAIAP3a numeric vector
BAK1a numeric vector
BAMBIa numeric vector
BANF1a numeric vector
BANF2a numeric vector
BANK1a numeric vector
BANPa numeric vector
BAP1a numeric vector
BARD1a numeric vector
BARHL1a numeric vector
BARHL2a numeric vector
BARX1a numeric vector
BARX2a numeric vector
BASP1a numeric vector
BATFa numeric vector
BATF2a numeric vector
BATF3a numeric vector
BAXa numeric vector
BAZ1Aa numeric vector
BAZ1Ba numeric vector
BAZ2Aa numeric vector
This is Test Norm data.
Returns a dataframe.
https://portal.gdc.cancer.gov/
data(Test_Norm_data) ## maybe str(Test_Norm_data) ## plot(Test_Norm_data)data(Test_Norm_data) ## maybe str(Test_Norm_data) ## plot(Test_Norm_data)
This is Test PI data.
data("Test_PI_data")data("Test_PI_data")
A data frame with 18 observations on the following 57 variables.
OSa numeric vector
OS_montha numeric vector
AADACL4a numeric vector
ABCA12a numeric vector
ABCC3a numeric vector
ABI1a numeric vector
ABRAa numeric vector
AC006059.2a numeric vector
AC008676.3a numeric vector
AC008764.4a numeric vector
AC010132.3a numeric vector
AC012651.1a numeric vector
AC013477.1a numeric vector
AC109583.1a numeric vector
AC113348.2a numeric vector
AC117457.1a numeric vector
AC131160.1a numeric vector
AC144573.1a numeric vector
AC235565.2a numeric vector
ACO2a numeric vector
ACTC1a numeric vector
ACTL9a numeric vector
ACTRT2a numeric vector
ADD3a numeric vector
ADGRL3a numeric vector
ADH7a numeric vector
ADPRHL1a numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
AFMIDa numeric vector
AKAP12a numeric vector
AKAP14a numeric vector
AKAP3a numeric vector
AL139260.3a numeric vector
ALG6a numeric vector
ANGPTL6a numeric vector
ANKRD20A1a numeric vector
ANXA6a numeric vector
ANXA8L1a numeric vector
AOC2a numeric vector
APOBEC1a numeric vector
APOEa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGEF19a numeric vector
ARL2.SNX15a numeric vector
ARL6IP1a numeric vector
ARPC4.TTLL3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASPMa numeric vector
ATP1A2a numeric vector
ATP2B4a numeric vector
AZGP1a numeric vector
B3GAT2a numeric vector
PIa numeric vector
This is Test PI data.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Test_PI_data) ## maybe str(Test_PI_data) ## plot(Test_PI_data)data(Test_PI_data) ## maybe str(Test_PI_data) ## plot(Test_PI_data)
This is Test Uni sig data.
data("Test_Uni_sig_data")data("Test_Uni_sig_data")
A data frame with 18 observations on the following 209 variables.
A2ML1a numeric vector
AADACL4a numeric vector
AAMDCa numeric vector
AAR2a numeric vector
ABCA12a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCC3a numeric vector
ABCC9a numeric vector
ABCE1a numeric vector
ABCF3a numeric vector
ABHD12a numeric vector
ABHD14Ba numeric vector
ABLIM1a numeric vector
ABLIM3a numeric vector
ABT1a numeric vector
AC004076.1a numeric vector
AC005520.1a numeric vector
AC005832.4a numeric vector
AC006030.1a numeric vector
AC008764.4a numeric vector
AC010132.3a numeric vector
AC013470.2a numeric vector
AC027796.3a numeric vector
AC097636.1a numeric vector
AC106741.1a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC144573.1a numeric vector
ACAP2a numeric vector
ACBD5a numeric vector
ACEa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACP5a numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACTG1a numeric vector
ACTN1a numeric vector
ACTR3a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM19a numeric vector
ADAM32a numeric vector
ADAMTS18a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADCK2a numeric vector
ADCY2a numeric vector
ADCY8a numeric vector
ADD3a numeric vector
ADGRB3a numeric vector
ADGRD2a numeric vector
ADGRE2a numeric vector
ADGRE5a numeric vector
ADGRG7a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH4a numeric vector
ADHFE1a numeric vector
ADKa numeric vector
ADNPa numeric vector
ADPRHa numeric vector
ADRB2a numeric vector
ADRM1a numeric vector
AENa numeric vector
AFAP1L2a numeric vector
AGAP1a numeric vector
AGGF1a numeric vector
AGPSa numeric vector
AGR3a numeric vector
AGRNa numeric vector
AHCYL1a numeric vector
AHNAKa numeric vector
AK2a numeric vector
AK8a numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP6a numeric vector
AKIP1a numeric vector
AKR1C1a numeric vector
AL121845.3a numeric vector
AL160272.2a numeric vector
AL365214.2a numeric vector
AL391628.1a numeric vector
AL445989.1a numeric vector
AL591806.2a numeric vector
AL669918.1a numeric vector
ALDH9A1a numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG10Ba numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG6a numeric vector
ALKBH3a numeric vector
ALOX5APa numeric vector
ALYREFa numeric vector
AMDHD1a numeric vector
AMPD3a numeric vector
ANGPTL2a numeric vector
ANGPTL5a numeric vector
ANKFY1a numeric vector
ANKLE2a numeric vector
ANKRD20A1a numeric vector
ANKRD24a numeric vector
ANKRD29a numeric vector
ANKRD36a numeric vector
ANKRD36Ca numeric vector
ANO2a numeric vector
ANPEPa numeric vector
ANXA1a numeric vector
ANXA7a numeric vector
AP003108.2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
APEHa numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APLNa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ga numeric vector
APOBRa numeric vector
APOEa numeric vector
APOL1a numeric vector
APOL4a numeric vector
APPBP2a numeric vector
AQP10a numeric vector
AQP7a numeric vector
ARAP3a numeric vector
ARF4a numeric vector
ARFGAP2a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP24a numeric vector
ARHGAP32a numeric vector
ARHGDIGa numeric vector
ARHGEF17a numeric vector
ARHGEF19a numeric vector
ARL1a numeric vector
ARL15a numeric vector
ARL2.SNX15a numeric vector
ARL5Ca numeric vector
ARL6IP6a numeric vector
ARMC4a numeric vector
ARMC6a numeric vector
ARMC9a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
ARPP21a numeric vector
ARSAa numeric vector
ARSIa numeric vector
ARSLa numeric vector
ART4a numeric vector
ASAH2a numeric vector
ASAP1a numeric vector
ASB12a numeric vector
ASCC3a numeric vector
ASF1Ba numeric vector
ASIC4a numeric vector
ASPHa numeric vector
ASPMa numeric vector
ATAD2a numeric vector
ATAD5a numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATP11Aa numeric vector
ATP11Ca numeric vector
ATP13A4a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP4Ba numeric vector
ATP5F1Da numeric vector
ATP5MC2a numeric vector
ATP5MEa numeric vector
ATP6V0A4a numeric vector
ATP9Ba numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATXN7a numeric vector
AUNIPa numeric vector
AURKAa numeric vector
AVPI1a numeric vector
AWAT1a numeric vector
AZU1a numeric vector
B3GAT2a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B4GALNT2a numeric vector
B4GALT3a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
BACH2a numeric vector
BAG3a numeric vector
BAG5a numeric vector
BAHD1a numeric vector
BAIAP3a numeric vector
BANK1a numeric vector
BASP1a numeric vector
BATF2a numeric vector
BAXa numeric vector
BAZ1Ba numeric vector
This is Test Uni sig data.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Test_Uni_sig_data) ## maybe str(Test_Uni_sig_data) ## plot(Test_Uni_sig_data)data(Test_Uni_sig_data) ## maybe str(Test_Uni_sig_data) ## plot(Test_Uni_sig_data)
This function splits a given dataset into training and testing sets based on a specified fraction.
tr_test_f(data, fraction)tr_test_f(data, fraction)
data |
A data frame containing the dataset to be split. |
fraction |
A numeric value between 0 and 1 indicating the proportion of data to include in the training set. |
The function checks whether the input data is valid and whether the
fraction is a number between 0 and 1.
It then performs a random split of the dataset into training and testing
sets.
A list containing two data frames:
A data frame containing the training set.
A data frame containing the testing set.
# Example dataset data <- data.frame(x = rnorm(100), y = rnorm(100)) fraction <- 0.7 result <- tr_test_f(data, fraction) head(result$train_data) head(result$test_data)# Example dataset data <- data.frame(x = rnorm(100), y = rnorm(100)) fraction <- 0.7 result <- tr_test_f(data, fraction) head(result$train_data) head(result$test_data)
This is Train Clin.
data("Train_Clin")data("Train_Clin")
A data frame with 158 observations on the following 20 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
This is Train Clin.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Train_Clin) ## maybe str(Train_Clin) ## plot(Train_Clin)data(Train_Clin) ## maybe str(Train_Clin) ## plot(Train_Clin)
This is Train Data Nomogram input.
data("Train_Data_Nomogram_input")data("Train_Data_Nomogram_input")
A data frame with 158 observations on the following 34 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
OS_montha numeric vector
ALG6a numeric vector
ARHGAP11Aa numeric vector
DESI1a numeric vector
GALNT7a numeric vector
GJD3a numeric vector
GPC1a numeric vector
H2BC5a numeric vector
HOXD12a numeric vector
RNF185a numeric vector
TANGO2a numeric vector
UNGa numeric vector
ZNF648a numeric vector
PIa numeric vector
This is Train Data Nomogram input.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Train_Data_Nomogram_input) ## maybe str(Train_Data_Nomogram_input) ## plot(Train_Data_Nomogram_input)data(Train_Data_Nomogram_input) ## maybe str(Train_Data_Nomogram_input) ## plot(Train_Data_Nomogram_input)
This is train FPKM.
data("train_FPKM")data("train_FPKM")
A data frame with 158 observations on the following 2025 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
A1BGa numeric vector
A1CFa numeric vector
A2Ma numeric vector
A2ML1a numeric vector
A3GALT2a numeric vector
A4GALTa numeric vector
A4GNTa numeric vector
AAASa numeric vector
AACSa numeric vector
AADACa numeric vector
AADACL2a numeric vector
AADACL3a numeric vector
AADACL4a numeric vector
AADATa numeric vector
AAGABa numeric vector
AAK1a numeric vector
AAMDCa numeric vector
AAMPa numeric vector
AANATa numeric vector
AAR2a numeric vector
AARDa numeric vector
AARS1a numeric vector
AARS2a numeric vector
AARSD1a numeric vector
AASDHa numeric vector
AASDHPPTa numeric vector
AASSa numeric vector
AATFa numeric vector
AATKa numeric vector
ABATa numeric vector
ABCA1a numeric vector
ABCA10a numeric vector
ABCA12a numeric vector
ABCA13a numeric vector
ABCA2a numeric vector
ABCA3a numeric vector
ABCA4a numeric vector
ABCA5a numeric vector
ABCA6a numeric vector
ABCA7a numeric vector
ABCA8a numeric vector
ABCA9a numeric vector
ABCB1a numeric vector
ABCB10a numeric vector
ABCB11a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCB7a numeric vector
ABCB8a numeric vector
ABCB9a numeric vector
ABCC1a numeric vector
ABCC10a numeric vector
ABCC11a numeric vector
ABCC12a numeric vector
ABCC2a numeric vector
ABCC3a numeric vector
ABCC4a numeric vector
ABCC5a numeric vector
ABCC6a numeric vector
ABCC8a numeric vector
ABCC9a numeric vector
ABCD1a numeric vector
ABCD2a numeric vector
ABCD3a numeric vector
ABCD4a numeric vector
ABCE1a numeric vector
ABCF1a numeric vector
ABCF2a numeric vector
ABCF2.H2BE1a numeric vector
ABCF3a numeric vector
ABCG1a numeric vector
ABCG2a numeric vector
ABCG4a numeric vector
ABCG5a numeric vector
ABCG8a numeric vector
ABHD1a numeric vector
ABHD10a numeric vector
ABHD11a numeric vector
ABHD12a numeric vector
ABHD12Ba numeric vector
ABHD13a numeric vector
ABHD14Aa numeric vector
ABHD14A.ACY1a numeric vector
ABHD14Ba numeric vector
ABHD15a numeric vector
ABHD16Aa numeric vector
ABHD16Ba numeric vector
ABHD17Aa numeric vector
ABHD17Ba numeric vector
ABHD17Ca numeric vector
ABHD18a numeric vector
ABHD2a numeric vector
ABHD3a numeric vector
ABHD4a numeric vector
ABHD5a numeric vector
ABHD6a numeric vector
ABHD8a numeric vector
ABI1a numeric vector
ABI2a numeric vector
ABI3a numeric vector
ABI3BPa numeric vector
ABITRAMa numeric vector
ABL1a numeric vector
ABL2a numeric vector
ABLIM1a numeric vector
ABLIM2a numeric vector
ABLIM3a numeric vector
ABOa numeric vector
ABRa numeric vector
ABRAa numeric vector
ABRACLa numeric vector
ABRAXAS1a numeric vector
ABRAXAS2a numeric vector
ABT1a numeric vector
ABTB1a numeric vector
ABTB2a numeric vector
AC000093.1a numeric vector
AC000120.2a numeric vector
AC000120.3a numeric vector
AC001226.2a numeric vector
AC002094.3a numeric vector
AC002310.4a numeric vector
AC002456.2a numeric vector
AC002985.1a numeric vector
AC002996.1a numeric vector
AC003002.1a numeric vector
AC003002.2a numeric vector
AC003002.3a numeric vector
AC003005.1a numeric vector
AC003006.1a numeric vector
AC003688.1a numeric vector
AC004076.1a numeric vector
AC004080.3a numeric vector
AC004223.3a numeric vector
AC004233.4a numeric vector
AC004593.2a numeric vector
AC004687.2a numeric vector
AC004691.2a numeric vector
AC004706.3a numeric vector
AC004805.1a numeric vector
AC004832.3a numeric vector
AC004922.1a numeric vector
AC004997.1a numeric vector
AC005020.2a numeric vector
AC005041.1a numeric vector
AC005154.5a numeric vector
AC005192.1a numeric vector
AC005258.1a numeric vector
AC005324.2a numeric vector
AC005324.3a numeric vector
AC005520.1a numeric vector
AC005551.1a numeric vector
AC005670.2a numeric vector
AC005697.1a numeric vector
AC005702.1a numeric vector
AC005726.1a numeric vector
AC005832.4a numeric vector
AC005833.1a numeric vector
AC005837.2a numeric vector
AC005943.1a numeric vector
AC006030.1a numeric vector
AC006059.2a numeric vector
AC006064.6a numeric vector
AC006254.1a numeric vector
AC006486.1a numeric vector
AC006486.3a numeric vector
AC006538.2a numeric vector
AC006978.2a numeric vector
AC007040.2a numeric vector
AC007192.1a numeric vector
AC007326.4a numeric vector
AC007375.2a numeric vector
AC007731.4a numeric vector
AC007846.2a numeric vector
AC007906.2a numeric vector
AC007998.2a numeric vector
AC008012.1a numeric vector
AC008073.3a numeric vector
AC008162.2a numeric vector
AC008397.1a numeric vector
AC008397.2a numeric vector
AC008403.1a numeric vector
AC008481.3a numeric vector
AC008537.1a numeric vector
AC008575.1a numeric vector
AC008581.2a numeric vector
AC008676.3a numeric vector
AC008687.1a numeric vector
AC008687.4a numeric vector
AC008687.8a numeric vector
AC008695.1a numeric vector
AC008750.7a numeric vector
AC008758.1a numeric vector
AC008758.5a numeric vector
AC008758.6a numeric vector
AC008763.2a numeric vector
AC008763.3a numeric vector
AC008763.4a numeric vector
AC008764.1a numeric vector
AC008764.4a numeric vector
AC008770.1a numeric vector
AC008770.2a numeric vector
AC008770.4a numeric vector
AC008878.1a numeric vector
AC008878.2a numeric vector
AC008878.3a numeric vector
AC008982.1a numeric vector
AC009070.1a numeric vector
AC009133.6a numeric vector
AC009163.3a numeric vector
AC009163.5a numeric vector
AC009412.1a numeric vector
AC009690.1a numeric vector
AC009690.3a numeric vector
AC009779.3a numeric vector
AC009879.2a numeric vector
AC009879.3a numeric vector
AC010132.3a numeric vector
AC010197.2a numeric vector
AC010255.2a numeric vector
AC010319.2a numeric vector
AC010323.1a numeric vector
AC010325.1a numeric vector
AC010326.2a numeric vector
AC010327.2a numeric vector
AC010422.3a numeric vector
AC010422.5a numeric vector
AC010422.6a numeric vector
AC010422.8a numeric vector
AC010463.1a numeric vector
AC010522.1a numeric vector
AC010531.1a numeric vector
AC010542.3a numeric vector
AC010547.4a numeric vector
AC010615.4a numeric vector
AC010616.1a numeric vector
AC010619.1a numeric vector
AC010646.1a numeric vector
AC010973.3a numeric vector
AC010980.1a numeric vector
AC011005.1a numeric vector
AC011330.3a numeric vector
AC011448.1a numeric vector
AC011452.1a numeric vector
AC011455.2a numeric vector
AC011462.1a numeric vector
AC011473.4a numeric vector
AC011479.1a numeric vector
AC011498.4a numeric vector
AC011499.1a numeric vector
AC011511.1a numeric vector
AC011511.4a numeric vector
AC011530.1a numeric vector
AC012184.2a numeric vector
AC012213.5a numeric vector
AC012254.2a numeric vector
AC012309.1a numeric vector
AC012488.2a numeric vector
AC012531.3a numeric vector
AC012651.1a numeric vector
AC013271.1a numeric vector
AC013394.1a numeric vector
AC013470.2a numeric vector
AC013477.1a numeric vector
AC013489.1a numeric vector
AC013717.1a numeric vector
AC015688.4a numeric vector
AC015802.6a numeric vector
AC015813.2a numeric vector
AC017083.3a numeric vector
AC018362.3a numeric vector
AC018512.1a numeric vector
AC018523.2a numeric vector
AC018630.4a numeric vector
AC018709.1a numeric vector
AC018755.2a numeric vector
AC018809.3a numeric vector
AC019117.3a numeric vector
AC019257.8a numeric vector
AC020636.2a numeric vector
AC020765.6a numeric vector
AC020907.6a numeric vector
AC020909.1a numeric vector
AC020915.4a numeric vector
AC020922.1a numeric vector
AC021072.1a numeric vector
AC021087.5a numeric vector
AC021660.3a numeric vector
AC022335.1a numeric vector
AC022384.1a numeric vector
AC022400.5a numeric vector
AC022414.1a numeric vector
AC022415.2a numeric vector
AC022506.1a numeric vector
AC022826.2a numeric vector
AC023055.1a numeric vector
AC024592.3a numeric vector
AC024598.1a numeric vector
AC025165.3a numeric vector
AC025165.6a numeric vector
AC025263.2a numeric vector
AC025283.2a numeric vector
AC025287.4a numeric vector
AC026316.4a numeric vector
AC026464.1a numeric vector
AC026464.3a numeric vector
AC026464.4a numeric vector
AC026464.6a numeric vector
AC026786.1a numeric vector
AC026954.2a numeric vector
AC027644.4a numeric vector
AC027796.3a numeric vector
AC034102.2a numeric vector
AC034228.3a numeric vector
AC036214.3a numeric vector
AC037459.1a numeric vector
AC040162.1a numeric vector
AC046185.1a numeric vector
AC048338.1a numeric vector
AC048338.2a numeric vector
AC053503.6a numeric vector
AC055811.2a numeric vector
AC055839.2a numeric vector
AC058822.1a numeric vector
AC063943.2a numeric vector
AC067968.1a numeric vector
AC068234.1a numeric vector
AC068533.4a numeric vector
AC068547.1a numeric vector
AC068580.4a numeric vector
AC068631.2a numeric vector
AC068775.1a numeric vector
AC068831.6a numeric vector
AC068870.4a numeric vector
AC068896.1a numeric vector
AC068946.1a numeric vector
AC068946.2a numeric vector
AC069257.3a numeric vector
AC069288.1a numeric vector
AC069368.1a numeric vector
AC069444.2a numeric vector
AC069503.2a numeric vector
AC069544.2a numeric vector
AC072022.2a numeric vector
AC073082.1a numeric vector
AC073111.3a numeric vector
AC073283.3a numeric vector
AC073508.2a numeric vector
AC073585.1a numeric vector
AC073610.2a numeric vector
AC073612.1a numeric vector
AC073896.1a numeric vector
AC074143.1a numeric vector
AC078815.1a numeric vector
AC078927.1a numeric vector
AC079447.1a numeric vector
AC079594.1a numeric vector
AC079741.2a numeric vector
AC083800.1a numeric vector
AC083977.1a numeric vector
AC084337.2a numeric vector
AC084756.2a numeric vector
AC087289.3a numeric vector
AC087632.2a numeric vector
AC087721.2a numeric vector
AC090004.1a numeric vector
AC090227.2a numeric vector
AC090360.1a numeric vector
AC090517.4a numeric vector
AC090527.2a numeric vector
AC091057.5a numeric vector
AC091167.2a numeric vector
AC091167.6a numeric vector
AC091167.7a numeric vector
AC091551.1a numeric vector
AC091959.1a numeric vector
AC092017.2a numeric vector
AC092042.3a numeric vector
AC092073.1a numeric vector
AC092111.3a numeric vector
AC092143.1a numeric vector
AC092329.3a numeric vector
AC092442.1a numeric vector
AC092587.1a numeric vector
AC092647.5a numeric vector
AC092718.3a numeric vector
AC092718.8a numeric vector
AC092835.1a numeric vector
AC093155.3a numeric vector
AC093227.2a numeric vector
AC093246.1a numeric vector
AC093323.1a numeric vector
AC093423.3a numeric vector
AC093512.2a numeric vector
AC093525.1a numeric vector
AC093525.2a numeric vector
AC093668.1a numeric vector
AC093827.5a numeric vector
AC093884.1a numeric vector
AC093899.2a numeric vector
AC096887.1a numeric vector
AC097104.1a numeric vector
AC097625.1a numeric vector
AC097634.4a numeric vector
AC097636.1a numeric vector
AC097637.1a numeric vector
AC098484.3a numeric vector
AC098582.1a numeric vector
AC098588.2a numeric vector
AC098650.1a numeric vector
AC098850.3a numeric vector
AC099489.1a numeric vector
AC099569.1a numeric vector
AC099811.2a numeric vector
AC099850.2a numeric vector
AC100868.1a numeric vector
AC104109.3a numeric vector
AC104304.2a numeric vector
AC104389.5a numeric vector
AC104389.6a numeric vector
AC104452.1a numeric vector
AC104472.3a numeric vector
AC104532.1a numeric vector
AC104581.2a numeric vector
AC105001.2a numeric vector
AC105052.1a numeric vector
AC105052.3a numeric vector
AC106741.1a numeric vector
AC106873.8a numeric vector
AC106886.5a numeric vector
AC107871.1a numeric vector
AC107959.5a numeric vector
AC108488.2a numeric vector
AC108941.3a numeric vector
AC109583.1a numeric vector
AC110275.1a numeric vector
AC112128.1a numeric vector
AC112229.3a numeric vector
AC112504.2a numeric vector
AC113189.12a numeric vector
AC113348.1a numeric vector
AC113348.2a numeric vector
AC113554.1a numeric vector
AC114402.2a numeric vector
AC114490.2a numeric vector
AC114490.3a numeric vector
AC114982.2a numeric vector
AC116366.2a numeric vector
AC117378.1a numeric vector
AC117457.1a numeric vector
AC118470.1a numeric vector
AC118553.2a numeric vector
AC119396.1a numeric vector
AC119674.2a numeric vector
AC119676.1a numeric vector
AC119733.1a numeric vector
AC120057.2a numeric vector
AC120114.4a numeric vector
AC124312.1a numeric vector
AC126283.2a numeric vector
AC127029.3a numeric vector
AC129492.3a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC134669.1a numeric vector
AC134980.2a numeric vector
AC135050.2a numeric vector
AC135068.1a numeric vector
AC135068.4a numeric vector
AC135178.3a numeric vector
AC136428.1a numeric vector
AC137834.1a numeric vector
AC138647.1a numeric vector
AC138696.1a numeric vector
AC138811.2a numeric vector
AC138894.1a numeric vector
AC138969.1a numeric vector
AC139491.7a numeric vector
AC139530.2a numeric vector
AC140504.1a numeric vector
AC142391.1a numeric vector
AC144573.1a numeric vector
AC231656.1a numeric vector
AC231657.3a numeric vector
AC233723.1a numeric vector
AC233992.2a numeric vector
AC235565.2a numeric vector
AC236972.4a numeric vector
AC242628.1a numeric vector
AC242842.3a numeric vector
AC243547.3a numeric vector
AC243967.1a numeric vector
AC244197.3a numeric vector
AC244517.10a numeric vector
AC245033.1a numeric vector
AC245748.1a numeric vector
AC253536.7a numeric vector
ACAA1a numeric vector
ACAA2a numeric vector
ACACAa numeric vector
ACACBa numeric vector
ACAD10a numeric vector
ACAD11a numeric vector
ACAD8a numeric vector
ACAD9a numeric vector
ACADLa numeric vector
ACADMa numeric vector
ACADSa numeric vector
ACADSBa numeric vector
ACADVLa numeric vector
ACANa numeric vector
ACAP1a numeric vector
ACAP2a numeric vector
ACAP3a numeric vector
ACAT1a numeric vector
ACAT2a numeric vector
ACBD3a numeric vector
ACBD4a numeric vector
ACBD5a numeric vector
ACBD6a numeric vector
ACBD7a numeric vector
ACCSa numeric vector
ACCSLa numeric vector
ACDa numeric vector
ACEa numeric vector
ACE2a numeric vector
ACER1a numeric vector
ACER2a numeric vector
ACER3a numeric vector
ACHEa numeric vector
ACIN1a numeric vector
ACKR1a numeric vector
ACKR2a numeric vector
ACKR3a numeric vector
ACKR4a numeric vector
ACLYa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACOD1a numeric vector
ACOT1a numeric vector
ACOT11a numeric vector
ACOT12a numeric vector
ACOT13a numeric vector
ACOT2a numeric vector
ACOT4a numeric vector
ACOT6a numeric vector
ACOT7a numeric vector
ACOT8a numeric vector
ACOT9a numeric vector
ACOX1a numeric vector
ACOX2a numeric vector
ACOX3a numeric vector
ACOXLa numeric vector
ACP1a numeric vector
ACP2a numeric vector
ACP3a numeric vector
ACP4a numeric vector
ACP5a numeric vector
ACP6a numeric vector
ACP7a numeric vector
ACRa numeric vector
ACRBPa numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSBG2a numeric vector
ACSF2a numeric vector
ACSF3a numeric vector
ACSL1a numeric vector
ACSL3a numeric vector
ACSL4a numeric vector
ACSL5a numeric vector
ACSL6a numeric vector
ACSM1a numeric vector
ACSM2Aa numeric vector
ACSM2Ba numeric vector
ACSM3a numeric vector
ACSM4a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACSS1a numeric vector
ACSS2a numeric vector
ACSS3a numeric vector
ACTA1a numeric vector
ACTA2a numeric vector
ACTBa numeric vector
ACTBL2a numeric vector
ACTC1a numeric vector
ACTG1a numeric vector
ACTG2a numeric vector
ACTL10a numeric vector
ACTL6Aa numeric vector
ACTL6Ba numeric vector
ACTL7Aa numeric vector
ACTL7Ba numeric vector
ACTL8a numeric vector
ACTL9a numeric vector
ACTN1a numeric vector
ACTN2a numeric vector
ACTN3a numeric vector
ACTN4a numeric vector
ACTR10a numeric vector
ACTR1Aa numeric vector
ACTR1Ba numeric vector
ACTR2a numeric vector
ACTR3a numeric vector
ACTR3Ba numeric vector
ACTR3Ca numeric vector
ACTR5a numeric vector
ACTR6a numeric vector
ACTR8a numeric vector
ACTRT1a numeric vector
ACTRT2a numeric vector
ACTRT3a numeric vector
ACVR1a numeric vector
ACVR1Ba numeric vector
ACVR1Ca numeric vector
ACVR2Aa numeric vector
ACVR2Ba numeric vector
ACVRL1a numeric vector
ACY1a numeric vector
ACY3a numeric vector
ACYP1a numeric vector
ACYP2a numeric vector
AD000671.1a numeric vector
AD000671.2a numeric vector
ADAa numeric vector
ADA2a numeric vector
ADAD1a numeric vector
ADAD2a numeric vector
ADALa numeric vector
ADAM10a numeric vector
ADAM11a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM17a numeric vector
ADAM18a numeric vector
ADAM19a numeric vector
ADAM2a numeric vector
ADAM20a numeric vector
ADAM21a numeric vector
ADAM22a numeric vector
ADAM23a numeric vector
ADAM28a numeric vector
ADAM29a numeric vector
ADAM30a numeric vector
ADAM32a numeric vector
ADAM33a numeric vector
ADAM7a numeric vector
ADAM8a numeric vector
ADAM9a numeric vector
ADAMDEC1a numeric vector
ADAMTS1a numeric vector
ADAMTS10a numeric vector
ADAMTS12a numeric vector
ADAMTS13a numeric vector
ADAMTS14a numeric vector
ADAMTS15a numeric vector
ADAMTS16a numeric vector
ADAMTS17a numeric vector
ADAMTS18a numeric vector
ADAMTS19a numeric vector
ADAMTS2a numeric vector
ADAMTS20a numeric vector
ADAMTS3a numeric vector
ADAMTS4a numeric vector
ADAMTS5a numeric vector
ADAMTS6a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADAMTS9a numeric vector
ADAMTSL1a numeric vector
ADAMTSL2a numeric vector
ADAMTSL3a numeric vector
ADAMTSL4a numeric vector
ADAMTSL5a numeric vector
ADAP1a numeric vector
ADAP2a numeric vector
ADARa numeric vector
ADARB1a numeric vector
ADARB2a numeric vector
ADAT1a numeric vector
ADAT2a numeric vector
ADAT3a numeric vector
ADCK1a numeric vector
ADCK2a numeric vector
ADCK5a numeric vector
ADCY1a numeric vector
ADCY10a numeric vector
ADCY2a numeric vector
ADCY3a numeric vector
ADCY4a numeric vector
ADCY5a numeric vector
ADCY6a numeric vector
ADCY7a numeric vector
ADCY8a numeric vector
ADCY9a numeric vector
ADCYAP1a numeric vector
ADCYAP1R1a numeric vector
ADD1a numeric vector
ADD2a numeric vector
ADD3a numeric vector
ADGBa numeric vector
ADGRA1a numeric vector
ADGRA2a numeric vector
ADGRA3a numeric vector
ADGRB1a numeric vector
ADGRB2a numeric vector
ADGRB3a numeric vector
ADGRD1a numeric vector
ADGRD2a numeric vector
ADGRE1a numeric vector
ADGRE2a numeric vector
ADGRE3a numeric vector
ADGRE5a numeric vector
ADGRF1a numeric vector
ADGRF2a numeric vector
ADGRF3a numeric vector
ADGRF4a numeric vector
ADGRF5a numeric vector
ADGRG1a numeric vector
ADGRG2a numeric vector
ADGRG3a numeric vector
ADGRG4a numeric vector
ADGRG5a numeric vector
ADGRG6a numeric vector
ADGRG7a numeric vector
ADGRL1a numeric vector
ADGRL2a numeric vector
ADGRL3a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH1Aa numeric vector
ADH1Ba numeric vector
ADH1Ca numeric vector
ADH4a numeric vector
ADH5a numeric vector
ADH6a numeric vector
ADH7a numeric vector
ADHFE1a numeric vector
ADI1a numeric vector
ADIGa numeric vector
ADIPOQa numeric vector
ADIPOR1a numeric vector
ADIPOR2a numeric vector
ADIRFa numeric vector
ADKa numeric vector
ADMa numeric vector
ADM2a numeric vector
ADM5a numeric vector
ADNPa numeric vector
ADNP2a numeric vector
ADOa numeric vector
ADORA1a numeric vector
ADORA2Aa numeric vector
ADORA2Ba numeric vector
ADORA3a numeric vector
ADPGKa numeric vector
ADPRHa numeric vector
ADPRHL1a numeric vector
ADPRMa numeric vector
ADPRSa numeric vector
ADRA1Aa numeric vector
ADRA1Ba numeric vector
ADRA1Da numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
ADRA2Ca numeric vector
ADRB1a numeric vector
ADRB2a numeric vector
ADRB3a numeric vector
ADRM1a numeric vector
ADSLa numeric vector
ADSS1a numeric vector
ADSS2a numeric vector
ADTRPa numeric vector
AEBP1a numeric vector
AEBP2a numeric vector
AENa numeric vector
AF196969.1a numeric vector
AF241726.1a numeric vector
AFAP1a numeric vector
AFAP1L1a numeric vector
AFAP1L2a numeric vector
AFDNa numeric vector
AFF1a numeric vector
AFF2a numeric vector
AFF3a numeric vector
AFF4a numeric vector
AFG1La numeric vector
AFG3L2a numeric vector
AFMa numeric vector
AFMIDa numeric vector
AFPa numeric vector
AFTPHa numeric vector
AGAa numeric vector
AGAP1a numeric vector
AGAP2a numeric vector
AGAP3a numeric vector
AGAP4a numeric vector
AGAP5a numeric vector
AGAP6a numeric vector
AGAP9a numeric vector
AGBL1a numeric vector
AGBL2a numeric vector
AGBL3a numeric vector
AGBL4a numeric vector
AGBL5a numeric vector
AGERa numeric vector
AGFG1a numeric vector
AGFG2a numeric vector
AGGF1a numeric vector
AGKa numeric vector
AGLa numeric vector
AGMATa numeric vector
AGMOa numeric vector
AGO1a numeric vector
AGO2a numeric vector
AGO3a numeric vector
AGO4a numeric vector
AGPAT1a numeric vector
AGPAT2a numeric vector
AGPAT3a numeric vector
AGPAT4a numeric vector
AGPAT5a numeric vector
AGPSa numeric vector
AGR2a numeric vector
AGR3a numeric vector
AGRNa numeric vector
AGRPa numeric vector
AGTa numeric vector
AGTPBP1a numeric vector
AGTR1a numeric vector
AGTR2a numeric vector
AGTRAPa numeric vector
AGXTa numeric vector
AGXT2a numeric vector
AHCTF1a numeric vector
AHCYa numeric vector
AHCYL1a numeric vector
AHCYL2a numeric vector
AHDC1a numeric vector
AHI1a numeric vector
AHNAKa numeric vector
AHNAK2a numeric vector
AHRa numeric vector
AHRRa numeric vector
AHSA1a numeric vector
AHSGa numeric vector
AHSPa numeric vector
AICDAa numeric vector
AIDAa numeric vector
AIDAP1a numeric vector
AIDAP2a numeric vector
AIDAP3a numeric vector
AIF1a numeric vector
AIF1La numeric vector
AIFM1a numeric vector
AIFM2a numeric vector
AIFM3a numeric vector
AIG1a numeric vector
AIM2a numeric vector
AIMP1a numeric vector
AIMP2a numeric vector
AIPa numeric vector
AIPL1a numeric vector
AIREa numeric vector
AJAP1a numeric vector
AJM1a numeric vector
AJUBAa numeric vector
AK1a numeric vector
AK2a numeric vector
AK3a numeric vector
AK4a numeric vector
AK5a numeric vector
AK6a numeric vector
AK7a numeric vector
AK8a numeric vector
AK9a numeric vector
AKAIN1a numeric vector
AKAP1a numeric vector
AKAP10a numeric vector
AKAP11a numeric vector
AKAP12a numeric vector
AKAP13a numeric vector
AKAP14a numeric vector
AKAP17Aa numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP5a numeric vector
AKAP6a numeric vector
AKAP7a numeric vector
AKAP8a numeric vector
AKAP8La numeric vector
AKAP9a numeric vector
AKIP1a numeric vector
AKIRIN1a numeric vector
AKIRIN2a numeric vector
AKNAa numeric vector
AKNAD1a numeric vector
AKR1A1a numeric vector
AKR1B1a numeric vector
AKR1B10a numeric vector
AKR1B15a numeric vector
AKR1C1a numeric vector
AKR1C2a numeric vector
AKR1C3a numeric vector
AKR1C4a numeric vector
AKR1C8Pa numeric vector
AKR1D1a numeric vector
AKR1E2a numeric vector
AKR7A2a numeric vector
AKR7A3a numeric vector
AKT1a numeric vector
AKT1S1a numeric vector
AKT2a numeric vector
AKT3a numeric vector
AKTIPa numeric vector
AL020996.2a numeric vector
AL021546.1a numeric vector
AL021997.2a numeric vector
AL022238.3a numeric vector
AL022312.1a numeric vector
AL022318.4a numeric vector
AL024498.2a numeric vector
AL031178.1a numeric vector
AL031178.2a numeric vector
AL031315.1a numeric vector
AL031681.2a numeric vector
AL031708.1a numeric vector
AL031777.2a numeric vector
AL031847.1a numeric vector
AL033529.1a numeric vector
AL034430.1a numeric vector
AL034430.2a numeric vector
AL035078.4a numeric vector
AL035425.2a numeric vector
AL035460.1a numeric vector
AL035461.3a numeric vector
AL035699.1a numeric vector
AL049569.3a numeric vector
AL049629.2a numeric vector
AL049634.2a numeric vector
AL049650.1a numeric vector
AL049697.1a numeric vector
AL049779.1a numeric vector
AL049839.2a numeric vector
AL049844.1a numeric vector
AL049844.3a numeric vector
AL096711.2a numeric vector
AL096814.1a numeric vector
AL096814.2a numeric vector
AL109811.3a numeric vector
AL109827.1a numeric vector
AL110118.1a numeric vector
AL117339.4a numeric vector
AL117348.2a numeric vector
AL121594.1a numeric vector
AL121753.1a numeric vector
AL121758.1a numeric vector
AL121845.2a numeric vector
AL121845.3a numeric vector
AL121899.2a numeric vector
AL121900.1a numeric vector
AL132671.2a numeric vector
AL132780.3a numeric vector
AL133352.1a numeric vector
AL133353.2a numeric vector
AL133410.3a numeric vector
AL133500.1a numeric vector
AL135905.2a numeric vector
AL136295.1a numeric vector
AL136295.3a numeric vector
AL136295.4a numeric vector
AL136295.5a numeric vector
AL136531.2a numeric vector
AL138752.2a numeric vector
AL139011.2a numeric vector
AL139142.2a numeric vector
AL139260.3a numeric vector
AL139300.1a numeric vector
AL139353.1a numeric vector
AL157392.5a numeric vector
AL157935.2a numeric vector
AL158151.3a numeric vector
AL159163.1a numeric vector
AL160269.1a numeric vector
AL160272.2a numeric vector
AL162231.1a numeric vector
AL162231.3a numeric vector
AL162377.3a numeric vector
AL162417.1a numeric vector
AL162596.1a numeric vector
AL163195.3a numeric vector
AL163636.1a numeric vector
AL353572.3a numeric vector
AL353579.1a numeric vector
AL353588.1a numeric vector
AL354761.1a numeric vector
AL355102.2a numeric vector
AL355312.5a numeric vector
AL355315.1a numeric vector
AL355385.2a numeric vector
AL355916.3a numeric vector
AL355987.1a numeric vector
AL355987.3a numeric vector
AL357075.4a numeric vector
AL357556.3a numeric vector
AL357673.1a numeric vector
AL358113.1a numeric vector
AL358472.6a numeric vector
AL358472.7a numeric vector
AL359092.3a numeric vector
AL359736.1a numeric vector
AL359922.1a numeric vector
AL360181.3a numeric vector
AL365205.1a numeric vector
AL365214.2a numeric vector
AL365232.1a numeric vector
AL365273.2a numeric vector
AL391628.1a numeric vector
AL391650.1a numeric vector
AL391987.1a numeric vector
AL391987.2a numeric vector
AL441992.2a numeric vector
AL445238.1a numeric vector
AL445423.3a numeric vector
AL445524.2a numeric vector
AL445685.3a numeric vector
AL445989.1a numeric vector
AL451007.3a numeric vector
AL451062.2a numeric vector
AL451106.1a numeric vector
AL451136.1a numeric vector
AL512428.1a numeric vector
AL512506.3a numeric vector
AL512785.2a numeric vector
AL513165.2a numeric vector
AL583836.1a numeric vector
AL589666.1a numeric vector
AL590132.1a numeric vector
AL590560.2a numeric vector
AL590764.2a numeric vector
AL591806.2a numeric vector
AL592490.1a numeric vector
AL603764.2a numeric vector
AL603832.3a numeric vector
AL627230.1a numeric vector
AL627230.3a numeric vector
AL645922.1a numeric vector
AL645941.2a numeric vector
AL662884.4a numeric vector
AL662899.1a numeric vector
AL662899.2a numeric vector
AL669918.1a numeric vector
AL672142.1a numeric vector
AL691442.1a numeric vector
AL713999.2a numeric vector
AL772284.1a numeric vector
AL807752.6a numeric vector
AL807752.7a numeric vector
AL845331.1a numeric vector
AL928654.3a numeric vector
AL929554.1a numeric vector
ALADa numeric vector
ALAS1a numeric vector
ALAS2a numeric vector
ALBa numeric vector
ALCAMa numeric vector
ALDH16A1a numeric vector
ALDH18A1a numeric vector
ALDH1A1a numeric vector
ALDH1A2a numeric vector
ALDH1A3a numeric vector
ALDH1B1a numeric vector
ALDH1L1a numeric vector
ALDH1L2a numeric vector
ALDH2a numeric vector
ALDH3A1a numeric vector
ALDH3A2a numeric vector
ALDH3B1a numeric vector
ALDH3B2a numeric vector
ALDH4A1a numeric vector
ALDH5A1a numeric vector
ALDH6A1a numeric vector
ALDH7A1a numeric vector
ALDH8A1a numeric vector
ALDH9A1a numeric vector
ALDOAa numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG1a numeric vector
ALG10a numeric vector
ALG10Ba numeric vector
ALG11a numeric vector
ALG12a numeric vector
ALG13a numeric vector
ALG14a numeric vector
ALG1La numeric vector
ALG1L2a numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG5a numeric vector
ALG6a numeric vector
ALG8a numeric vector
ALG9a numeric vector
ALKa numeric vector
ALKAL1a numeric vector
ALKAL2a numeric vector
ALKBH1a numeric vector
ALKBH2a numeric vector
ALKBH3a numeric vector
ALKBH4a numeric vector
ALKBH5a numeric vector
ALKBH6a numeric vector
ALKBH7a numeric vector
ALKBH8a numeric vector
ALLCa numeric vector
ALMS1a numeric vector
ALOX12a numeric vector
ALOX12Ba numeric vector
ALOX15a numeric vector
ALOX15Ba numeric vector
ALOX5a numeric vector
ALOX5APa numeric vector
ALOXE3a numeric vector
ALPGa numeric vector
ALPIa numeric vector
ALPK1a numeric vector
ALPK2a numeric vector
ALPK3a numeric vector
ALPLa numeric vector
ALPPa numeric vector
ALS2a numeric vector
ALS2CLa numeric vector
ALX1a numeric vector
ALX3a numeric vector
ALX4a numeric vector
ALYREFa numeric vector
AMACRa numeric vector
AMBNa numeric vector
AMBPa numeric vector
AMBRA1a numeric vector
AMD1a numeric vector
AMDHD1a numeric vector
AMDHD2a numeric vector
AMELXa numeric vector
AMELYa numeric vector
AMER1a numeric vector
AMER2a numeric vector
AMER3a numeric vector
AMFRa numeric vector
AMHa numeric vector
AMHR2a numeric vector
AMIGO1a numeric vector
AMIGO2a numeric vector
AMIGO3a numeric vector
AMMECR1a numeric vector
AMMECR1La numeric vector
AMNa numeric vector
AMN1a numeric vector
AMOTa numeric vector
AMOTL1a numeric vector
AMOTL2a numeric vector
AMPD1a numeric vector
AMPD2a numeric vector
AMPD3a numeric vector
AMPHa numeric vector
AMTa numeric vector
AMTNa numeric vector
AMY1Aa numeric vector
AMY1Ba numeric vector
AMY1Ca numeric vector
AMY2Aa numeric vector
AMY2Ba numeric vector
AMZ1a numeric vector
AMZ2a numeric vector
ANAPC1a numeric vector
ANAPC10a numeric vector
ANAPC11a numeric vector
ANAPC13a numeric vector
ANAPC15a numeric vector
ANAPC16a numeric vector
ANAPC2a numeric vector
ANAPC4a numeric vector
ANAPC5a numeric vector
ANAPC7a numeric vector
ANGa numeric vector
ANGEL1a numeric vector
ANGEL2a numeric vector
ANGPT1a numeric vector
ANGPT2a numeric vector
ANGPT4a numeric vector
ANGPTL1a numeric vector
ANGPTL2a numeric vector
ANGPTL3a numeric vector
ANGPTL4a numeric vector
ANGPTL5a numeric vector
ANGPTL6a numeric vector
ANGPTL7a numeric vector
ANGPTL8a numeric vector
ANHXa numeric vector
ANK1a numeric vector
ANK2a numeric vector
ANK3a numeric vector
ANKARa numeric vector
ANKDD1Aa numeric vector
ANKDD1Ba numeric vector
ANKEF1a numeric vector
ANKFN1a numeric vector
ANKFY1a numeric vector
ANKHa numeric vector
ANKHD1a numeric vector
ANKHD1.EIF4EBP3a numeric vector
ANKIB1a numeric vector
ANKK1a numeric vector
ANKLE1a numeric vector
ANKLE2a numeric vector
ANKMY1a numeric vector
ANKMY2a numeric vector
ANKRA2a numeric vector
ANKRD1a numeric vector
ANKRD10a numeric vector
ANKRD11a numeric vector
ANKRD12a numeric vector
ANKRD13Aa numeric vector
ANKRD13Ba numeric vector
ANKRD13Ca numeric vector
ANKRD13Da numeric vector
ANKRD16a numeric vector
ANKRD17a numeric vector
ANKRD18Aa numeric vector
ANKRD18Ba numeric vector
ANKRD2a numeric vector
ANKRD20A1a numeric vector
ANKRD20A2Pa numeric vector
ANKRD20A3Pa numeric vector
ANKRD20A4Pa numeric vector
ANKRD22a numeric vector
ANKRD23a numeric vector
ANKRD24a numeric vector
ANKRD26a numeric vector
ANKRD27a numeric vector
ANKRD28a numeric vector
ANKRD29a numeric vector
ANKRD30Aa numeric vector
ANKRD30Ba numeric vector
ANKRD30BLa numeric vector
ANKRD31a numeric vector
ANKRD33a numeric vector
ANKRD33Ba numeric vector
ANKRD34Aa numeric vector
ANKRD34Ba numeric vector
ANKRD34Ca numeric vector
ANKRD35a numeric vector
ANKRD36a numeric vector
ANKRD36Ba numeric vector
ANKRD36Ca numeric vector
ANKRD37a numeric vector
ANKRD39a numeric vector
ANKRD40a numeric vector
ANKRD40CLa numeric vector
ANKRD42a numeric vector
ANKRD44a numeric vector
ANKRD45a numeric vector
ANKRD46a numeric vector
ANKRD49a numeric vector
ANKRD50a numeric vector
ANKRD52a numeric vector
ANKRD53a numeric vector
ANKRD54a numeric vector
ANKRD55a numeric vector
ANKRD6a numeric vector
ANKRD60a numeric vector
ANKRD61a numeric vector
ANKRD62a numeric vector
ANKRD63a numeric vector
ANKRD65a numeric vector
ANKRD66a numeric vector
ANKRD7a numeric vector
ANKRD9a numeric vector
ANKS1Aa numeric vector
ANKS1Ba numeric vector
ANKS3a numeric vector
ANKS4Ba numeric vector
ANKS6a numeric vector
ANKUB1a numeric vector
ANKZF1a numeric vector
ANLNa numeric vector
ANO1a numeric vector
ANO10a numeric vector
ANO2a numeric vector
ANO3a numeric vector
ANO4a numeric vector
ANO5a numeric vector
ANO6a numeric vector
ANO7a numeric vector
ANO8a numeric vector
ANO9a numeric vector
ANOS1a numeric vector
ANP32Aa numeric vector
ANP32Ba numeric vector
ANP32Da numeric vector
ANP32Ea numeric vector
ANPEPa numeric vector
ANTKMTa numeric vector
ANTXR1a numeric vector
ANTXR2a numeric vector
ANTXRLa numeric vector
ANXA1a numeric vector
ANXA10a numeric vector
ANXA11a numeric vector
ANXA13a numeric vector
ANXA2a numeric vector
ANXA2Ra numeric vector
ANXA3a numeric vector
ANXA4a numeric vector
ANXA5a numeric vector
ANXA6a numeric vector
ANXA7a numeric vector
ANXA8a numeric vector
ANXA8L1a numeric vector
ANXA9a numeric vector
AOAHa numeric vector
AOC1a numeric vector
AOC2a numeric vector
AOC3a numeric vector
AOPEPa numeric vector
AOX1a numeric vector
AP000295.1a numeric vector
AP000311.1a numeric vector
AP000350.4a numeric vector
AP000356.5a numeric vector
AP000471.1a numeric vector
AP000721.1a numeric vector
AP000781.2a numeric vector
AP000812.3a numeric vector
AP000812.4a numeric vector
AP000944.5a numeric vector
AP001054.1a numeric vector
AP001267.5a numeric vector
AP001273.2a numeric vector
AP001453.3a numeric vector
AP001458.2a numeric vector
AP001781.2a numeric vector
AP001931.1a numeric vector
AP001931.2a numeric vector
AP002373.1a numeric vector
AP002495.1a numeric vector
AP002512.3a numeric vector
AP002748.5a numeric vector
AP002884.2a numeric vector
AP002990.1a numeric vector
AP003071.5a numeric vector
AP003108.2a numeric vector
AP003419.1a numeric vector
AP006621.6a numeric vector
AP1ARa numeric vector
AP1B1a numeric vector
AP1G1a numeric vector
AP1G2a numeric vector
AP1M1a numeric vector
AP1M2a numeric vector
AP1S1a numeric vector
AP1S2a numeric vector
AP1S3a numeric vector
AP2A1a numeric vector
AP2A2a numeric vector
AP2B1a numeric vector
AP2M1a numeric vector
AP2S1a numeric vector
AP3B1a numeric vector
AP3B2a numeric vector
AP3D1a numeric vector
AP3M1a numeric vector
AP3M2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
AP4B1a numeric vector
AP4E1a numeric vector
AP4M1a numeric vector
AP4S1a numeric vector
AP5B1a numeric vector
AP5M1a numeric vector
AP5S1a numeric vector
AP5Z1a numeric vector
APAF1a numeric vector
APBA1a numeric vector
APBA2a numeric vector
APBA3a numeric vector
APBB1a numeric vector
APBB1IPa numeric vector
APBB2a numeric vector
APBB3a numeric vector
APCa numeric vector
APC2a numeric vector
APCDD1a numeric vector
APCDD1La numeric vector
APCSa numeric vector
APEHa numeric vector
APELAa numeric vector
APEX1a numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APH1Ba numeric vector
API5a numeric vector
APIPa numeric vector
APLFa numeric vector
APLNa numeric vector
APLNRa numeric vector
APLP1a numeric vector
APLP2a numeric vector
APMAPa numeric vector
APOA1a numeric vector
APOA2a numeric vector
APOA4a numeric vector
APOA5a numeric vector
APOBa numeric vector
APOBEC1a numeric vector
APOBEC2a numeric vector
APOBEC3Aa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ca numeric vector
APOBEC3Da numeric vector
APOBEC3Fa numeric vector
APOBEC3Ga numeric vector
APOBEC3Ha numeric vector
APOBEC4a numeric vector
APOBRa numeric vector
APOC1a numeric vector
APOC2a numeric vector
APOC3a numeric vector
APOC4a numeric vector
APOC4.APOC2a numeric vector
APODa numeric vector
APOEa numeric vector
APOFa numeric vector
APOHa numeric vector
APOL1a numeric vector
APOL2a numeric vector
APOL3a numeric vector
APOL4a numeric vector
APOL5a numeric vector
APOL6a numeric vector
APOLD1a numeric vector
APOMa numeric vector
APOOa numeric vector
APOOLa numeric vector
APPa numeric vector
APPBP2a numeric vector
APPL1a numeric vector
APPL2a numeric vector
APRTa numeric vector
APTXa numeric vector
AQP1a numeric vector
AQP10a numeric vector
AQP11a numeric vector
AQP12Aa numeric vector
AQP12Ba numeric vector
AQP2a numeric vector
AQP3a numeric vector
AQP4a numeric vector
AQP5a numeric vector
AQP6a numeric vector
AQP7a numeric vector
AQP8a numeric vector
AQP9a numeric vector
AQRa numeric vector
ARa numeric vector
ARAFa numeric vector
ARAP1a numeric vector
ARAP2a numeric vector
ARAP3a numeric vector
ARCa numeric vector
ARCN1a numeric vector
AREGa numeric vector
AREL1a numeric vector
ARF1a numeric vector
ARF3a numeric vector
ARF4a numeric vector
ARF5a numeric vector
ARF6a numeric vector
ARFGAP1a numeric vector
ARFGAP2a numeric vector
ARFGAP3a numeric vector
ARFGEF1a numeric vector
ARFGEF2a numeric vector
ARFGEF3a numeric vector
ARFIP1a numeric vector
ARFIP2a numeric vector
ARFRP1a numeric vector
ARG1a numeric vector
ARG2a numeric vector
ARGFXa numeric vector
ARGLU1a numeric vector
ARHGAP1a numeric vector
ARHGAP10a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGAP15a numeric vector
ARHGAP17a numeric vector
ARHGAP18a numeric vector
ARHGAP19a numeric vector
ARHGAP19.SLIT1a numeric vector
ARHGAP20a numeric vector
ARHGAP21a numeric vector
ARHGAP22a numeric vector
ARHGAP23a numeric vector
ARHGAP24a numeric vector
ARHGAP25a numeric vector
ARHGAP26a numeric vector
ARHGAP27a numeric vector
ARHGAP28a numeric vector
ARHGAP29a numeric vector
ARHGAP30a numeric vector
ARHGAP31a numeric vector
ARHGAP32a numeric vector
ARHGAP33a numeric vector
ARHGAP35a numeric vector
ARHGAP36a numeric vector
ARHGAP39a numeric vector
ARHGAP4a numeric vector
ARHGAP40a numeric vector
ARHGAP42a numeric vector
ARHGAP44a numeric vector
ARHGAP45a numeric vector
ARHGAP5a numeric vector
ARHGAP6a numeric vector
ARHGAP8a numeric vector
ARHGAP9a numeric vector
ARHGDIAa numeric vector
ARHGDIBa numeric vector
ARHGDIGa numeric vector
ARHGEF1a numeric vector
ARHGEF10a numeric vector
ARHGEF10La numeric vector
ARHGEF11a numeric vector
ARHGEF12a numeric vector
ARHGEF15a numeric vector
ARHGEF16a numeric vector
ARHGEF17a numeric vector
ARHGEF18a numeric vector
ARHGEF19a numeric vector
ARHGEF2a numeric vector
ARHGEF25a numeric vector
ARHGEF26a numeric vector
ARHGEF28a numeric vector
ARHGEF3a numeric vector
ARHGEF33a numeric vector
ARHGEF35a numeric vector
ARHGEF37a numeric vector
ARHGEF38a numeric vector
ARHGEF39a numeric vector
ARHGEF4a numeric vector
ARHGEF40a numeric vector
ARHGEF5a numeric vector
ARHGEF6a numeric vector
ARHGEF7a numeric vector
ARHGEF9a numeric vector
ARID1Aa numeric vector
ARID1Ba numeric vector
ARID2a numeric vector
ARID3Aa numeric vector
ARID3Ba numeric vector
ARID3BP1a numeric vector
ARID3Ca numeric vector
ARID4Aa numeric vector
ARID4Ba numeric vector
ARID5Aa numeric vector
ARID5Ba numeric vector
ARIH1a numeric vector
ARIH2a numeric vector
ARL1a numeric vector
ARL10a numeric vector
ARL11a numeric vector
ARL13Aa numeric vector
ARL13Ba numeric vector
ARL14a numeric vector
ARL14EPa numeric vector
ARL14EPLa numeric vector
ARL15a numeric vector
ARL16a numeric vector
ARL17Aa numeric vector
ARL17Ba numeric vector
ARL2a numeric vector
ARL2.SNX15a numeric vector
ARL2BPa numeric vector
ARL3a numeric vector
ARL4Aa numeric vector
ARL4Ca numeric vector
ARL4Da numeric vector
ARL5Aa numeric vector
ARL5Ba numeric vector
ARL5Ca numeric vector
ARL6a numeric vector
ARL6IP1a numeric vector
ARL6IP4a numeric vector
ARL6IP5a numeric vector
ARL6IP6a numeric vector
ARL8Aa numeric vector
ARL8Ba numeric vector
ARL9a numeric vector
ARMC1a numeric vector
ARMC10a numeric vector
ARMC12a numeric vector
ARMC2a numeric vector
ARMC3a numeric vector
ARMC4a numeric vector
ARMC5a numeric vector
ARMC6a numeric vector
ARMC7a numeric vector
ARMC8a numeric vector
ARMC9a numeric vector
ARMCX1a numeric vector
ARMCX2a numeric vector
ARMCX3a numeric vector
ARMCX4a numeric vector
ARMCX5a numeric vector
ARMCX5.GPRASP2a numeric vector
ARMCX6a numeric vector
ARMH1a numeric vector
ARMH2a numeric vector
ARMH3a numeric vector
ARMH4a numeric vector
ARMS2a numeric vector
ARMT1a numeric vector
ARNTa numeric vector
ARNT2a numeric vector
ARNTLa numeric vector
ARNTL2a numeric vector
ARPC1Aa numeric vector
ARPC1Ba numeric vector
ARPC2a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
ARPC4.TTLL3a numeric vector
ARPC5a numeric vector
ARPC5La numeric vector
ARPINa numeric vector
ARPIN.AP3S2a numeric vector
ARPP19a numeric vector
ARPP21a numeric vector
ARR3a numeric vector
ARRB1a numeric vector
ARRB2a numeric vector
ARRDC1a numeric vector
ARRDC2a numeric vector
ARRDC3a numeric vector
ARRDC4a numeric vector
ARRDC5a numeric vector
ARSAa numeric vector
ARSBa numeric vector
ARSDa numeric vector
ARSFa numeric vector
ARSGa numeric vector
ARSHa numeric vector
ARSIa numeric vector
ARSJa numeric vector
ARSKa numeric vector
ARSLa numeric vector
ART1a numeric vector
ART3a numeric vector
ART4a numeric vector
ART5a numeric vector
ARTNa numeric vector
ARV1a numeric vector
ARVCFa numeric vector
ARXa numeric vector
AS3MTa numeric vector
ASAH1a numeric vector
ASAH2a numeric vector
ASAH2Ba numeric vector
ASAP1a numeric vector
ASAP2a numeric vector
ASAP3a numeric vector
ASB1a numeric vector
ASB10a numeric vector
ASB11a numeric vector
ASB12a numeric vector
ASB13a numeric vector
ASB14a numeric vector
ASB15a numeric vector
ASB16a numeric vector
ASB17a numeric vector
ASB18a numeric vector
ASB2a numeric vector
ASB3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASB7a numeric vector
ASB8a numeric vector
ASB9a numeric vector
ASCC1a numeric vector
ASCC2a numeric vector
ASCC3a numeric vector
ASCL1a numeric vector
ASCL2a numeric vector
ASCL3a numeric vector
ASCL4a numeric vector
ASCL5a numeric vector
ASDURFa numeric vector
ASF1Aa numeric vector
ASF1Ba numeric vector
ASGR1a numeric vector
ASGR2a numeric vector
ASH1La numeric vector
ASH2La numeric vector
ASIC1a numeric vector
ASIC2a numeric vector
ASIC3a numeric vector
ASIC4a numeric vector
ASIC5a numeric vector
ASIPa numeric vector
ASLa numeric vector
ASMTa numeric vector
ASMTLa numeric vector
ASNSa numeric vector
ASNSD1a numeric vector
ASPAa numeric vector
ASPDHa numeric vector
ASPGa numeric vector
ASPHa numeric vector
ASPHD1a numeric vector
ASPHD2a numeric vector
ASPMa numeric vector
ASPNa numeric vector
ASPRV1a numeric vector
ASPSCR1a numeric vector
ASRGL1a numeric vector
ASS1a numeric vector
ASTE1a numeric vector
ASTLa numeric vector
ASTN1a numeric vector
ASTN2a numeric vector
ASXL1a numeric vector
ASXL2a numeric vector
ASXL3a numeric vector
ASZ1a numeric vector
ATAD1a numeric vector
ATAD2a numeric vector
ATAD2Ba numeric vector
ATAD3Aa numeric vector
ATAD3Ba numeric vector
ATAD3Ca numeric vector
ATAD5a numeric vector
ATAT1a numeric vector
ATCAYa numeric vector
ATE1a numeric vector
ATF1a numeric vector
ATF2a numeric vector
ATF3a numeric vector
ATF4a numeric vector
ATF5a numeric vector
ATF6a numeric vector
ATF6Ba numeric vector
ATF7a numeric vector
ATF7.NPFFa numeric vector
ATF7IPa numeric vector
ATF7IP2a numeric vector
ATG10a numeric vector
ATG101a numeric vector
ATG12a numeric vector
ATG13a numeric vector
ATG14a numeric vector
ATG16L1a numeric vector
ATG16L2a numeric vector
ATG2Aa numeric vector
ATG2Ba numeric vector
ATG3a numeric vector
ATG4Aa numeric vector
ATG4Ba numeric vector
ATG4Ca numeric vector
ATG4Da numeric vector
ATG5a numeric vector
ATG7a numeric vector
ATG9Aa numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATL1a numeric vector
ATL2a numeric vector
ATL3a numeric vector
ATMa numeric vector
ATMINa numeric vector
ATN1a numeric vector
ATOH1a numeric vector
ATOH7a numeric vector
ATOH8a numeric vector
ATOX1a numeric vector
ATP10Aa numeric vector
ATP10Ba numeric vector
ATP10Da numeric vector
ATP11Aa numeric vector
ATP11Ba numeric vector
ATP11Ca numeric vector
ATP12Aa numeric vector
ATP13A1a numeric vector
ATP13A2a numeric vector
ATP13A3a numeric vector
ATP13A4a numeric vector
ATP13A5a numeric vector
ATP1A1a numeric vector
ATP1A2a numeric vector
ATP1A3a numeric vector
ATP1A4a numeric vector
ATP1B1a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP1B4a numeric vector
ATP23a numeric vector
ATP2A1a numeric vector
ATP2A2a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP2B2a numeric vector
ATP2B3a numeric vector
ATP2B4a numeric vector
ATP2C1a numeric vector
ATP2C2a numeric vector
ATP4Aa numeric vector
ATP4Ba numeric vector
ATP5F1Aa numeric vector
ATP5F1Ba numeric vector
ATP5F1Ca numeric vector
ATP5F1Da numeric vector
ATP5F1Ea numeric vector
ATP5IF1a numeric vector
ATP5MC1a numeric vector
ATP5MC2a numeric vector
ATP5MC3a numeric vector
ATP5MDa numeric vector
ATP5MEa numeric vector
ATP5MFa numeric vector
ATP5MF.PTCD1a numeric vector
ATP5MGa numeric vector
ATP5MGLa numeric vector
ATP5MPLa numeric vector
ATP5PBa numeric vector
ATP5PDa numeric vector
ATP5PFa numeric vector
ATP5POa numeric vector
ATP6AP1a numeric vector
ATP6AP1La numeric vector
ATP6AP2a numeric vector
ATP6V0A1a numeric vector
ATP6V0A2a numeric vector
ATP6V0A4a numeric vector
ATP6V0Ba numeric vector
ATP6V0Ca numeric vector
ATP6V0D1a numeric vector
ATP6V0D2a numeric vector
ATP6V0E1a numeric vector
ATP6V0E2a numeric vector
ATP6V1Aa numeric vector
ATP6V1B1a numeric vector
ATP6V1B2a numeric vector
ATP6V1C1a numeric vector
ATP6V1C2a numeric vector
ATP6V1Da numeric vector
ATP6V1E1a numeric vector
ATP6V1E2a numeric vector
ATP6V1Fa numeric vector
ATP6V1FNBa numeric vector
ATP6V1G1a numeric vector
ATP6V1G2a numeric vector
ATP6V1G2.DDX39Ba numeric vector
ATP6V1G3a numeric vector
ATP6V1Ha numeric vector
ATP7Aa numeric vector
ATP7Ba numeric vector
ATP8A1a numeric vector
ATP8A2a numeric vector
ATP8B1a numeric vector
ATP8B2a numeric vector
ATP8B3a numeric vector
ATP8B4a numeric vector
ATP9Aa numeric vector
ATP9Ba numeric vector
ATPAF1a numeric vector
ATPAF2a numeric vector
ATPSCKMTa numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATRNa numeric vector
ATRNL1a numeric vector
ATRXa numeric vector
ATXN1a numeric vector
ATXN10a numeric vector
ATXN1La numeric vector
ATXN2a numeric vector
ATXN2La numeric vector
ATXN3a numeric vector
ATXN3La numeric vector
ATXN7a numeric vector
ATXN7L1a numeric vector
ATXN7L2a numeric vector
ATXN7L3a numeric vector
ATXN7L3Ba numeric vector
AUHa numeric vector
AUNIPa numeric vector
AUP1a numeric vector
AURKAa numeric vector
AURKAIP1a numeric vector
AURKBa numeric vector
AURKCa numeric vector
AUTS2a numeric vector
AVENa numeric vector
AVILa numeric vector
AVL9a numeric vector
AVPa numeric vector
AVPI1a numeric vector
AVPR1Aa numeric vector
AVPR1Ba numeric vector
AVPR2a numeric vector
AWAT1a numeric vector
AWAT2a numeric vector
AXDND1a numeric vector
AXIN1a numeric vector
AXIN2a numeric vector
AXLa numeric vector
AZGP1a numeric vector
AZI2a numeric vector
AZIN1a numeric vector
AZIN2a numeric vector
AZU1a numeric vector
B2Ma numeric vector
B3GALNT1a numeric vector
B3GALNT2a numeric vector
B3GALT1a numeric vector
B3GALT2a numeric vector
B3GALT4a numeric vector
B3GALT5a numeric vector
B3GALT6a numeric vector
B3GAT1a numeric vector
B3GAT2a numeric vector
B3GAT3a numeric vector
B3GLCTa numeric vector
B3GNT10a numeric vector
B3GNT2a numeric vector
B3GNT3a numeric vector
B3GNT4a numeric vector
B3GNT5a numeric vector
B3GNT6a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B3GNT9a numeric vector
B3GNTL1a numeric vector
B4GALNT1a numeric vector
B4GALNT2a numeric vector
B4GALNT3a numeric vector
B4GALNT4a numeric vector
B4GALT1a numeric vector
B4GALT2a numeric vector
B4GALT3a numeric vector
B4GALT4a numeric vector
B4GALT5a numeric vector
B4GALT6a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
B9D1a numeric vector
B9D2a numeric vector
BAALCa numeric vector
BAATa numeric vector
BABAM1a numeric vector
BABAM2a numeric vector
BACE1a numeric vector
BACE2a numeric vector
BACH1a numeric vector
BACH2a numeric vector
BADa numeric vector
BAG1a numeric vector
BAG2a numeric vector
BAG3a numeric vector
BAG4a numeric vector
BAG5a numeric vector
BAG6a numeric vector
BAHCC1a numeric vector
BAHD1a numeric vector
BAIAP2a numeric vector
BAIAP2L1a numeric vector
BAIAP2L2a numeric vector
BAIAP3a numeric vector
BAK1a numeric vector
BAMBIa numeric vector
BANF1a numeric vector
BANF2a numeric vector
BANK1a numeric vector
BANPa numeric vector
BAP1a numeric vector
BARD1a numeric vector
BARHL1a numeric vector
BARHL2a numeric vector
BARX1a numeric vector
BARX2a numeric vector
BASP1a numeric vector
BATFa numeric vector
BATF2a numeric vector
BATF3a numeric vector
BAXa numeric vector
BAZ1Aa numeric vector
BAZ1Ba numeric vector
BAZ2Aa numeric vector
This is train FPKM.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(train_FPKM) ## maybe str(train_FPKM)data(train_FPKM) ## maybe str(train_FPKM)
This is Train Norm data.
data("Train_Norm_data")data("Train_Norm_data")
A data frame with 158 observations on the following 2025 variables.
Agea numeric vector
subtypea character vector
gendera character vector
racea character vector
ajcc_pathologic_tumor_stagea logical vector
histological_typea character vector
histological_gradea character vector
treatment_outcome_first_coursea character vector
radiation_treatment_adjuvanta character vector
sample_typea character vector
typea character vector
OSa numeric vector
OS.timea numeric vector
DSSa numeric vector
DSS.timea numeric vector
DFIa numeric vector
DFI.timea numeric vector
PFIa numeric vector
PFI.timea numeric vector
OS_montha numeric vector
A1BGa numeric vector
A1CFa numeric vector
A2Ma numeric vector
A2ML1a numeric vector
A3GALT2a numeric vector
A4GALTa numeric vector
A4GNTa numeric vector
AAASa numeric vector
AACSa numeric vector
AADACa numeric vector
AADACL2a numeric vector
AADACL3a numeric vector
AADACL4a numeric vector
AADATa numeric vector
AAGABa numeric vector
AAK1a numeric vector
AAMDCa numeric vector
AAMPa numeric vector
AANATa numeric vector
AAR2a numeric vector
AARDa numeric vector
AARS1a numeric vector
AARS2a numeric vector
AARSD1a numeric vector
AASDHa numeric vector
AASDHPPTa numeric vector
AASSa numeric vector
AATFa numeric vector
AATKa numeric vector
ABATa numeric vector
ABCA1a numeric vector
ABCA10a numeric vector
ABCA12a numeric vector
ABCA13a numeric vector
ABCA2a numeric vector
ABCA3a numeric vector
ABCA4a numeric vector
ABCA5a numeric vector
ABCA6a numeric vector
ABCA7a numeric vector
ABCA8a numeric vector
ABCA9a numeric vector
ABCB1a numeric vector
ABCB10a numeric vector
ABCB11a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCB7a numeric vector
ABCB8a numeric vector
ABCB9a numeric vector
ABCC1a numeric vector
ABCC10a numeric vector
ABCC11a numeric vector
ABCC12a numeric vector
ABCC2a numeric vector
ABCC3a numeric vector
ABCC4a numeric vector
ABCC5a numeric vector
ABCC6a numeric vector
ABCC8a numeric vector
ABCC9a numeric vector
ABCD1a numeric vector
ABCD2a numeric vector
ABCD3a numeric vector
ABCD4a numeric vector
ABCE1a numeric vector
ABCF1a numeric vector
ABCF2a numeric vector
ABCF2.H2BE1a numeric vector
ABCF3a numeric vector
ABCG1a numeric vector
ABCG2a numeric vector
ABCG4a numeric vector
ABCG5a numeric vector
ABCG8a numeric vector
ABHD1a numeric vector
ABHD10a numeric vector
ABHD11a numeric vector
ABHD12a numeric vector
ABHD12Ba numeric vector
ABHD13a numeric vector
ABHD14Aa numeric vector
ABHD14A.ACY1a numeric vector
ABHD14Ba numeric vector
ABHD15a numeric vector
ABHD16Aa numeric vector
ABHD16Ba numeric vector
ABHD17Aa numeric vector
ABHD17Ba numeric vector
ABHD17Ca numeric vector
ABHD18a numeric vector
ABHD2a numeric vector
ABHD3a numeric vector
ABHD4a numeric vector
ABHD5a numeric vector
ABHD6a numeric vector
ABHD8a numeric vector
ABI1a numeric vector
ABI2a numeric vector
ABI3a numeric vector
ABI3BPa numeric vector
ABITRAMa numeric vector
ABL1a numeric vector
ABL2a numeric vector
ABLIM1a numeric vector
ABLIM2a numeric vector
ABLIM3a numeric vector
ABOa numeric vector
ABRa numeric vector
ABRAa numeric vector
ABRACLa numeric vector
ABRAXAS1a numeric vector
ABRAXAS2a numeric vector
ABT1a numeric vector
ABTB1a numeric vector
ABTB2a numeric vector
AC000093.1a numeric vector
AC000120.2a numeric vector
AC000120.3a numeric vector
AC001226.2a numeric vector
AC002094.3a numeric vector
AC002310.4a numeric vector
AC002456.2a numeric vector
AC002985.1a numeric vector
AC002996.1a numeric vector
AC003002.1a numeric vector
AC003002.2a numeric vector
AC003002.3a numeric vector
AC003005.1a numeric vector
AC003006.1a numeric vector
AC003688.1a numeric vector
AC004076.1a numeric vector
AC004080.3a numeric vector
AC004223.3a numeric vector
AC004233.4a numeric vector
AC004593.2a numeric vector
AC004687.2a numeric vector
AC004691.2a numeric vector
AC004706.3a numeric vector
AC004805.1a numeric vector
AC004832.3a numeric vector
AC004922.1a numeric vector
AC004997.1a numeric vector
AC005020.2a numeric vector
AC005041.1a numeric vector
AC005154.5a numeric vector
AC005192.1a numeric vector
AC005258.1a numeric vector
AC005324.2a numeric vector
AC005324.3a numeric vector
AC005520.1a numeric vector
AC005551.1a numeric vector
AC005670.2a numeric vector
AC005697.1a numeric vector
AC005702.1a numeric vector
AC005726.1a numeric vector
AC005832.4a numeric vector
AC005833.1a numeric vector
AC005837.2a numeric vector
AC005943.1a numeric vector
AC006030.1a numeric vector
AC006059.2a numeric vector
AC006064.6a numeric vector
AC006254.1a numeric vector
AC006486.1a numeric vector
AC006486.3a numeric vector
AC006538.2a numeric vector
AC006978.2a numeric vector
AC007040.2a numeric vector
AC007192.1a numeric vector
AC007326.4a numeric vector
AC007375.2a numeric vector
AC007731.4a numeric vector
AC007846.2a numeric vector
AC007906.2a numeric vector
AC007998.2a numeric vector
AC008012.1a numeric vector
AC008073.3a numeric vector
AC008162.2a numeric vector
AC008397.1a numeric vector
AC008397.2a numeric vector
AC008403.1a numeric vector
AC008481.3a numeric vector
AC008537.1a numeric vector
AC008575.1a numeric vector
AC008581.2a numeric vector
AC008676.3a numeric vector
AC008687.1a numeric vector
AC008687.4a numeric vector
AC008687.8a numeric vector
AC008695.1a numeric vector
AC008750.7a numeric vector
AC008758.1a numeric vector
AC008758.5a numeric vector
AC008758.6a numeric vector
AC008763.2a numeric vector
AC008763.3a numeric vector
AC008763.4a numeric vector
AC008764.1a numeric vector
AC008764.4a numeric vector
AC008770.1a numeric vector
AC008770.2a numeric vector
AC008770.4a numeric vector
AC008878.1a numeric vector
AC008878.2a numeric vector
AC008878.3a numeric vector
AC008982.1a numeric vector
AC009070.1a numeric vector
AC009133.6a numeric vector
AC009163.3a numeric vector
AC009163.5a numeric vector
AC009412.1a numeric vector
AC009690.1a numeric vector
AC009690.3a numeric vector
AC009779.3a numeric vector
AC009879.2a numeric vector
AC009879.3a numeric vector
AC010132.3a numeric vector
AC010197.2a numeric vector
AC010255.2a numeric vector
AC010319.2a numeric vector
AC010323.1a numeric vector
AC010325.1a numeric vector
AC010326.2a numeric vector
AC010327.2a numeric vector
AC010422.3a numeric vector
AC010422.5a numeric vector
AC010422.6a numeric vector
AC010422.8a numeric vector
AC010463.1a numeric vector
AC010522.1a numeric vector
AC010531.1a numeric vector
AC010542.3a numeric vector
AC010547.4a numeric vector
AC010615.4a numeric vector
AC010616.1a numeric vector
AC010619.1a numeric vector
AC010646.1a numeric vector
AC010973.3a numeric vector
AC010980.1a numeric vector
AC011005.1a numeric vector
AC011330.3a numeric vector
AC011448.1a numeric vector
AC011452.1a numeric vector
AC011455.2a numeric vector
AC011462.1a numeric vector
AC011473.4a numeric vector
AC011479.1a numeric vector
AC011498.4a numeric vector
AC011499.1a numeric vector
AC011511.1a numeric vector
AC011511.4a numeric vector
AC011530.1a numeric vector
AC012184.2a numeric vector
AC012213.5a numeric vector
AC012254.2a numeric vector
AC012309.1a numeric vector
AC012488.2a numeric vector
AC012531.3a numeric vector
AC012651.1a numeric vector
AC013271.1a numeric vector
AC013394.1a numeric vector
AC013470.2a numeric vector
AC013477.1a numeric vector
AC013489.1a numeric vector
AC013717.1a numeric vector
AC015688.4a numeric vector
AC015802.6a numeric vector
AC015813.2a numeric vector
AC017083.3a numeric vector
AC018362.3a numeric vector
AC018512.1a numeric vector
AC018523.2a numeric vector
AC018630.4a numeric vector
AC018709.1a numeric vector
AC018755.2a numeric vector
AC018809.3a numeric vector
AC019117.3a numeric vector
AC019257.8a numeric vector
AC020636.2a numeric vector
AC020765.6a numeric vector
AC020907.6a numeric vector
AC020909.1a numeric vector
AC020915.4a numeric vector
AC020922.1a numeric vector
AC021072.1a numeric vector
AC021087.5a numeric vector
AC021660.3a numeric vector
AC022335.1a numeric vector
AC022384.1a numeric vector
AC022400.5a numeric vector
AC022414.1a numeric vector
AC022415.2a numeric vector
AC022506.1a numeric vector
AC022826.2a numeric vector
AC023055.1a numeric vector
AC024592.3a numeric vector
AC024598.1a numeric vector
AC025165.3a numeric vector
AC025165.6a numeric vector
AC025263.2a numeric vector
AC025283.2a numeric vector
AC025287.4a numeric vector
AC026316.4a numeric vector
AC026464.1a numeric vector
AC026464.3a numeric vector
AC026464.4a numeric vector
AC026464.6a numeric vector
AC026786.1a numeric vector
AC026954.2a numeric vector
AC027644.4a numeric vector
AC027796.3a numeric vector
AC034102.2a numeric vector
AC034228.3a numeric vector
AC036214.3a numeric vector
AC037459.1a numeric vector
AC040162.1a numeric vector
AC046185.1a numeric vector
AC048338.1a numeric vector
AC048338.2a numeric vector
AC053503.6a numeric vector
AC055811.2a numeric vector
AC055839.2a numeric vector
AC058822.1a numeric vector
AC063943.2a numeric vector
AC067968.1a numeric vector
AC068234.1a numeric vector
AC068533.4a numeric vector
AC068547.1a numeric vector
AC068580.4a numeric vector
AC068631.2a numeric vector
AC068775.1a numeric vector
AC068831.6a numeric vector
AC068870.4a numeric vector
AC068896.1a numeric vector
AC068946.1a numeric vector
AC068946.2a numeric vector
AC069257.3a numeric vector
AC069288.1a numeric vector
AC069368.1a numeric vector
AC069444.2a numeric vector
AC069503.2a numeric vector
AC069544.2a numeric vector
AC072022.2a numeric vector
AC073082.1a numeric vector
AC073111.3a numeric vector
AC073283.3a numeric vector
AC073508.2a numeric vector
AC073585.1a numeric vector
AC073610.2a numeric vector
AC073612.1a numeric vector
AC073896.1a numeric vector
AC074143.1a numeric vector
AC078815.1a numeric vector
AC078927.1a numeric vector
AC079447.1a numeric vector
AC079594.1a numeric vector
AC079741.2a numeric vector
AC083800.1a numeric vector
AC083977.1a numeric vector
AC084337.2a numeric vector
AC084756.2a numeric vector
AC087289.3a numeric vector
AC087632.2a numeric vector
AC087721.2a numeric vector
AC090004.1a numeric vector
AC090227.2a numeric vector
AC090360.1a numeric vector
AC090517.4a numeric vector
AC090527.2a numeric vector
AC091057.5a numeric vector
AC091167.2a numeric vector
AC091167.6a numeric vector
AC091167.7a numeric vector
AC091551.1a numeric vector
AC091959.1a numeric vector
AC092017.2a numeric vector
AC092042.3a numeric vector
AC092073.1a numeric vector
AC092111.3a numeric vector
AC092143.1a numeric vector
AC092329.3a numeric vector
AC092442.1a numeric vector
AC092587.1a numeric vector
AC092647.5a numeric vector
AC092718.3a numeric vector
AC092718.8a numeric vector
AC092835.1a numeric vector
AC093155.3a numeric vector
AC093227.2a numeric vector
AC093246.1a numeric vector
AC093323.1a numeric vector
AC093423.3a numeric vector
AC093512.2a numeric vector
AC093525.1a numeric vector
AC093525.2a numeric vector
AC093668.1a numeric vector
AC093827.5a numeric vector
AC093884.1a numeric vector
AC093899.2a numeric vector
AC096887.1a numeric vector
AC097104.1a numeric vector
AC097625.1a numeric vector
AC097634.4a numeric vector
AC097636.1a numeric vector
AC097637.1a numeric vector
AC098484.3a numeric vector
AC098582.1a numeric vector
AC098588.2a numeric vector
AC098650.1a numeric vector
AC098850.3a numeric vector
AC099489.1a numeric vector
AC099569.1a numeric vector
AC099811.2a numeric vector
AC099850.2a numeric vector
AC100868.1a numeric vector
AC104109.3a numeric vector
AC104304.2a numeric vector
AC104389.5a numeric vector
AC104389.6a numeric vector
AC104452.1a numeric vector
AC104472.3a numeric vector
AC104532.1a numeric vector
AC104581.2a numeric vector
AC105001.2a numeric vector
AC105052.1a numeric vector
AC105052.3a numeric vector
AC106741.1a numeric vector
AC106873.8a numeric vector
AC106886.5a numeric vector
AC107871.1a numeric vector
AC107959.5a numeric vector
AC108488.2a numeric vector
AC108941.3a numeric vector
AC109583.1a numeric vector
AC110275.1a numeric vector
AC112128.1a numeric vector
AC112229.3a numeric vector
AC112504.2a numeric vector
AC113189.12a numeric vector
AC113348.1a numeric vector
AC113348.2a numeric vector
AC113554.1a numeric vector
AC114402.2a numeric vector
AC114490.2a numeric vector
AC114490.3a numeric vector
AC114982.2a numeric vector
AC116366.2a numeric vector
AC117378.1a numeric vector
AC117457.1a numeric vector
AC118470.1a numeric vector
AC118553.2a numeric vector
AC119396.1a numeric vector
AC119674.2a numeric vector
AC119676.1a numeric vector
AC119733.1a numeric vector
AC120057.2a numeric vector
AC120114.4a numeric vector
AC124312.1a numeric vector
AC126283.2a numeric vector
AC127029.3a numeric vector
AC129492.3a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC134669.1a numeric vector
AC134980.2a numeric vector
AC135050.2a numeric vector
AC135068.1a numeric vector
AC135068.4a numeric vector
AC135178.3a numeric vector
AC136428.1a numeric vector
AC137834.1a numeric vector
AC138647.1a numeric vector
AC138696.1a numeric vector
AC138811.2a numeric vector
AC138894.1a numeric vector
AC138969.1a numeric vector
AC139491.7a numeric vector
AC139530.2a numeric vector
AC140504.1a numeric vector
AC142391.1a numeric vector
AC144573.1a numeric vector
AC231656.1a numeric vector
AC231657.3a numeric vector
AC233723.1a numeric vector
AC233992.2a numeric vector
AC235565.2a numeric vector
AC236972.4a numeric vector
AC242628.1a numeric vector
AC242842.3a numeric vector
AC243547.3a numeric vector
AC243967.1a numeric vector
AC244197.3a numeric vector
AC244517.10a numeric vector
AC245033.1a numeric vector
AC245748.1a numeric vector
AC253536.7a numeric vector
ACAA1a numeric vector
ACAA2a numeric vector
ACACAa numeric vector
ACACBa numeric vector
ACAD10a numeric vector
ACAD11a numeric vector
ACAD8a numeric vector
ACAD9a numeric vector
ACADLa numeric vector
ACADMa numeric vector
ACADSa numeric vector
ACADSBa numeric vector
ACADVLa numeric vector
ACANa numeric vector
ACAP1a numeric vector
ACAP2a numeric vector
ACAP3a numeric vector
ACAT1a numeric vector
ACAT2a numeric vector
ACBD3a numeric vector
ACBD4a numeric vector
ACBD5a numeric vector
ACBD6a numeric vector
ACBD7a numeric vector
ACCSa numeric vector
ACCSLa numeric vector
ACDa numeric vector
ACEa numeric vector
ACE2a numeric vector
ACER1a numeric vector
ACER2a numeric vector
ACER3a numeric vector
ACHEa numeric vector
ACIN1a numeric vector
ACKR1a numeric vector
ACKR2a numeric vector
ACKR3a numeric vector
ACKR4a numeric vector
ACLYa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACOD1a numeric vector
ACOT1a numeric vector
ACOT11a numeric vector
ACOT12a numeric vector
ACOT13a numeric vector
ACOT2a numeric vector
ACOT4a numeric vector
ACOT6a numeric vector
ACOT7a numeric vector
ACOT8a numeric vector
ACOT9a numeric vector
ACOX1a numeric vector
ACOX2a numeric vector
ACOX3a numeric vector
ACOXLa numeric vector
ACP1a numeric vector
ACP2a numeric vector
ACP3a numeric vector
ACP4a numeric vector
ACP5a numeric vector
ACP6a numeric vector
ACP7a numeric vector
ACRa numeric vector
ACRBPa numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSBG2a numeric vector
ACSF2a numeric vector
ACSF3a numeric vector
ACSL1a numeric vector
ACSL3a numeric vector
ACSL4a numeric vector
ACSL5a numeric vector
ACSL6a numeric vector
ACSM1a numeric vector
ACSM2Aa numeric vector
ACSM2Ba numeric vector
ACSM3a numeric vector
ACSM4a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACSS1a numeric vector
ACSS2a numeric vector
ACSS3a numeric vector
ACTA1a numeric vector
ACTA2a numeric vector
ACTBa numeric vector
ACTBL2a numeric vector
ACTC1a numeric vector
ACTG1a numeric vector
ACTG2a numeric vector
ACTL10a numeric vector
ACTL6Aa numeric vector
ACTL6Ba numeric vector
ACTL7Aa numeric vector
ACTL7Ba numeric vector
ACTL8a numeric vector
ACTL9a numeric vector
ACTN1a numeric vector
ACTN2a numeric vector
ACTN3a numeric vector
ACTN4a numeric vector
ACTR10a numeric vector
ACTR1Aa numeric vector
ACTR1Ba numeric vector
ACTR2a numeric vector
ACTR3a numeric vector
ACTR3Ba numeric vector
ACTR3Ca numeric vector
ACTR5a numeric vector
ACTR6a numeric vector
ACTR8a numeric vector
ACTRT1a numeric vector
ACTRT2a numeric vector
ACTRT3a numeric vector
ACVR1a numeric vector
ACVR1Ba numeric vector
ACVR1Ca numeric vector
ACVR2Aa numeric vector
ACVR2Ba numeric vector
ACVRL1a numeric vector
ACY1a numeric vector
ACY3a numeric vector
ACYP1a numeric vector
ACYP2a numeric vector
AD000671.1a numeric vector
AD000671.2a numeric vector
ADAa numeric vector
ADA2a numeric vector
ADAD1a numeric vector
ADAD2a numeric vector
ADALa numeric vector
ADAM10a numeric vector
ADAM11a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM17a numeric vector
ADAM18a numeric vector
ADAM19a numeric vector
ADAM2a numeric vector
ADAM20a numeric vector
ADAM21a numeric vector
ADAM22a numeric vector
ADAM23a numeric vector
ADAM28a numeric vector
ADAM29a numeric vector
ADAM30a numeric vector
ADAM32a numeric vector
ADAM33a numeric vector
ADAM7a numeric vector
ADAM8a numeric vector
ADAM9a numeric vector
ADAMDEC1a numeric vector
ADAMTS1a numeric vector
ADAMTS10a numeric vector
ADAMTS12a numeric vector
ADAMTS13a numeric vector
ADAMTS14a numeric vector
ADAMTS15a numeric vector
ADAMTS16a numeric vector
ADAMTS17a numeric vector
ADAMTS18a numeric vector
ADAMTS19a numeric vector
ADAMTS2a numeric vector
ADAMTS20a numeric vector
ADAMTS3a numeric vector
ADAMTS4a numeric vector
ADAMTS5a numeric vector
ADAMTS6a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADAMTS9a numeric vector
ADAMTSL1a numeric vector
ADAMTSL2a numeric vector
ADAMTSL3a numeric vector
ADAMTSL4a numeric vector
ADAMTSL5a numeric vector
ADAP1a numeric vector
ADAP2a numeric vector
ADARa numeric vector
ADARB1a numeric vector
ADARB2a numeric vector
ADAT1a numeric vector
ADAT2a numeric vector
ADAT3a numeric vector
ADCK1a numeric vector
ADCK2a numeric vector
ADCK5a numeric vector
ADCY1a numeric vector
ADCY10a numeric vector
ADCY2a numeric vector
ADCY3a numeric vector
ADCY4a numeric vector
ADCY5a numeric vector
ADCY6a numeric vector
ADCY7a numeric vector
ADCY8a numeric vector
ADCY9a numeric vector
ADCYAP1a numeric vector
ADCYAP1R1a numeric vector
ADD1a numeric vector
ADD2a numeric vector
ADD3a numeric vector
ADGBa numeric vector
ADGRA1a numeric vector
ADGRA2a numeric vector
ADGRA3a numeric vector
ADGRB1a numeric vector
ADGRB2a numeric vector
ADGRB3a numeric vector
ADGRD1a numeric vector
ADGRD2a numeric vector
ADGRE1a numeric vector
ADGRE2a numeric vector
ADGRE3a numeric vector
ADGRE5a numeric vector
ADGRF1a numeric vector
ADGRF2a numeric vector
ADGRF3a numeric vector
ADGRF4a numeric vector
ADGRF5a numeric vector
ADGRG1a numeric vector
ADGRG2a numeric vector
ADGRG3a numeric vector
ADGRG4a numeric vector
ADGRG5a numeric vector
ADGRG6a numeric vector
ADGRG7a numeric vector
ADGRL1a numeric vector
ADGRL2a numeric vector
ADGRL3a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH1Aa numeric vector
ADH1Ba numeric vector
ADH1Ca numeric vector
ADH4a numeric vector
ADH5a numeric vector
ADH6a numeric vector
ADH7a numeric vector
ADHFE1a numeric vector
ADI1a numeric vector
ADIGa numeric vector
ADIPOQa numeric vector
ADIPOR1a numeric vector
ADIPOR2a numeric vector
ADIRFa numeric vector
ADKa numeric vector
ADMa numeric vector
ADM2a numeric vector
ADM5a numeric vector
ADNPa numeric vector
ADNP2a numeric vector
ADOa numeric vector
ADORA1a numeric vector
ADORA2Aa numeric vector
ADORA2Ba numeric vector
ADORA3a numeric vector
ADPGKa numeric vector
ADPRHa numeric vector
ADPRHL1a numeric vector
ADPRMa numeric vector
ADPRSa numeric vector
ADRA1Aa numeric vector
ADRA1Ba numeric vector
ADRA1Da numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
ADRA2Ca numeric vector
ADRB1a numeric vector
ADRB2a numeric vector
ADRB3a numeric vector
ADRM1a numeric vector
ADSLa numeric vector
ADSS1a numeric vector
ADSS2a numeric vector
ADTRPa numeric vector
AEBP1a numeric vector
AEBP2a numeric vector
AENa numeric vector
AF196969.1a numeric vector
AF241726.1a numeric vector
AFAP1a numeric vector
AFAP1L1a numeric vector
AFAP1L2a numeric vector
AFDNa numeric vector
AFF1a numeric vector
AFF2a numeric vector
AFF3a numeric vector
AFF4a numeric vector
AFG1La numeric vector
AFG3L2a numeric vector
AFMa numeric vector
AFMIDa numeric vector
AFPa numeric vector
AFTPHa numeric vector
AGAa numeric vector
AGAP1a numeric vector
AGAP2a numeric vector
AGAP3a numeric vector
AGAP4a numeric vector
AGAP5a numeric vector
AGAP6a numeric vector
AGAP9a numeric vector
AGBL1a numeric vector
AGBL2a numeric vector
AGBL3a numeric vector
AGBL4a numeric vector
AGBL5a numeric vector
AGERa numeric vector
AGFG1a numeric vector
AGFG2a numeric vector
AGGF1a numeric vector
AGKa numeric vector
AGLa numeric vector
AGMATa numeric vector
AGMOa numeric vector
AGO1a numeric vector
AGO2a numeric vector
AGO3a numeric vector
AGO4a numeric vector
AGPAT1a numeric vector
AGPAT2a numeric vector
AGPAT3a numeric vector
AGPAT4a numeric vector
AGPAT5a numeric vector
AGPSa numeric vector
AGR2a numeric vector
AGR3a numeric vector
AGRNa numeric vector
AGRPa numeric vector
AGTa numeric vector
AGTPBP1a numeric vector
AGTR1a numeric vector
AGTR2a numeric vector
AGTRAPa numeric vector
AGXTa numeric vector
AGXT2a numeric vector
AHCTF1a numeric vector
AHCYa numeric vector
AHCYL1a numeric vector
AHCYL2a numeric vector
AHDC1a numeric vector
AHI1a numeric vector
AHNAKa numeric vector
AHNAK2a numeric vector
AHRa numeric vector
AHRRa numeric vector
AHSA1a numeric vector
AHSGa numeric vector
AHSPa numeric vector
AICDAa numeric vector
AIDAa numeric vector
AIDAP1a numeric vector
AIDAP2a numeric vector
AIDAP3a numeric vector
AIF1a numeric vector
AIF1La numeric vector
AIFM1a numeric vector
AIFM2a numeric vector
AIFM3a numeric vector
AIG1a numeric vector
AIM2a numeric vector
AIMP1a numeric vector
AIMP2a numeric vector
AIPa numeric vector
AIPL1a numeric vector
AIREa numeric vector
AJAP1a numeric vector
AJM1a numeric vector
AJUBAa numeric vector
AK1a numeric vector
AK2a numeric vector
AK3a numeric vector
AK4a numeric vector
AK5a numeric vector
AK6a numeric vector
AK7a numeric vector
AK8a numeric vector
AK9a numeric vector
AKAIN1a numeric vector
AKAP1a numeric vector
AKAP10a numeric vector
AKAP11a numeric vector
AKAP12a numeric vector
AKAP13a numeric vector
AKAP14a numeric vector
AKAP17Aa numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP5a numeric vector
AKAP6a numeric vector
AKAP7a numeric vector
AKAP8a numeric vector
AKAP8La numeric vector
AKAP9a numeric vector
AKIP1a numeric vector
AKIRIN1a numeric vector
AKIRIN2a numeric vector
AKNAa numeric vector
AKNAD1a numeric vector
AKR1A1a numeric vector
AKR1B1a numeric vector
AKR1B10a numeric vector
AKR1B15a numeric vector
AKR1C1a numeric vector
AKR1C2a numeric vector
AKR1C3a numeric vector
AKR1C4a numeric vector
AKR1C8Pa numeric vector
AKR1D1a numeric vector
AKR1E2a numeric vector
AKR7A2a numeric vector
AKR7A3a numeric vector
AKT1a numeric vector
AKT1S1a numeric vector
AKT2a numeric vector
AKT3a numeric vector
AKTIPa numeric vector
AL020996.2a numeric vector
AL021546.1a numeric vector
AL021997.2a numeric vector
AL022238.3a numeric vector
AL022312.1a numeric vector
AL022318.4a numeric vector
AL024498.2a numeric vector
AL031178.1a numeric vector
AL031178.2a numeric vector
AL031315.1a numeric vector
AL031681.2a numeric vector
AL031708.1a numeric vector
AL031777.2a numeric vector
AL031847.1a numeric vector
AL033529.1a numeric vector
AL034430.1a numeric vector
AL034430.2a numeric vector
AL035078.4a numeric vector
AL035425.2a numeric vector
AL035460.1a numeric vector
AL035461.3a numeric vector
AL035699.1a numeric vector
AL049569.3a numeric vector
AL049629.2a numeric vector
AL049634.2a numeric vector
AL049650.1a numeric vector
AL049697.1a numeric vector
AL049779.1a numeric vector
AL049839.2a numeric vector
AL049844.1a numeric vector
AL049844.3a numeric vector
AL096711.2a numeric vector
AL096814.1a numeric vector
AL096814.2a numeric vector
AL109811.3a numeric vector
AL109827.1a numeric vector
AL110118.1a numeric vector
AL117339.4a numeric vector
AL117348.2a numeric vector
AL121594.1a numeric vector
AL121753.1a numeric vector
AL121758.1a numeric vector
AL121845.2a numeric vector
AL121845.3a numeric vector
AL121899.2a numeric vector
AL121900.1a numeric vector
AL132671.2a numeric vector
AL132780.3a numeric vector
AL133352.1a numeric vector
AL133353.2a numeric vector
AL133410.3a numeric vector
AL133500.1a numeric vector
AL135905.2a numeric vector
AL136295.1a numeric vector
AL136295.3a numeric vector
AL136295.4a numeric vector
AL136295.5a numeric vector
AL136531.2a numeric vector
AL138752.2a numeric vector
AL139011.2a numeric vector
AL139142.2a numeric vector
AL139260.3a numeric vector
AL139300.1a numeric vector
AL139353.1a numeric vector
AL157392.5a numeric vector
AL157935.2a numeric vector
AL158151.3a numeric vector
AL159163.1a numeric vector
AL160269.1a numeric vector
AL160272.2a numeric vector
AL162231.1a numeric vector
AL162231.3a numeric vector
AL162377.3a numeric vector
AL162417.1a numeric vector
AL162596.1a numeric vector
AL163195.3a numeric vector
AL163636.1a numeric vector
AL353572.3a numeric vector
AL353579.1a numeric vector
AL353588.1a numeric vector
AL354761.1a numeric vector
AL355102.2a numeric vector
AL355312.5a numeric vector
AL355315.1a numeric vector
AL355385.2a numeric vector
AL355916.3a numeric vector
AL355987.1a numeric vector
AL355987.3a numeric vector
AL357075.4a numeric vector
AL357556.3a numeric vector
AL357673.1a numeric vector
AL358113.1a numeric vector
AL358472.6a numeric vector
AL358472.7a numeric vector
AL359092.3a numeric vector
AL359736.1a numeric vector
AL359922.1a numeric vector
AL360181.3a numeric vector
AL365205.1a numeric vector
AL365214.2a numeric vector
AL365232.1a numeric vector
AL365273.2a numeric vector
AL391628.1a numeric vector
AL391650.1a numeric vector
AL391987.1a numeric vector
AL391987.2a numeric vector
AL441992.2a numeric vector
AL445238.1a numeric vector
AL445423.3a numeric vector
AL445524.2a numeric vector
AL445685.3a numeric vector
AL445989.1a numeric vector
AL451007.3a numeric vector
AL451062.2a numeric vector
AL451106.1a numeric vector
AL451136.1a numeric vector
AL512428.1a numeric vector
AL512506.3a numeric vector
AL512785.2a numeric vector
AL513165.2a numeric vector
AL583836.1a numeric vector
AL589666.1a numeric vector
AL590132.1a numeric vector
AL590560.2a numeric vector
AL590764.2a numeric vector
AL591806.2a numeric vector
AL592490.1a numeric vector
AL603764.2a numeric vector
AL603832.3a numeric vector
AL627230.1a numeric vector
AL627230.3a numeric vector
AL645922.1a numeric vector
AL645941.2a numeric vector
AL662884.4a numeric vector
AL662899.1a numeric vector
AL662899.2a numeric vector
AL669918.1a numeric vector
AL672142.1a numeric vector
AL691442.1a numeric vector
AL713999.2a numeric vector
AL772284.1a numeric vector
AL807752.6a numeric vector
AL807752.7a numeric vector
AL845331.1a numeric vector
AL928654.3a numeric vector
AL929554.1a numeric vector
ALADa numeric vector
ALAS1a numeric vector
ALAS2a numeric vector
ALBa numeric vector
ALCAMa numeric vector
ALDH16A1a numeric vector
ALDH18A1a numeric vector
ALDH1A1a numeric vector
ALDH1A2a numeric vector
ALDH1A3a numeric vector
ALDH1B1a numeric vector
ALDH1L1a numeric vector
ALDH1L2a numeric vector
ALDH2a numeric vector
ALDH3A1a numeric vector
ALDH3A2a numeric vector
ALDH3B1a numeric vector
ALDH3B2a numeric vector
ALDH4A1a numeric vector
ALDH5A1a numeric vector
ALDH6A1a numeric vector
ALDH7A1a numeric vector
ALDH8A1a numeric vector
ALDH9A1a numeric vector
ALDOAa numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG1a numeric vector
ALG10a numeric vector
ALG10Ba numeric vector
ALG11a numeric vector
ALG12a numeric vector
ALG13a numeric vector
ALG14a numeric vector
ALG1La numeric vector
ALG1L2a numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG5a numeric vector
ALG6a numeric vector
ALG8a numeric vector
ALG9a numeric vector
ALKa numeric vector
ALKAL1a numeric vector
ALKAL2a numeric vector
ALKBH1a numeric vector
ALKBH2a numeric vector
ALKBH3a numeric vector
ALKBH4a numeric vector
ALKBH5a numeric vector
ALKBH6a numeric vector
ALKBH7a numeric vector
ALKBH8a numeric vector
ALLCa numeric vector
ALMS1a numeric vector
ALOX12a numeric vector
ALOX12Ba numeric vector
ALOX15a numeric vector
ALOX15Ba numeric vector
ALOX5a numeric vector
ALOX5APa numeric vector
ALOXE3a numeric vector
ALPGa numeric vector
ALPIa numeric vector
ALPK1a numeric vector
ALPK2a numeric vector
ALPK3a numeric vector
ALPLa numeric vector
ALPPa numeric vector
ALS2a numeric vector
ALS2CLa numeric vector
ALX1a numeric vector
ALX3a numeric vector
ALX4a numeric vector
ALYREFa numeric vector
AMACRa numeric vector
AMBNa numeric vector
AMBPa numeric vector
AMBRA1a numeric vector
AMD1a numeric vector
AMDHD1a numeric vector
AMDHD2a numeric vector
AMELXa numeric vector
AMELYa numeric vector
AMER1a numeric vector
AMER2a numeric vector
AMER3a numeric vector
AMFRa numeric vector
AMHa numeric vector
AMHR2a numeric vector
AMIGO1a numeric vector
AMIGO2a numeric vector
AMIGO3a numeric vector
AMMECR1a numeric vector
AMMECR1La numeric vector
AMNa numeric vector
AMN1a numeric vector
AMOTa numeric vector
AMOTL1a numeric vector
AMOTL2a numeric vector
AMPD1a numeric vector
AMPD2a numeric vector
AMPD3a numeric vector
AMPHa numeric vector
AMTa numeric vector
AMTNa numeric vector
AMY1Aa numeric vector
AMY1Ba numeric vector
AMY1Ca numeric vector
AMY2Aa numeric vector
AMY2Ba numeric vector
AMZ1a numeric vector
AMZ2a numeric vector
ANAPC1a numeric vector
ANAPC10a numeric vector
ANAPC11a numeric vector
ANAPC13a numeric vector
ANAPC15a numeric vector
ANAPC16a numeric vector
ANAPC2a numeric vector
ANAPC4a numeric vector
ANAPC5a numeric vector
ANAPC7a numeric vector
ANGa numeric vector
ANGEL1a numeric vector
ANGEL2a numeric vector
ANGPT1a numeric vector
ANGPT2a numeric vector
ANGPT4a numeric vector
ANGPTL1a numeric vector
ANGPTL2a numeric vector
ANGPTL3a numeric vector
ANGPTL4a numeric vector
ANGPTL5a numeric vector
ANGPTL6a numeric vector
ANGPTL7a numeric vector
ANGPTL8a numeric vector
ANHXa numeric vector
ANK1a numeric vector
ANK2a numeric vector
ANK3a numeric vector
ANKARa numeric vector
ANKDD1Aa numeric vector
ANKDD1Ba numeric vector
ANKEF1a numeric vector
ANKFN1a numeric vector
ANKFY1a numeric vector
ANKHa numeric vector
ANKHD1a numeric vector
ANKHD1.EIF4EBP3a numeric vector
ANKIB1a numeric vector
ANKK1a numeric vector
ANKLE1a numeric vector
ANKLE2a numeric vector
ANKMY1a numeric vector
ANKMY2a numeric vector
ANKRA2a numeric vector
ANKRD1a numeric vector
ANKRD10a numeric vector
ANKRD11a numeric vector
ANKRD12a numeric vector
ANKRD13Aa numeric vector
ANKRD13Ba numeric vector
ANKRD13Ca numeric vector
ANKRD13Da numeric vector
ANKRD16a numeric vector
ANKRD17a numeric vector
ANKRD18Aa numeric vector
ANKRD18Ba numeric vector
ANKRD2a numeric vector
ANKRD20A1a numeric vector
ANKRD20A2Pa numeric vector
ANKRD20A3Pa numeric vector
ANKRD20A4Pa numeric vector
ANKRD22a numeric vector
ANKRD23a numeric vector
ANKRD24a numeric vector
ANKRD26a numeric vector
ANKRD27a numeric vector
ANKRD28a numeric vector
ANKRD29a numeric vector
ANKRD30Aa numeric vector
ANKRD30Ba numeric vector
ANKRD30BLa numeric vector
ANKRD31a numeric vector
ANKRD33a numeric vector
ANKRD33Ba numeric vector
ANKRD34Aa numeric vector
ANKRD34Ba numeric vector
ANKRD34Ca numeric vector
ANKRD35a numeric vector
ANKRD36a numeric vector
ANKRD36Ba numeric vector
ANKRD36Ca numeric vector
ANKRD37a numeric vector
ANKRD39a numeric vector
ANKRD40a numeric vector
ANKRD40CLa numeric vector
ANKRD42a numeric vector
ANKRD44a numeric vector
ANKRD45a numeric vector
ANKRD46a numeric vector
ANKRD49a numeric vector
ANKRD50a numeric vector
ANKRD52a numeric vector
ANKRD53a numeric vector
ANKRD54a numeric vector
ANKRD55a numeric vector
ANKRD6a numeric vector
ANKRD60a numeric vector
ANKRD61a numeric vector
ANKRD62a numeric vector
ANKRD63a numeric vector
ANKRD65a numeric vector
ANKRD66a numeric vector
ANKRD7a numeric vector
ANKRD9a numeric vector
ANKS1Aa numeric vector
ANKS1Ba numeric vector
ANKS3a numeric vector
ANKS4Ba numeric vector
ANKS6a numeric vector
ANKUB1a numeric vector
ANKZF1a numeric vector
ANLNa numeric vector
ANO1a numeric vector
ANO10a numeric vector
ANO2a numeric vector
ANO3a numeric vector
ANO4a numeric vector
ANO5a numeric vector
ANO6a numeric vector
ANO7a numeric vector
ANO8a numeric vector
ANO9a numeric vector
ANOS1a numeric vector
ANP32Aa numeric vector
ANP32Ba numeric vector
ANP32Da numeric vector
ANP32Ea numeric vector
ANPEPa numeric vector
ANTKMTa numeric vector
ANTXR1a numeric vector
ANTXR2a numeric vector
ANTXRLa numeric vector
ANXA1a numeric vector
ANXA10a numeric vector
ANXA11a numeric vector
ANXA13a numeric vector
ANXA2a numeric vector
ANXA2Ra numeric vector
ANXA3a numeric vector
ANXA4a numeric vector
ANXA5a numeric vector
ANXA6a numeric vector
ANXA7a numeric vector
ANXA8a numeric vector
ANXA8L1a numeric vector
ANXA9a numeric vector
AOAHa numeric vector
AOC1a numeric vector
AOC2a numeric vector
AOC3a numeric vector
AOPEPa numeric vector
AOX1a numeric vector
AP000295.1a numeric vector
AP000311.1a numeric vector
AP000350.4a numeric vector
AP000356.5a numeric vector
AP000471.1a numeric vector
AP000721.1a numeric vector
AP000781.2a numeric vector
AP000812.3a numeric vector
AP000812.4a numeric vector
AP000944.5a numeric vector
AP001054.1a numeric vector
AP001267.5a numeric vector
AP001273.2a numeric vector
AP001453.3a numeric vector
AP001458.2a numeric vector
AP001781.2a numeric vector
AP001931.1a numeric vector
AP001931.2a numeric vector
AP002373.1a numeric vector
AP002495.1a numeric vector
AP002512.3a numeric vector
AP002748.5a numeric vector
AP002884.2a numeric vector
AP002990.1a numeric vector
AP003071.5a numeric vector
AP003108.2a numeric vector
AP003419.1a numeric vector
AP006621.6a numeric vector
AP1ARa numeric vector
AP1B1a numeric vector
AP1G1a numeric vector
AP1G2a numeric vector
AP1M1a numeric vector
AP1M2a numeric vector
AP1S1a numeric vector
AP1S2a numeric vector
AP1S3a numeric vector
AP2A1a numeric vector
AP2A2a numeric vector
AP2B1a numeric vector
AP2M1a numeric vector
AP2S1a numeric vector
AP3B1a numeric vector
AP3B2a numeric vector
AP3D1a numeric vector
AP3M1a numeric vector
AP3M2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
AP4B1a numeric vector
AP4E1a numeric vector
AP4M1a numeric vector
AP4S1a numeric vector
AP5B1a numeric vector
AP5M1a numeric vector
AP5S1a numeric vector
AP5Z1a numeric vector
APAF1a numeric vector
APBA1a numeric vector
APBA2a numeric vector
APBA3a numeric vector
APBB1a numeric vector
APBB1IPa numeric vector
APBB2a numeric vector
APBB3a numeric vector
APCa numeric vector
APC2a numeric vector
APCDD1a numeric vector
APCDD1La numeric vector
APCSa numeric vector
APEHa numeric vector
APELAa numeric vector
APEX1a numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APH1Ba numeric vector
API5a numeric vector
APIPa numeric vector
APLFa numeric vector
APLNa numeric vector
APLNRa numeric vector
APLP1a numeric vector
APLP2a numeric vector
APMAPa numeric vector
APOA1a numeric vector
APOA2a numeric vector
APOA4a numeric vector
APOA5a numeric vector
APOBa numeric vector
APOBEC1a numeric vector
APOBEC2a numeric vector
APOBEC3Aa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ca numeric vector
APOBEC3Da numeric vector
APOBEC3Fa numeric vector
APOBEC3Ga numeric vector
APOBEC3Ha numeric vector
APOBEC4a numeric vector
APOBRa numeric vector
APOC1a numeric vector
APOC2a numeric vector
APOC3a numeric vector
APOC4a numeric vector
APOC4.APOC2a numeric vector
APODa numeric vector
APOEa numeric vector
APOFa numeric vector
APOHa numeric vector
APOL1a numeric vector
APOL2a numeric vector
APOL3a numeric vector
APOL4a numeric vector
APOL5a numeric vector
APOL6a numeric vector
APOLD1a numeric vector
APOMa numeric vector
APOOa numeric vector
APOOLa numeric vector
APPa numeric vector
APPBP2a numeric vector
APPL1a numeric vector
APPL2a numeric vector
APRTa numeric vector
APTXa numeric vector
AQP1a numeric vector
AQP10a numeric vector
AQP11a numeric vector
AQP12Aa numeric vector
AQP12Ba numeric vector
AQP2a numeric vector
AQP3a numeric vector
AQP4a numeric vector
AQP5a numeric vector
AQP6a numeric vector
AQP7a numeric vector
AQP8a numeric vector
AQP9a numeric vector
AQRa numeric vector
ARa numeric vector
ARAFa numeric vector
ARAP1a numeric vector
ARAP2a numeric vector
ARAP3a numeric vector
ARCa numeric vector
ARCN1a numeric vector
AREGa numeric vector
AREL1a numeric vector
ARF1a numeric vector
ARF3a numeric vector
ARF4a numeric vector
ARF5a numeric vector
ARF6a numeric vector
ARFGAP1a numeric vector
ARFGAP2a numeric vector
ARFGAP3a numeric vector
ARFGEF1a numeric vector
ARFGEF2a numeric vector
ARFGEF3a numeric vector
ARFIP1a numeric vector
ARFIP2a numeric vector
ARFRP1a numeric vector
ARG1a numeric vector
ARG2a numeric vector
ARGFXa numeric vector
ARGLU1a numeric vector
ARHGAP1a numeric vector
ARHGAP10a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGAP15a numeric vector
ARHGAP17a numeric vector
ARHGAP18a numeric vector
ARHGAP19a numeric vector
ARHGAP19.SLIT1a numeric vector
ARHGAP20a numeric vector
ARHGAP21a numeric vector
ARHGAP22a numeric vector
ARHGAP23a numeric vector
ARHGAP24a numeric vector
ARHGAP25a numeric vector
ARHGAP26a numeric vector
ARHGAP27a numeric vector
ARHGAP28a numeric vector
ARHGAP29a numeric vector
ARHGAP30a numeric vector
ARHGAP31a numeric vector
ARHGAP32a numeric vector
ARHGAP33a numeric vector
ARHGAP35a numeric vector
ARHGAP36a numeric vector
ARHGAP39a numeric vector
ARHGAP4a numeric vector
ARHGAP40a numeric vector
ARHGAP42a numeric vector
ARHGAP44a numeric vector
ARHGAP45a numeric vector
ARHGAP5a numeric vector
ARHGAP6a numeric vector
ARHGAP8a numeric vector
ARHGAP9a numeric vector
ARHGDIAa numeric vector
ARHGDIBa numeric vector
ARHGDIGa numeric vector
ARHGEF1a numeric vector
ARHGEF10a numeric vector
ARHGEF10La numeric vector
ARHGEF11a numeric vector
ARHGEF12a numeric vector
ARHGEF15a numeric vector
ARHGEF16a numeric vector
ARHGEF17a numeric vector
ARHGEF18a numeric vector
ARHGEF19a numeric vector
ARHGEF2a numeric vector
ARHGEF25a numeric vector
ARHGEF26a numeric vector
ARHGEF28a numeric vector
ARHGEF3a numeric vector
ARHGEF33a numeric vector
ARHGEF35a numeric vector
ARHGEF37a numeric vector
ARHGEF38a numeric vector
ARHGEF39a numeric vector
ARHGEF4a numeric vector
ARHGEF40a numeric vector
ARHGEF5a numeric vector
ARHGEF6a numeric vector
ARHGEF7a numeric vector
ARHGEF9a numeric vector
ARID1Aa numeric vector
ARID1Ba numeric vector
ARID2a numeric vector
ARID3Aa numeric vector
ARID3Ba numeric vector
ARID3BP1a numeric vector
ARID3Ca numeric vector
ARID4Aa numeric vector
ARID4Ba numeric vector
ARID5Aa numeric vector
ARID5Ba numeric vector
ARIH1a numeric vector
ARIH2a numeric vector
ARL1a numeric vector
ARL10a numeric vector
ARL11a numeric vector
ARL13Aa numeric vector
ARL13Ba numeric vector
ARL14a numeric vector
ARL14EPa numeric vector
ARL14EPLa numeric vector
ARL15a numeric vector
ARL16a numeric vector
ARL17Aa numeric vector
ARL17Ba numeric vector
ARL2a numeric vector
ARL2.SNX15a numeric vector
ARL2BPa numeric vector
ARL3a numeric vector
ARL4Aa numeric vector
ARL4Ca numeric vector
ARL4Da numeric vector
ARL5Aa numeric vector
ARL5Ba numeric vector
ARL5Ca numeric vector
ARL6a numeric vector
ARL6IP1a numeric vector
ARL6IP4a numeric vector
ARL6IP5a numeric vector
ARL6IP6a numeric vector
ARL8Aa numeric vector
ARL8Ba numeric vector
ARL9a numeric vector
ARMC1a numeric vector
ARMC10a numeric vector
ARMC12a numeric vector
ARMC2a numeric vector
ARMC3a numeric vector
ARMC4a numeric vector
ARMC5a numeric vector
ARMC6a numeric vector
ARMC7a numeric vector
ARMC8a numeric vector
ARMC9a numeric vector
ARMCX1a numeric vector
ARMCX2a numeric vector
ARMCX3a numeric vector
ARMCX4a numeric vector
ARMCX5a numeric vector
ARMCX5.GPRASP2a numeric vector
ARMCX6a numeric vector
ARMH1a numeric vector
ARMH2a numeric vector
ARMH3a numeric vector
ARMH4a numeric vector
ARMS2a numeric vector
ARMT1a numeric vector
ARNTa numeric vector
ARNT2a numeric vector
ARNTLa numeric vector
ARNTL2a numeric vector
ARPC1Aa numeric vector
ARPC1Ba numeric vector
ARPC2a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
ARPC4.TTLL3a numeric vector
ARPC5a numeric vector
ARPC5La numeric vector
ARPINa numeric vector
ARPIN.AP3S2a numeric vector
ARPP19a numeric vector
ARPP21a numeric vector
ARR3a numeric vector
ARRB1a numeric vector
ARRB2a numeric vector
ARRDC1a numeric vector
ARRDC2a numeric vector
ARRDC3a numeric vector
ARRDC4a numeric vector
ARRDC5a numeric vector
ARSAa numeric vector
ARSBa numeric vector
ARSDa numeric vector
ARSFa numeric vector
ARSGa numeric vector
ARSHa numeric vector
ARSIa numeric vector
ARSJa numeric vector
ARSKa numeric vector
ARSLa numeric vector
ART1a numeric vector
ART3a numeric vector
ART4a numeric vector
ART5a numeric vector
ARTNa numeric vector
ARV1a numeric vector
ARVCFa numeric vector
ARXa numeric vector
AS3MTa numeric vector
ASAH1a numeric vector
ASAH2a numeric vector
ASAH2Ba numeric vector
ASAP1a numeric vector
ASAP2a numeric vector
ASAP3a numeric vector
ASB1a numeric vector
ASB10a numeric vector
ASB11a numeric vector
ASB12a numeric vector
ASB13a numeric vector
ASB14a numeric vector
ASB15a numeric vector
ASB16a numeric vector
ASB17a numeric vector
ASB18a numeric vector
ASB2a numeric vector
ASB3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASB7a numeric vector
ASB8a numeric vector
ASB9a numeric vector
ASCC1a numeric vector
ASCC2a numeric vector
ASCC3a numeric vector
ASCL1a numeric vector
ASCL2a numeric vector
ASCL3a numeric vector
ASCL4a numeric vector
ASCL5a numeric vector
ASDURFa numeric vector
ASF1Aa numeric vector
ASF1Ba numeric vector
ASGR1a numeric vector
ASGR2a numeric vector
ASH1La numeric vector
ASH2La numeric vector
ASIC1a numeric vector
ASIC2a numeric vector
ASIC3a numeric vector
ASIC4a numeric vector
ASIC5a numeric vector
ASIPa numeric vector
ASLa numeric vector
ASMTa numeric vector
ASMTLa numeric vector
ASNSa numeric vector
ASNSD1a numeric vector
ASPAa numeric vector
ASPDHa numeric vector
ASPGa numeric vector
ASPHa numeric vector
ASPHD1a numeric vector
ASPHD2a numeric vector
ASPMa numeric vector
ASPNa numeric vector
ASPRV1a numeric vector
ASPSCR1a numeric vector
ASRGL1a numeric vector
ASS1a numeric vector
ASTE1a numeric vector
ASTLa numeric vector
ASTN1a numeric vector
ASTN2a numeric vector
ASXL1a numeric vector
ASXL2a numeric vector
ASXL3a numeric vector
ASZ1a numeric vector
ATAD1a numeric vector
ATAD2a numeric vector
ATAD2Ba numeric vector
ATAD3Aa numeric vector
ATAD3Ba numeric vector
ATAD3Ca numeric vector
ATAD5a numeric vector
ATAT1a numeric vector
ATCAYa numeric vector
ATE1a numeric vector
ATF1a numeric vector
ATF2a numeric vector
ATF3a numeric vector
ATF4a numeric vector
ATF5a numeric vector
ATF6a numeric vector
ATF6Ba numeric vector
ATF7a numeric vector
ATF7.NPFFa numeric vector
ATF7IPa numeric vector
ATF7IP2a numeric vector
ATG10a numeric vector
ATG101a numeric vector
ATG12a numeric vector
ATG13a numeric vector
ATG14a numeric vector
ATG16L1a numeric vector
ATG16L2a numeric vector
ATG2Aa numeric vector
ATG2Ba numeric vector
ATG3a numeric vector
ATG4Aa numeric vector
ATG4Ba numeric vector
ATG4Ca numeric vector
ATG4Da numeric vector
ATG5a numeric vector
ATG7a numeric vector
ATG9Aa numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATL1a numeric vector
ATL2a numeric vector
ATL3a numeric vector
ATMa numeric vector
ATMINa numeric vector
ATN1a numeric vector
ATOH1a numeric vector
ATOH7a numeric vector
ATOH8a numeric vector
ATOX1a numeric vector
ATP10Aa numeric vector
ATP10Ba numeric vector
ATP10Da numeric vector
ATP11Aa numeric vector
ATP11Ba numeric vector
ATP11Ca numeric vector
ATP12Aa numeric vector
ATP13A1a numeric vector
ATP13A2a numeric vector
ATP13A3a numeric vector
ATP13A4a numeric vector
ATP13A5a numeric vector
ATP1A1a numeric vector
ATP1A2a numeric vector
ATP1A3a numeric vector
ATP1A4a numeric vector
ATP1B1a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP1B4a numeric vector
ATP23a numeric vector
ATP2A1a numeric vector
ATP2A2a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP2B2a numeric vector
ATP2B3a numeric vector
ATP2B4a numeric vector
ATP2C1a numeric vector
ATP2C2a numeric vector
ATP4Aa numeric vector
ATP4Ba numeric vector
ATP5F1Aa numeric vector
ATP5F1Ba numeric vector
ATP5F1Ca numeric vector
ATP5F1Da numeric vector
ATP5F1Ea numeric vector
ATP5IF1a numeric vector
ATP5MC1a numeric vector
ATP5MC2a numeric vector
ATP5MC3a numeric vector
ATP5MDa numeric vector
ATP5MEa numeric vector
ATP5MFa numeric vector
ATP5MF.PTCD1a numeric vector
ATP5MGa numeric vector
ATP5MGLa numeric vector
ATP5MPLa numeric vector
ATP5PBa numeric vector
ATP5PDa numeric vector
ATP5PFa numeric vector
ATP5POa numeric vector
ATP6AP1a numeric vector
ATP6AP1La numeric vector
ATP6AP2a numeric vector
ATP6V0A1a numeric vector
ATP6V0A2a numeric vector
ATP6V0A4a numeric vector
ATP6V0Ba numeric vector
ATP6V0Ca numeric vector
ATP6V0D1a numeric vector
ATP6V0D2a numeric vector
ATP6V0E1a numeric vector
ATP6V0E2a numeric vector
ATP6V1Aa numeric vector
ATP6V1B1a numeric vector
ATP6V1B2a numeric vector
ATP6V1C1a numeric vector
ATP6V1C2a numeric vector
ATP6V1Da numeric vector
ATP6V1E1a numeric vector
ATP6V1E2a numeric vector
ATP6V1Fa numeric vector
ATP6V1FNBa numeric vector
ATP6V1G1a numeric vector
ATP6V1G2a numeric vector
ATP6V1G2.DDX39Ba numeric vector
ATP6V1G3a numeric vector
ATP6V1Ha numeric vector
ATP7Aa numeric vector
ATP7Ba numeric vector
ATP8A1a numeric vector
ATP8A2a numeric vector
ATP8B1a numeric vector
ATP8B2a numeric vector
ATP8B3a numeric vector
ATP8B4a numeric vector
ATP9Aa numeric vector
ATP9Ba numeric vector
ATPAF1a numeric vector
ATPAF2a numeric vector
ATPSCKMTa numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATRNa numeric vector
ATRNL1a numeric vector
ATRXa numeric vector
ATXN1a numeric vector
ATXN10a numeric vector
ATXN1La numeric vector
ATXN2a numeric vector
ATXN2La numeric vector
ATXN3a numeric vector
ATXN3La numeric vector
ATXN7a numeric vector
ATXN7L1a numeric vector
ATXN7L2a numeric vector
ATXN7L3a numeric vector
ATXN7L3Ba numeric vector
AUHa numeric vector
AUNIPa numeric vector
AUP1a numeric vector
AURKAa numeric vector
AURKAIP1a numeric vector
AURKBa numeric vector
AURKCa numeric vector
AUTS2a numeric vector
AVENa numeric vector
AVILa numeric vector
AVL9a numeric vector
AVPa numeric vector
AVPI1a numeric vector
AVPR1Aa numeric vector
AVPR1Ba numeric vector
AVPR2a numeric vector
AWAT1a numeric vector
AWAT2a numeric vector
AXDND1a numeric vector
AXIN1a numeric vector
AXIN2a numeric vector
AXLa numeric vector
AZGP1a numeric vector
AZI2a numeric vector
AZIN1a numeric vector
AZIN2a numeric vector
AZU1a numeric vector
B2Ma numeric vector
B3GALNT1a numeric vector
B3GALNT2a numeric vector
B3GALT1a numeric vector
B3GALT2a numeric vector
B3GALT4a numeric vector
B3GALT5a numeric vector
B3GALT6a numeric vector
B3GAT1a numeric vector
B3GAT2a numeric vector
B3GAT3a numeric vector
B3GLCTa numeric vector
B3GNT10a numeric vector
B3GNT2a numeric vector
B3GNT3a numeric vector
B3GNT4a numeric vector
B3GNT5a numeric vector
B3GNT6a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B3GNT9a numeric vector
B3GNTL1a numeric vector
B4GALNT1a numeric vector
B4GALNT2a numeric vector
B4GALNT3a numeric vector
B4GALNT4a numeric vector
B4GALT1a numeric vector
B4GALT2a numeric vector
B4GALT3a numeric vector
B4GALT4a numeric vector
B4GALT5a numeric vector
B4GALT6a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
B9D1a numeric vector
B9D2a numeric vector
BAALCa numeric vector
BAATa numeric vector
BABAM1a numeric vector
BABAM2a numeric vector
BACE1a numeric vector
BACE2a numeric vector
BACH1a numeric vector
BACH2a numeric vector
BADa numeric vector
BAG1a numeric vector
BAG2a numeric vector
BAG3a numeric vector
BAG4a numeric vector
BAG5a numeric vector
BAG6a numeric vector
BAHCC1a numeric vector
BAHD1a numeric vector
BAIAP2a numeric vector
BAIAP2L1a numeric vector
BAIAP2L2a numeric vector
BAIAP3a numeric vector
BAK1a numeric vector
BAMBIa numeric vector
BANF1a numeric vector
BANF2a numeric vector
BANK1a numeric vector
BANPa numeric vector
BAP1a numeric vector
BARD1a numeric vector
BARHL1a numeric vector
BARHL2a numeric vector
BARX1a numeric vector
BARX2a numeric vector
BASP1a numeric vector
BATFa numeric vector
BATF2a numeric vector
BATF3a numeric vector
BAXa numeric vector
BAZ1Aa numeric vector
BAZ1Ba numeric vector
BAZ2Aa numeric vector
This is Train Norm data.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Train_Norm_data) ## maybe str(Train_Norm_data) ## plot(Train_Norm_data)data(Train_Norm_data) ## maybe str(Train_Norm_data) ## plot(Train_Norm_data)
This is Train PI data.
data("Train_PI_data")data("Train_PI_data")
A data frame with 158 observations on the following 57 variables.
OSa numeric vector
OS_montha numeric vector
AADACL4a numeric vector
ABCA12a numeric vector
ABCC3a numeric vector
ABI1a numeric vector
ABRAa numeric vector
AC006059.2a numeric vector
AC008676.3a numeric vector
AC008764.4a numeric vector
AC010132.3a numeric vector
AC012651.1a numeric vector
AC013477.1a numeric vector
AC109583.1a numeric vector
AC113348.2a numeric vector
AC117457.1a numeric vector
AC131160.1a numeric vector
AC144573.1a numeric vector
AC235565.2a numeric vector
ACO2a numeric vector
ACTC1a numeric vector
ACTL9a numeric vector
ACTRT2a numeric vector
ADD3a numeric vector
ADGRL3a numeric vector
ADH7a numeric vector
ADPRHL1a numeric vector
ADRA2Aa numeric vector
ADRA2Ba numeric vector
AFMIDa numeric vector
AKAP12a numeric vector
AKAP14a numeric vector
AKAP3a numeric vector
AL139260.3a numeric vector
ALG6a numeric vector
ANGPTL6a numeric vector
ANKRD20A1a numeric vector
ANXA6a numeric vector
ANXA8L1a numeric vector
AOC2a numeric vector
APOBEC1a numeric vector
APOEa numeric vector
ARHGAP11Ba numeric vector
ARHGAP12a numeric vector
ARHGEF19a numeric vector
ARL2.SNX15a numeric vector
ARL6IP1a numeric vector
ARPC4.TTLL3a numeric vector
ASB4a numeric vector
ASB5a numeric vector
ASB6a numeric vector
ASPMa numeric vector
ATP1A2a numeric vector
ATP2B4a numeric vector
AZGP1a numeric vector
B3GAT2a numeric vector
PIa numeric vector
This is Train PI data.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Train_PI_data) ## maybe str(Train_PI_data) ## plot(Train_PI_data)data(Train_PI_data) ## maybe str(Train_PI_data) ## plot(Train_PI_data)
This function performs normalization on training and test datasets, which include clinical data and gene expression values. The function applies log transformation and quantile normalization to the gene expression values.
train_test_normalization_f(train_data, test_data, col_num)train_test_normalization_f(train_data, test_data, col_num)
train_data |
A data frame containing the training dataset. The first columns represent clinical data, and the rest represent gene expression data. |
test_data |
A data frame containing the test dataset. The structure
is the same as |
col_num |
An integer specifying the starting column index of the gene expression data in the datasets. |
The function performs the following steps:
Splits clinical and gene expression data based on col_num.
Applies log2 transformation to the gene expression data.
Performs quantile normalization on the log-transformed data for both training and test datasets.
Combines the clinical data with the normalized gene expression data.
A list containing four data frames:
A data frame containing the clinical data from the training dataset.
A data frame containing the clinical data from the test dataset.
A data frame containing the combined clinical and normalized gene expression data for the training set.
A data frame containing the combined clinical and normalized gene expression data for the test set.
# Example datasets train_data <- data.frame(matrix(rnorm(100), nrow = 10)) test_data <- data.frame(matrix(rnorm(100), nrow = 10)) col_num <- 5 result <- train_test_normalization_f(train_data, test_data, col_num) str(result$Train_Norm_data) str(result$Test_Norm_data)# Example datasets train_data <- data.frame(matrix(rnorm(100), nrow = 10)) test_data <- data.frame(matrix(rnorm(100), nrow = 10)) col_num <- 5 result <- train_test_normalization_f(train_data, test_data, col_num) str(result$Train_Norm_data) str(result$Test_Norm_data)
This is Train Uni sig data.
data("Train_Uni_sig_data")data("Train_Uni_sig_data")
A data frame with 158 observations on the following 209 variables.
A2ML1a numeric vector
AADACL4a numeric vector
AAMDCa numeric vector
AAR2a numeric vector
ABCA12a numeric vector
ABCB4a numeric vector
ABCB5a numeric vector
ABCB6a numeric vector
ABCC3a numeric vector
ABCC9a numeric vector
ABCE1a numeric vector
ABCF3a numeric vector
ABHD12a numeric vector
ABHD14Ba numeric vector
ABLIM1a numeric vector
ABLIM3a numeric vector
ABT1a numeric vector
AC004076.1a numeric vector
AC005520.1a numeric vector
AC005832.4a numeric vector
AC006030.1a numeric vector
AC008764.4a numeric vector
AC010132.3a numeric vector
AC013470.2a numeric vector
AC027796.3a numeric vector
AC097636.1a numeric vector
AC106741.1a numeric vector
AC131160.1a numeric vector
AC132217.2a numeric vector
AC144573.1a numeric vector
ACAP2a numeric vector
ACBD5a numeric vector
ACEa numeric vector
ACMSDa numeric vector
ACO1a numeric vector
ACO2a numeric vector
ACP5a numeric vector
ACRV1a numeric vector
ACSBG1a numeric vector
ACSM5a numeric vector
ACSM6a numeric vector
ACTG1a numeric vector
ACTN1a numeric vector
ACTR3a numeric vector
ADAM12a numeric vector
ADAM15a numeric vector
ADAM19a numeric vector
ADAM32a numeric vector
ADAMTS18a numeric vector
ADAMTS7a numeric vector
ADAMTS8a numeric vector
ADCK2a numeric vector
ADCY2a numeric vector
ADCY8a numeric vector
ADD3a numeric vector
ADGRB3a numeric vector
ADGRD2a numeric vector
ADGRE2a numeric vector
ADGRE5a numeric vector
ADGRG7a numeric vector
ADGRL4a numeric vector
ADGRV1a numeric vector
ADH4a numeric vector
ADHFE1a numeric vector
ADKa numeric vector
ADNPa numeric vector
ADPRHa numeric vector
ADRB2a numeric vector
ADRM1a numeric vector
AENa numeric vector
AFAP1L2a numeric vector
AGAP1a numeric vector
AGGF1a numeric vector
AGPSa numeric vector
AGR3a numeric vector
AGRNa numeric vector
AHCYL1a numeric vector
AHNAKa numeric vector
AK2a numeric vector
AK8a numeric vector
AKAP3a numeric vector
AKAP4a numeric vector
AKAP6a numeric vector
AKIP1a numeric vector
AKR1C1a numeric vector
AL121845.3a numeric vector
AL160272.2a numeric vector
AL365214.2a numeric vector
AL391628.1a numeric vector
AL445989.1a numeric vector
AL591806.2a numeric vector
AL669918.1a numeric vector
ALDH9A1a numeric vector
ALDOBa numeric vector
ALDOCa numeric vector
ALG10Ba numeric vector
ALG2a numeric vector
ALG3a numeric vector
ALG6a numeric vector
ALKBH3a numeric vector
ALOX5APa numeric vector
ALYREFa numeric vector
AMDHD1a numeric vector
AMPD3a numeric vector
ANGPTL2a numeric vector
ANGPTL5a numeric vector
ANKFY1a numeric vector
ANKLE2a numeric vector
ANKRD20A1a numeric vector
ANKRD24a numeric vector
ANKRD29a numeric vector
ANKRD36a numeric vector
ANKRD36Ca numeric vector
ANO2a numeric vector
ANPEPa numeric vector
ANXA1a numeric vector
ANXA7a numeric vector
AP003108.2a numeric vector
AP3S1a numeric vector
AP3S2a numeric vector
APEHa numeric vector
APEX2a numeric vector
APH1Aa numeric vector
APLNa numeric vector
APOBEC3Ba numeric vector
APOBEC3Ga numeric vector
APOBRa numeric vector
APOEa numeric vector
APOL1a numeric vector
APOL4a numeric vector
APPBP2a numeric vector
AQP10a numeric vector
AQP7a numeric vector
ARAP3a numeric vector
ARF4a numeric vector
ARFGAP2a numeric vector
ARHGAP11Aa numeric vector
ARHGAP11Ba numeric vector
ARHGAP24a numeric vector
ARHGAP32a numeric vector
ARHGDIGa numeric vector
ARHGEF17a numeric vector
ARHGEF19a numeric vector
ARL1a numeric vector
ARL15a numeric vector
ARL2.SNX15a numeric vector
ARL5Ca numeric vector
ARL6IP6a numeric vector
ARMC4a numeric vector
ARMC6a numeric vector
ARMC9a numeric vector
ARPC3a numeric vector
ARPC4a numeric vector
ARPP21a numeric vector
ARSAa numeric vector
ARSIa numeric vector
ARSLa numeric vector
ART4a numeric vector
ASAH2a numeric vector
ASAP1a numeric vector
ASB12a numeric vector
ASCC3a numeric vector
ASF1Ba numeric vector
ASIC4a numeric vector
ASPHa numeric vector
ASPMa numeric vector
ATAD2a numeric vector
ATAD5a numeric vector
ATG9Ba numeric vector
ATICa numeric vector
ATP11Aa numeric vector
ATP11Ca numeric vector
ATP13A4a numeric vector
ATP1B2a numeric vector
ATP1B3a numeric vector
ATP2A3a numeric vector
ATP2B1a numeric vector
ATP4Ba numeric vector
ATP5F1Da numeric vector
ATP5MC2a numeric vector
ATP5MEa numeric vector
ATP6V0A4a numeric vector
ATP9Ba numeric vector
ATRa numeric vector
ATRAIDa numeric vector
ATRIPa numeric vector
ATXN7a numeric vector
AUNIPa numeric vector
AURKAa numeric vector
AVPI1a numeric vector
AWAT1a numeric vector
AZU1a numeric vector
B3GAT2a numeric vector
B3GNT7a numeric vector
B3GNT8a numeric vector
B4GALNT2a numeric vector
B4GALT3a numeric vector
B4GALT7a numeric vector
B4GAT1a numeric vector
BACH2a numeric vector
BAG3a numeric vector
BAG5a numeric vector
BAHD1a numeric vector
BAIAP3a numeric vector
BANK1a numeric vector
BASP1a numeric vector
BATF2a numeric vector
BAXa numeric vector
BAZ1Ba numeric vector
This is Train Uni sig data.
A data frame with columns X and Y.
https://portal.gdc.cancer.gov/
data(Train_Uni_sig_data) ## maybe str(Train_Uni_sig_data) ## plot(Train_Uni_sig_data)data(Train_Uni_sig_data) ## maybe str(Train_Uni_sig_data) ## plot(Train_Uni_sig_data)
This function performs univariate survival analysis on the provided datasets to identify significant features (genes or clinical features) associated with survival outcomes. It applies Cox proportional hazards models to compute hazard ratios and p-values for median expression cut-offs or clinical feature values.
Univariate_sig_features_f( train_data, test_data, col_num, surv_time, surv_event )Univariate_sig_features_f( train_data, test_data, col_num, surv_time, surv_event )
train_data |
A data frame containing the training dataset. It must include survival time and event columns. |
test_data |
A data frame containing the test dataset. It must include survival time and event columns. |
col_num |
An integer specifying the column number in the dataset from which feature analysis should begin. |
surv_time |
A string specifying the name of the survival time column in the dataset. |
surv_event |
A string specifying the name of the survival event column in the dataset. |
The function first checks the validity of the input variables, such as
whether the survival time and event columns
are present in the training and test datasets. It then renames these
columns to "OS_month" and "OS" internally
for consistency. For each feature starting from the specified column
number (col_num), univariate Cox proportional
hazards models are fitted to assess the association between the feature
and survival outcomes.
For clinical features, a similar process is applied, but the analysis is
limited to the initial col_num - 1 columns.
Significant features are determined based on a p-value threshold of 0.05. The function returns the significant features and their corresponding hazard ratios, p-values, and other related statistics for both training and test datasets.
A list containing:
Univariate_Survival_Significant_genes_List |
A data frame of significant gene features with associated statistics. |
Train_Uni_sig_data |
A data frame of selected significant gene features for the training dataset. |
Test_Uni_sig_data |
A data frame of selected significant gene features for the test dataset. |
Univariate_Survival_Significant_clin_List |
A data frame of significant clinical features with associated statistics. |
Train_Uni_sig_clin_data |
A data frame of selected significant clinical features for the training dataset. |
Test_Uni_sig_clin_data |
A data frame of selected significant clinical features for the test dataset. |
# Example data (requires real survival datasets for testing) train_data <- data.frame( OS_month = c(10, 15, 20, 25), OS = c(1, 0, 1, 1), Gene1 = c(2.3, 3.4, 1.2, 2.5), Gene2 = c(0.5, 1.8, 0.9, 0.6), Clinical1 = c(1, 0, 1, 0) ) test_data <- data.frame( OS_month = c(12, 18, 22, 28), OS = c(1, 1, 0, 1), Gene1 = c(2.0, 3.1, 1.0, 2.3), Gene2 = c(0.4, 1.5, 1.0, 0.7), Clinical1 = c(1, 1, 0, 0) ) #result <- Univariate_sig_features_f( # train_data = train_data, # test_data = test_data, # col_num = 3, # surv_time = "OS_month", # surv_event = "OS" #)# Example data (requires real survival datasets for testing) train_data <- data.frame( OS_month = c(10, 15, 20, 25), OS = c(1, 0, 1, 1), Gene1 = c(2.3, 3.4, 1.2, 2.5), Gene2 = c(0.5, 1.8, 0.9, 0.6), Clinical1 = c(1, 0, 1, 0) ) test_data <- data.frame( OS_month = c(12, 18, 22, 28), OS = c(1, 1, 0, 1), Gene1 = c(2.0, 3.1, 1.0, 2.3), Gene2 = c(0.4, 1.5, 1.0, 0.7), Clinical1 = c(1, 1, 0, 0) ) #result <- Univariate_sig_features_f( # train_data = train_data, # test_data = test_data, # col_num = 3, # surv_time = "OS_month", # surv_event = "OS" #)