Package 'CPSM'

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

Help Index


Data Processing f

Description

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"

Arguments

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.

Details

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"

Value

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.

Examples

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"
)

Example TCGA LGG FPKM data

Description

This is a data set used for the package example.

Usage

data("Example_TCGA_LGG_FPKM_data")

Format

A data frame with 184 observations on the following 2024 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

A1BG

a numeric vector

A1CF

a numeric vector

A2M

a numeric vector

A2ML1

a numeric vector

A3GALT2

a numeric vector

A4GALT

a numeric vector

A4GNT

a numeric vector

AAAS

a numeric vector

AACS

a numeric vector

AADAC

a numeric vector

AADACL2

a numeric vector

AADACL3

a numeric vector

AADACL4

a numeric vector

AADAT

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AAGAB

a numeric vector

AAK1

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AAMDC

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AAMP

a numeric vector

AANAT

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AAR2

a numeric vector

AARD

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AARS1

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AARS2

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AARSD1

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AASDH

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AASDHPPT

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AASS

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AATF

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AATK

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ABAT

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ABCB1

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ABCB11

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ABCB4

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⁠ABCF2-H2BE1⁠

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a numeric vector

AP5M1

a numeric vector

AP5S1

a numeric vector

AP5Z1

a numeric vector

APAF1

a numeric vector

APBA1

a numeric vector

APBA2

a numeric vector

APBA3

a numeric vector

APBB1

a numeric vector

APBB1IP

a numeric vector

APBB2

a numeric vector

APBB3

a numeric vector

APC

a numeric vector

APC2

a numeric vector

APCDD1

a numeric vector

APCDD1L

a numeric vector

APCS

a numeric vector

APEH

a numeric vector

APELA

a numeric vector

APEX1

a numeric vector

APEX2

a numeric vector

APH1A

a numeric vector

APH1B

a numeric vector

API5

a numeric vector

APIP

a numeric vector

APLF

a numeric vector

APLN

a numeric vector

APLNR

a numeric vector

APLP1

a numeric vector

APLP2

a numeric vector

APMAP

a numeric vector

APOA1

a numeric vector

APOA2

a numeric vector

APOA4

a numeric vector

APOA5

a numeric vector

APOB

a numeric vector

APOBEC1

a numeric vector

APOBEC2

a numeric vector

APOBEC3A

a numeric vector

APOBEC3B

a numeric vector

APOBEC3C

a numeric vector

APOBEC3D

a numeric vector

APOBEC3F

a numeric vector

APOBEC3G

a numeric vector

APOBEC3H

a numeric vector

APOBEC4

a numeric vector

APOBR

a numeric vector

APOC1

a numeric vector

APOC2

a numeric vector

APOC3

a numeric vector

APOC4

a numeric vector

⁠APOC4-APOC2⁠

a numeric vector

APOD

a numeric vector

APOE

a numeric vector

APOF

a numeric vector

APOH

a numeric vector

APOL1

a numeric vector

APOL2

a numeric vector

APOL3

a numeric vector

APOL4

a numeric vector

APOL5

a numeric vector

APOL6

a numeric vector

APOLD1

a numeric vector

APOM

a numeric vector

APOO

a numeric vector

APOOL

a numeric vector

APP

a numeric vector

APPBP2

a numeric vector

APPL1

a numeric vector

APPL2

a numeric vector

APRT

a numeric vector

APTX

a numeric vector

AQP1

a numeric vector

AQP10

a numeric vector

AQP11

a numeric vector

AQP12A

a numeric vector

AQP12B

a numeric vector

AQP2

a numeric vector

AQP3

a numeric vector

AQP4

a numeric vector

AQP5

a numeric vector

AQP6

a numeric vector

AQP7

a numeric vector

AQP8

a numeric vector

AQP9

a numeric vector

AQR

a numeric vector

AR

a numeric vector

ARAF

a numeric vector

ARAP1

a numeric vector

ARAP2

a numeric vector

ARAP3

a numeric vector

ARC

a numeric vector

ARCN1

a numeric vector

AREG

a numeric vector

AREL1

a numeric vector

ARF1

a numeric vector

ARF3

a numeric vector

ARF4

a numeric vector

ARF5

a numeric vector

ARF6

a numeric vector

ARFGAP1

a numeric vector

ARFGAP2

a numeric vector

ARFGAP3

a numeric vector

ARFGEF1

a numeric vector

ARFGEF2

a numeric vector

ARFGEF3

a numeric vector

ARFIP1

a numeric vector

ARFIP2

a numeric vector

ARFRP1

a numeric vector

ARG1

a numeric vector

ARG2

a numeric vector

ARGFX

a numeric vector

ARGLU1

a numeric vector

ARHGAP1

a numeric vector

ARHGAP10

a numeric vector

ARHGAP11A

a numeric vector

ARHGAP11B

a numeric vector

ARHGAP12

a numeric vector

ARHGAP15

a numeric vector

ARHGAP17

a numeric vector

ARHGAP18

a numeric vector

ARHGAP19

a numeric vector

⁠ARHGAP19-SLIT1⁠

a numeric vector

ARHGAP20

a numeric vector

ARHGAP21

a numeric vector

ARHGAP22

a numeric vector

ARHGAP23

a numeric vector

ARHGAP24

a numeric vector

ARHGAP25

a numeric vector

ARHGAP26

a numeric vector

ARHGAP27

a numeric vector

ARHGAP28

a numeric vector

ARHGAP29

a numeric vector

ARHGAP30

a numeric vector

ARHGAP31

a numeric vector

ARHGAP32

a numeric vector

ARHGAP33

a numeric vector

ARHGAP35

a numeric vector

ARHGAP36

a numeric vector

ARHGAP39

a numeric vector

ARHGAP4

a numeric vector

ARHGAP40

a numeric vector

ARHGAP42

a numeric vector

ARHGAP44

a numeric vector

ARHGAP45

a numeric vector

ARHGAP5

a numeric vector

ARHGAP6

a numeric vector

ARHGAP8

a numeric vector

ARHGAP9

a numeric vector

ARHGDIA

a numeric vector

ARHGDIB

a numeric vector

ARHGDIG

a numeric vector

ARHGEF1

a numeric vector

ARHGEF10

a numeric vector

ARHGEF10L

a numeric vector

ARHGEF11

a numeric vector

ARHGEF12

a numeric vector

ARHGEF15

a numeric vector

ARHGEF16

a numeric vector

ARHGEF17

a numeric vector

ARHGEF18

a numeric vector

ARHGEF19

a numeric vector

ARHGEF2

a numeric vector

ARHGEF25

a numeric vector

ARHGEF26

a numeric vector

ARHGEF28

a numeric vector

ARHGEF3

a numeric vector

ARHGEF33

a numeric vector

ARHGEF35

a numeric vector

ARHGEF37

a numeric vector

ARHGEF38

a numeric vector

ARHGEF39

a numeric vector

ARHGEF4

a numeric vector

ARHGEF40

a numeric vector

ARHGEF5

a numeric vector

ARHGEF6

a numeric vector

ARHGEF7

a numeric vector

ARHGEF9

a numeric vector

ARID1A

a numeric vector

ARID1B

a numeric vector

ARID2

a numeric vector

ARID3A

a numeric vector

ARID3B

a numeric vector

ARID3BP1

a numeric vector

ARID3C

a numeric vector

ARID4A

a numeric vector

ARID4B

a numeric vector

ARID5A

a numeric vector

ARID5B

a numeric vector

ARIH1

a numeric vector

ARIH2

a numeric vector

ARL1

a numeric vector

ARL10

a numeric vector

ARL11

a numeric vector

ARL13A

a numeric vector

ARL13B

a numeric vector

ARL14

a numeric vector

ARL14EP

a numeric vector

ARL14EPL

a numeric vector

ARL15

a numeric vector

ARL16

a numeric vector

ARL17A

a numeric vector

ARL17B

a numeric vector

ARL2

a numeric vector

⁠ARL2-SNX15⁠

a numeric vector

ARL2BP

a numeric vector

ARL3

a numeric vector

ARL4A

a numeric vector

ARL4C

a numeric vector

ARL4D

a numeric vector

ARL5A

a numeric vector

ARL5B

a numeric vector

ARL5C

a numeric vector

ARL6

a numeric vector

ARL6IP1

a numeric vector

ARL6IP4

a numeric vector

ARL6IP5

a numeric vector

ARL6IP6

a numeric vector

ARL8A

a numeric vector

ARL8B

a numeric vector

ARL9

a numeric vector

ARMC1

a numeric vector

ARMC10

a numeric vector

ARMC12

a numeric vector

ARMC2

a numeric vector

ARMC3

a numeric vector

ARMC4

a numeric vector

ARMC5

a numeric vector

ARMC6

a numeric vector

ARMC7

a numeric vector

ARMC8

a numeric vector

ARMC9

a numeric vector

ARMCX1

a numeric vector

ARMCX2

a numeric vector

ARMCX3

a numeric vector

ARMCX4

a numeric vector

ARMCX5

a numeric vector

⁠ARMCX5-GPRASP2⁠

a numeric vector

ARMCX6

a numeric vector

ARMH1

a numeric vector

ARMH2

a numeric vector

ARMH3

a numeric vector

ARMH4

a numeric vector

ARMS2

a numeric vector

ARMT1

a numeric vector

ARNT

a numeric vector

ARNT2

a numeric vector

ARNTL

a numeric vector

ARNTL2

a numeric vector

ARPC1A

a numeric vector

ARPC1B

a numeric vector

ARPC2

a numeric vector

ARPC3

a numeric vector

ARPC4

a numeric vector

⁠ARPC4-TTLL3⁠

a numeric vector

ARPC5

a numeric vector

ARPC5L

a numeric vector

ARPIN

a numeric vector

⁠ARPIN-AP3S2⁠

a numeric vector

ARPP19

a numeric vector

ARPP21

a numeric vector

ARR3

a numeric vector

ARRB1

a numeric vector

ARRB2

a numeric vector

ARRDC1

a numeric vector

ARRDC2

a numeric vector

ARRDC3

a numeric vector

ARRDC4

a numeric vector

ARRDC5

a numeric vector

ARSA

a numeric vector

ARSB

a numeric vector

ARSD

a numeric vector

ARSF

a numeric vector

ARSG

a numeric vector

ARSH

a numeric vector

ARSI

a numeric vector

ARSJ

a numeric vector

ARSK

a numeric vector

ARSL

a numeric vector

ART1

a numeric vector

ART3

a numeric vector

ART4

a numeric vector

ART5

a numeric vector

ARTN

a numeric vector

ARV1

a numeric vector

ARVCF

a numeric vector

ARX

a numeric vector

AS3MT

a numeric vector

ASAH1

a numeric vector

ASAH2

a numeric vector

ASAH2B

a numeric vector

ASAP1

a numeric vector

ASAP2

a numeric vector

ASAP3

a numeric vector

ASB1

a numeric vector

ASB10

a numeric vector

ASB11

a numeric vector

ASB12

a numeric vector

ASB13

a numeric vector

ASB14

a numeric vector

ASB15

a numeric vector

ASB16

a numeric vector

ASB17

a numeric vector

ASB18

a numeric vector

ASB2

a numeric vector

ASB3

a numeric vector

ASB4

a numeric vector

ASB5

a numeric vector

ASB6

a numeric vector

ASB7

a numeric vector

ASB8

a numeric vector

ASB9

a numeric vector

ASCC1

a numeric vector

ASCC2

a numeric vector

ASCC3

a numeric vector

ASCL1

a numeric vector

ASCL2

a numeric vector

ASCL3

a numeric vector

ASCL4

a numeric vector

ASCL5

a numeric vector

ASDURF

a numeric vector

ASF1A

a numeric vector

ASF1B

a numeric vector

ASGR1

a numeric vector

ASGR2

a numeric vector

ASH1L

a numeric vector

ASH2L

a numeric vector

ASIC1

a numeric vector

ASIC2

a numeric vector

ASIC3

a numeric vector

ASIC4

a numeric vector

ASIC5

a numeric vector

ASIP

a numeric vector

ASL

a numeric vector

ASMT

a numeric vector

ASMTL

a numeric vector

ASNS

a numeric vector

ASNSD1

a numeric vector

ASPA

a numeric vector

ASPDH

a numeric vector

ASPG

a numeric vector

ASPH

a numeric vector

ASPHD1

a numeric vector

ASPHD2

a numeric vector

ASPM

a numeric vector

ASPN

a numeric vector

ASPRV1

a numeric vector

ASPSCR1

a numeric vector

ASRGL1

a numeric vector

ASS1

a numeric vector

ASTE1

a numeric vector

ASTL

a numeric vector

ASTN1

a numeric vector

ASTN2

a numeric vector

ASXL1

a numeric vector

ASXL2

a numeric vector

ASXL3

a numeric vector

ASZ1

a numeric vector

ATAD1

a numeric vector

ATAD2

a numeric vector

ATAD2B

a numeric vector

ATAD3A

a numeric vector

ATAD3B

a numeric vector

ATAD3C

a numeric vector

ATAD5

a numeric vector

ATAT1

a numeric vector

ATCAY

a numeric vector

ATE1

a numeric vector

ATF1

a numeric vector

ATF2

a numeric vector

ATF3

a numeric vector

ATF4

a numeric vector

ATF5

a numeric vector

ATF6

a numeric vector

ATF6B

a numeric vector

ATF7

a numeric vector

⁠ATF7-NPFF⁠

a numeric vector

ATF7IP

a numeric vector

ATF7IP2

a numeric vector

ATG10

a numeric vector

ATG101

a numeric vector

ATG12

a numeric vector

ATG13

a numeric vector

ATG14

a numeric vector

ATG16L1

a numeric vector

ATG16L2

a numeric vector

ATG2A

a numeric vector

ATG2B

a numeric vector

ATG3

a numeric vector

ATG4A

a numeric vector

ATG4B

a numeric vector

ATG4C

a numeric vector

ATG4D

a numeric vector

ATG5

a numeric vector

ATG7

a numeric vector

ATG9A

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATL1

a numeric vector

ATL2

a numeric vector

ATL3

a numeric vector

ATM

a numeric vector

ATMIN

a numeric vector

ATN1

a numeric vector

ATOH1

a numeric vector

ATOH7

a numeric vector

ATOH8

a numeric vector

ATOX1

a numeric vector

ATP10A

a numeric vector

ATP10B

a numeric vector

ATP10D

a numeric vector

ATP11A

a numeric vector

ATP11B

a numeric vector

ATP11C

a numeric vector

ATP12A

a numeric vector

ATP13A1

a numeric vector

ATP13A2

a numeric vector

ATP13A3

a numeric vector

ATP13A4

a numeric vector

ATP13A5

a numeric vector

ATP1A1

a numeric vector

ATP1A2

a numeric vector

ATP1A3

a numeric vector

ATP1A4

a numeric vector

ATP1B1

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP1B4

a numeric vector

ATP23

a numeric vector

ATP2A1

a numeric vector

ATP2A2

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP2B2

a numeric vector

ATP2B3

a numeric vector

ATP2B4

a numeric vector

ATP2C1

a numeric vector

ATP2C2

a numeric vector

ATP4A

a numeric vector

ATP4B

a numeric vector

ATP5F1A

a numeric vector

ATP5F1B

a numeric vector

ATP5F1C

a numeric vector

ATP5F1D

a numeric vector

ATP5F1E

a numeric vector

ATP5IF1

a numeric vector

ATP5MC1

a numeric vector

ATP5MC2

a numeric vector

ATP5MC3

a numeric vector

ATP5MD

a numeric vector

ATP5ME

a numeric vector

ATP5MF

a numeric vector

⁠ATP5MF-PTCD1⁠

a numeric vector

ATP5MG

a numeric vector

ATP5MGL

a numeric vector

ATP5MPL

a numeric vector

ATP5PB

a numeric vector

ATP5PD

a numeric vector

ATP5PF

a numeric vector

ATP5PO

a numeric vector

ATP6AP1

a numeric vector

ATP6AP1L

a numeric vector

ATP6AP2

a numeric vector

ATP6V0A1

a numeric vector

ATP6V0A2

a numeric vector

ATP6V0A4

a numeric vector

ATP6V0B

a numeric vector

ATP6V0C

a numeric vector

ATP6V0D1

a numeric vector

ATP6V0D2

a numeric vector

ATP6V0E1

a numeric vector

ATP6V0E2

a numeric vector

ATP6V1A

a numeric vector

ATP6V1B1

a numeric vector

ATP6V1B2

a numeric vector

ATP6V1C1

a numeric vector

ATP6V1C2

a numeric vector

ATP6V1D

a numeric vector

ATP6V1E1

a numeric vector

ATP6V1E2

a numeric vector

ATP6V1F

a numeric vector

ATP6V1FNB

a numeric vector

ATP6V1G1

a numeric vector

ATP6V1G2

a numeric vector

⁠ATP6V1G2-DDX39B⁠

a numeric vector

ATP6V1G3

a numeric vector

ATP6V1H

a numeric vector

ATP7A

a numeric vector

ATP7B

a numeric vector

ATP8A1

a numeric vector

ATP8A2

a numeric vector

ATP8B1

a numeric vector

ATP8B2

a numeric vector

ATP8B3

a numeric vector

ATP8B4

a numeric vector

ATP9A

a numeric vector

ATP9B

a numeric vector

ATPAF1

a numeric vector

ATPAF2

a numeric vector

ATPSCKMT

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATRN

a numeric vector

ATRNL1

a numeric vector

ATRX

a numeric vector

ATXN1

a numeric vector

ATXN10

a numeric vector

ATXN1L

a numeric vector

ATXN2

a numeric vector

ATXN2L

a numeric vector

ATXN3

a numeric vector

ATXN3L

a numeric vector

ATXN7

a numeric vector

ATXN7L1

a numeric vector

ATXN7L2

a numeric vector

ATXN7L3

a numeric vector

ATXN7L3B

a numeric vector

AUH

a numeric vector

AUNIP

a numeric vector

AUP1

a numeric vector

AURKA

a numeric vector

AURKAIP1

a numeric vector

AURKB

a numeric vector

AURKC

a numeric vector

AUTS2

a numeric vector

AVEN

a numeric vector

AVIL

a numeric vector

AVL9

a numeric vector

AVP

a numeric vector

AVPI1

a numeric vector

AVPR1A

a numeric vector

AVPR1B

a numeric vector

AVPR2

a numeric vector

AWAT1

a numeric vector

AWAT2

a numeric vector

AXDND1

a numeric vector

AXIN1

a numeric vector

AXIN2

a numeric vector

AXL

a numeric vector

AZGP1

a numeric vector

AZI2

a numeric vector

AZIN1

a numeric vector

AZIN2

a numeric vector

AZU1

a numeric vector

B2M

a numeric vector

B3GALNT1

a numeric vector

B3GALNT2

a numeric vector

B3GALT1

a numeric vector

B3GALT2

a numeric vector

B3GALT4

a numeric vector

B3GALT5

a numeric vector

B3GALT6

a numeric vector

B3GAT1

a numeric vector

B3GAT2

a numeric vector

B3GAT3

a numeric vector

B3GLCT

a numeric vector

B3GNT10

a numeric vector

B3GNT2

a numeric vector

B3GNT3

a numeric vector

B3GNT4

a numeric vector

B3GNT5

a numeric vector

B3GNT6

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B3GNT9

a numeric vector

B3GNTL1

a numeric vector

B4GALNT1

a numeric vector

B4GALNT2

a numeric vector

B4GALNT3

a numeric vector

B4GALNT4

a numeric vector

B4GALT1

a numeric vector

B4GALT2

a numeric vector

B4GALT3

a numeric vector

B4GALT4

a numeric vector

B4GALT5

a numeric vector

B4GALT6

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

B9D1

a numeric vector

B9D2

a numeric vector

BAALC

a numeric vector

BAAT

a numeric vector

BABAM1

a numeric vector

BABAM2

a numeric vector

BACE1

a numeric vector

BACE2

a numeric vector

BACH1

a numeric vector

BACH2

a numeric vector

BAD

a numeric vector

BAG1

a numeric vector

BAG2

a numeric vector

BAG3

a numeric vector

BAG4

a numeric vector

BAG5

a numeric vector

BAG6

a numeric vector

BAHCC1

a numeric vector

BAHD1

a numeric vector

BAIAP2

a numeric vector

BAIAP2L1

a numeric vector

BAIAP2L2

a numeric vector

BAIAP3

a numeric vector

BAK1

a numeric vector

BAMBI

a numeric vector

BANF1

a numeric vector

BANF2

a numeric vector

BANK1

a numeric vector

BANP

a numeric vector

BAP1

a numeric vector

BARD1

a numeric vector

BARHL1

a numeric vector

BARHL2

a numeric vector

BARX1

a numeric vector

BARX2

a numeric vector

BASP1

a numeric vector

BATF

a numeric vector

BATF2

a numeric vector

BATF3

a numeric vector

BAX

a numeric vector

BAZ1A

a numeric vector

BAZ1B

a numeric vector

BAZ2A

a numeric vector

Details

This is a GBM dataset.

Value

Returns a data frame and a plot.

Source

https://portal.gdc.cancer.gov/

References

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.

Examples

data(Example_TCGA_LGG_FPKM_data)
## maybe str(Example_TCGA_LGG_FPKM_data) ; plot(Example_TCGA_LGG_FPKM_data)

feature list for Nomogram

Description

This is feature list for Nomogram.

Usage

data("feature_list_for_Nomogram")

Format

A data frame with 6 observations on the following variable.

ID

a character vector

Details

This is feature list for Nomogram.

Value

Returns a plot.

Source

https://portal.gdc.cancer.gov/

Examples

data(feature_list_for_Nomogram)
## maybe str(feature_list_for_Nomogram)
## plot(feature_list_for_Nomogram)

Key Clin feature list

Description

This is Key Clin feature list.

Usage

data("Key_Clin_feature_list")

Format

A data frame with 8 observations on the following variable.

ID

a character vector

Details

This is Key Clin feature list.

Value

Returns a feature list.

Source

https://portal.gdc.cancer.gov/

Examples

data(Key_Clin_feature_list)
## maybe str(Key_Clin_feature_list)

Key Clin features with PI list

Description

This is Key Clin features with PI list.

Usage

data("Key_Clin_features_with_PI_list")

Format

A data frame with 9 observations on the following variable.

ID

a character vector

Details

This is Key Clin features with PI list.

Value

Returns a feature list.

Source

https://portal.gdc.cancer.gov/

Examples

data(Key_Clin_features_with_PI_list)
## maybe str(Key_Clin_features_with_PI_list)

Key PI list

Description

This is Key PI list.

Usage

data("Key_PI_list")

Format

A data frame with 1 observations on the following variable.

ID

a character vector

Details

This is Key PI list.

Value

Returns a feature list.

Source

https://portal.gdc.cancer.gov/

Examples

data(Key_PI_list)
## maybe str(Key_PI_list)

Key univariate features list

Description

This is Key univariate features list.

Usage

data("Key_univariate_features_list")

Format

A data frame with 2391 observations on the following variable.

ID

a character vector

Details

This is Key univariate features list.

Value

Returns a feature list.

Source

https://portal.gdc.cancer.gov/

Examples

data(Key_univariate_features_list)
## maybe str(Key_univariate_features_list)

Key univariate features with Clin list

Description

This is Key univariate features with Clin list.

Usage

data("Key_univariate_features_with_Clin_list")

Format

A data frame with 2399 observations on the following variable.

ID

a character vector

Details

This is Key univariate features with Clin list.

Value

Returns a feature list.

Source

https://portal.gdc.cancer.gov/

Examples

data(Key_univariate_features_with_Clin_list)
## maybe str(Key_univariate_features_with_Clin_list)

Lasso-Based Prognostic Index Calculation

Description

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.

Usage

Lasso_PI_scores_f(
  train_data,
  test_data,
  nfolds,
  col_num,
  surv_time,
  surv_event
)

Arguments

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.

Details

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.

Value

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.

Examples

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")

Mean and Median Survival Bar Plot

Description

This function generate barplots for mean and median survival of patients. Besides, user can also highlight one specific sample by providing sample IDs

Arguments

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.

Value

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.

Examples

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"
)

mean median survival time data

Description

This is mean median survival time data.

Usage

data("mean_median_survival_time_data")

Format

A data frame with 18 observations on the following 3 variables.

IDs

a character vector

Mean

a numeric vector

Median

a numeric vector

Details

This is mean median survival time data.

Value

Data whch is used for plot.

Source

https://portal.gdc.cancer.gov/

Examples

data(mean_median_survival_time_data)
# maybe str(mean_median_survival_time_data)
# plot(mean_median_survival_time_data)

MTLR Prediction Model Function

Description

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).

Usage

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
)

Arguments

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:

  • 1: Clinical features model

  • 2: PI score model

  • 3: PI score with Clinical features model

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.

Value

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.

Examples

# 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"
  )

New data

Description

This is New data.

Usage

data("New_data")

Format

A data frame with 176 observations on the following 2025 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

A1BG

a numeric vector

A1CF

a numeric vector

A2M

a numeric vector

A2ML1

a numeric vector

A3GALT2

a numeric vector

A4GALT

a numeric vector

A4GNT

a numeric vector

AAAS

a numeric vector

AACS

a numeric vector

AADAC

a numeric vector

AADACL2

a numeric vector

AADACL3

a numeric vector

AADACL4

a numeric vector

AADAT

a numeric vector

AAGAB

a numeric vector

AAK1

a numeric vector

AAMDC

a numeric vector

AAMP

a numeric vector

AANAT

a numeric vector

AAR2

a numeric vector

AARD

a numeric vector

AARS1

a numeric vector

AARS2

a numeric vector

AARSD1

a numeric vector

AASDH

a numeric vector

AASDHPPT

a numeric vector

AASS

a numeric vector

AATF

a numeric vector

AATK

a numeric vector

ABAT

a numeric vector

ABCA1

a numeric vector

ABCA10

a numeric vector

ABCA12

a numeric vector

ABCA13

a numeric vector

ABCA2

a numeric vector

ABCA3

a numeric vector

ABCA4

a numeric vector

ABCA5

a numeric vector

ABCA6

a numeric vector

ABCA7

a numeric vector

ABCA8

a numeric vector

ABCA9

a numeric vector

ABCB1

a numeric vector

ABCB10

a numeric vector

ABCB11

a numeric vector

ABCB4

a numeric vector

ABCB5

a numeric vector

ABCB6

a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

ABCC11

a numeric vector

ABCC12

a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

ABCC5

a numeric vector

ABCC6

a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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a numeric vector

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AP001054.1

a numeric vector

AP001267.5

a numeric vector

AP001273.2

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AP001453.3

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AP001458.2

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AP001781.2

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AP001931.1

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AP001931.2

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AP002373.1

a numeric vector

AP002495.1

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AP002512.3

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AP002748.5

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AP002884.2

a numeric vector

AP002990.1

a numeric vector

AP003071.5

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AP003108.2

a numeric vector

AP003419.1

a numeric vector

AP006621.6

a numeric vector

AP1AR

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AP1B1

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AP1G1

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AP1G2

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AP1M1

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AP1M2

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AP1S1

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AP1S2

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AP1S3

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AP2A1

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AP2A2

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AP2B1

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AP2M1

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AP2S1

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AP3B1

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AP3B2

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AP3D1

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AP3M1

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AP3M2

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AP3S1

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AP3S2

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AP4B1

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AP4E1

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AP4M1

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AP4S1

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AP5B1

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AP5M1

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AP5S1

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AP5Z1

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APAF1

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APBA1

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APBA2

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APBA3

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APBB1

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APBB1IP

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APBB2

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APBB3

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APC

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APC2

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APCDD1

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APCDD1L

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APCS

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APEH

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APELA

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APEX1

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APEX2

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APH1A

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APH1B

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API5

a numeric vector

APIP

a numeric vector

APLF

a numeric vector

APLN

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APLNR

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APLP1

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APLP2

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APMAP

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APOA1

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APOA2

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APOA4

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APOA5

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APOB

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APOBEC1

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APOBEC2

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APOBEC3A

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APOBEC3B

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APOBEC3C

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APOBEC3D

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APOBEC3F

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APOBEC3G

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APOBEC3H

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APOBEC4

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APOBR

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APOC1

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APOC2

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APOC3

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APOC4

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APOC4.APOC2

a numeric vector

APOD

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APOE

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APOF

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APOH

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APOL1

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APOL2

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APOL3

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APOL4

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APOL5

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APOL6

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APOLD1

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APOM

a numeric vector

APOO

a numeric vector

APOOL

a numeric vector

APP

a numeric vector

APPBP2

a numeric vector

APPL1

a numeric vector

APPL2

a numeric vector

APRT

a numeric vector

APTX

a numeric vector

AQP1

a numeric vector

AQP10

a numeric vector

AQP11

a numeric vector

AQP12A

a numeric vector

AQP12B

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AQP2

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AQP3

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AQP4

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AQP5

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AQP6

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AQP7

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AQP8

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AQP9

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AQR

a numeric vector

AR

a numeric vector

ARAF

a numeric vector

ARAP1

a numeric vector

ARAP2

a numeric vector

ARAP3

a numeric vector

ARC

a numeric vector

ARCN1

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AREG

a numeric vector

AREL1

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ARF1

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ARF3

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ARF4

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ARF5

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ARF6

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ARFGAP1

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ARFGAP2

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ARFGAP3

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ARFGEF1

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ARFGEF2

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ARFGEF3

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ARFIP1

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ARFIP2

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ARFRP1

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ARG1

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ARG2

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ARGFX

a numeric vector

ARGLU1

a numeric vector

ARHGAP1

a numeric vector

ARHGAP10

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ARHGAP11A

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ARHGAP11B

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ARHGAP12

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ARHGAP15

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ARHGAP17

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ARHGAP18

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ARHGAP19

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ARHGAP19.SLIT1

a numeric vector

ARHGAP20

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ARHGAP21

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ARHGAP22

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ARHGAP24

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ARHGAP25

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ARHGAP27

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ARHGAP28

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ARHGAP35

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ARHGAP44

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ARHGAP45

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ARHGAP5

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ARHGAP6

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ARHGDIA

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ARHGDIB

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ARHGDIG

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ARHGEF1

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ARHGEF10

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ARHGEF10L

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ARHGEF11

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ARID1A

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ARID1B

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ARID2

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ARID3A

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ARID3B

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ARID3BP1

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ARID3C

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ARID4A

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ARID4B

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ARID5A

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ARID5B

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ARIH1

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ARIH2

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ARL1

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ARL10

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ARL11

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ARL13A

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ARL13B

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ARL14

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ARL14EP

a numeric vector

ARL14EPL

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ARL15

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ARL16

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ARL17A

a numeric vector

ARL17B

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ARL2

a numeric vector

ARL2.SNX15

a numeric vector

ARL2BP

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ARL3

a numeric vector

ARL4A

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ARL4C

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ARL4D

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ARL5A

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ARL5B

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ARL5C

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ARL6

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ARL6IP1

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ARL8A

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ARL8B

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ARL9

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ARMC1

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ARMC10

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ARMC12

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ARMC2

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ARMC3

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ARMC4

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ARMCX1

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ARMCX2

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ARMCX3

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ARMCX4

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ARMCX5

a numeric vector

ARMCX5.GPRASP2

a numeric vector

ARMCX6

a numeric vector

ARMH1

a numeric vector

ARMH2

a numeric vector

ARMH3

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ARMH4

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ARMS2

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ARMT1

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ARNT

a numeric vector

ARNT2

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ARNTL

a numeric vector

ARNTL2

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ARPC1A

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ARPC1B

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ARPC2

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ARPC3

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ARPC4

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ARPC4.TTLL3

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ARPC5

a numeric vector

ARPC5L

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ARPIN

a numeric vector

ARPIN.AP3S2

a numeric vector

ARPP19

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ARPP21

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ARR3

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ARRB1

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ARRB2

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ARRDC1

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ARRDC2

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ARRDC3

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ARRDC4

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ARRDC5

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ARSA

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ARSB

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ARSD

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ARSF

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ARSG

a numeric vector

ARSH

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ARSI

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ARSJ

a numeric vector

ARSK

a numeric vector

ARSL

a numeric vector

ART1

a numeric vector

ART3

a numeric vector

ART4

a numeric vector

ART5

a numeric vector

ARTN

a numeric vector

ARV1

a numeric vector

ARVCF

a numeric vector

ARX

a numeric vector

AS3MT

a numeric vector

ASAH1

a numeric vector

ASAH2

a numeric vector

ASAH2B

a numeric vector

ASAP1

a numeric vector

ASAP2

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ASAP3

a numeric vector

ASB1

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ASB10

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ASB12

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ASB13

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ASB2

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ASB3

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ASB4

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ASB5

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ASB9

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ASCC1

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ASCC2

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ASCC3

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ASCL1

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ASCL2

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ASCL3

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ASCL4

a numeric vector

ASCL5

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ASDURF

a numeric vector

ASF1A

a numeric vector

ASF1B

a numeric vector

ASGR1

a numeric vector

ASGR2

a numeric vector

ASH1L

a numeric vector

ASH2L

a numeric vector

ASIC1

a numeric vector

ASIC2

a numeric vector

ASIC3

a numeric vector

ASIC4

a numeric vector

ASIC5

a numeric vector

ASIP

a numeric vector

ASL

a numeric vector

ASMT

a numeric vector

ASMTL

a numeric vector

ASNS

a numeric vector

ASNSD1

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ASPA

a numeric vector

ASPDH

a numeric vector

ASPG

a numeric vector

ASPH

a numeric vector

ASPHD1

a numeric vector

ASPHD2

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ASPM

a numeric vector

ASPN

a numeric vector

ASPRV1

a numeric vector

ASPSCR1

a numeric vector

ASRGL1

a numeric vector

ASS1

a numeric vector

ASTE1

a numeric vector

ASTL

a numeric vector

ASTN1

a numeric vector

ASTN2

a numeric vector

ASXL1

a numeric vector

ASXL2

a numeric vector

ASXL3

a numeric vector

ASZ1

a numeric vector

ATAD1

a numeric vector

ATAD2

a numeric vector

ATAD2B

a numeric vector

ATAD3A

a numeric vector

ATAD3B

a numeric vector

ATAD3C

a numeric vector

ATAD5

a numeric vector

ATAT1

a numeric vector

ATCAY

a numeric vector

ATE1

a numeric vector

ATF1

a numeric vector

ATF2

a numeric vector

ATF3

a numeric vector

ATF4

a numeric vector

ATF5

a numeric vector

ATF6

a numeric vector

ATF6B

a numeric vector

ATF7

a numeric vector

ATF7.NPFF

a numeric vector

ATF7IP

a numeric vector

ATF7IP2

a numeric vector

ATG10

a numeric vector

ATG101

a numeric vector

ATG12

a numeric vector

ATG13

a numeric vector

ATG14

a numeric vector

ATG16L1

a numeric vector

ATG16L2

a numeric vector

ATG2A

a numeric vector

ATG2B

a numeric vector

ATG3

a numeric vector

ATG4A

a numeric vector

ATG4B

a numeric vector

ATG4C

a numeric vector

ATG4D

a numeric vector

ATG5

a numeric vector

ATG7

a numeric vector

ATG9A

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATL1

a numeric vector

ATL2

a numeric vector

ATL3

a numeric vector

ATM

a numeric vector

ATMIN

a numeric vector

ATN1

a numeric vector

ATOH1

a numeric vector

ATOH7

a numeric vector

ATOH8

a numeric vector

ATOX1

a numeric vector

ATP10A

a numeric vector

ATP10B

a numeric vector

ATP10D

a numeric vector

ATP11A

a numeric vector

ATP11B

a numeric vector

ATP11C

a numeric vector

ATP12A

a numeric vector

ATP13A1

a numeric vector

ATP13A2

a numeric vector

ATP13A3

a numeric vector

ATP13A4

a numeric vector

ATP13A5

a numeric vector

ATP1A1

a numeric vector

ATP1A2

a numeric vector

ATP1A3

a numeric vector

ATP1A4

a numeric vector

ATP1B1

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP1B4

a numeric vector

ATP23

a numeric vector

ATP2A1

a numeric vector

ATP2A2

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP2B2

a numeric vector

ATP2B3

a numeric vector

ATP2B4

a numeric vector

ATP2C1

a numeric vector

ATP2C2

a numeric vector

ATP4A

a numeric vector

ATP4B

a numeric vector

ATP5F1A

a numeric vector

ATP5F1B

a numeric vector

ATP5F1C

a numeric vector

ATP5F1D

a numeric vector

ATP5F1E

a numeric vector

ATP5IF1

a numeric vector

ATP5MC1

a numeric vector

ATP5MC2

a numeric vector

ATP5MC3

a numeric vector

ATP5MD

a numeric vector

ATP5ME

a numeric vector

ATP5MF

a numeric vector

ATP5MF.PTCD1

a numeric vector

ATP5MG

a numeric vector

ATP5MGL

a numeric vector

ATP5MPL

a numeric vector

ATP5PB

a numeric vector

ATP5PD

a numeric vector

ATP5PF

a numeric vector

ATP5PO

a numeric vector

ATP6AP1

a numeric vector

ATP6AP1L

a numeric vector

ATP6AP2

a numeric vector

ATP6V0A1

a numeric vector

ATP6V0A2

a numeric vector

ATP6V0A4

a numeric vector

ATP6V0B

a numeric vector

ATP6V0C

a numeric vector

ATP6V0D1

a numeric vector

ATP6V0D2

a numeric vector

ATP6V0E1

a numeric vector

ATP6V0E2

a numeric vector

ATP6V1A

a numeric vector

ATP6V1B1

a numeric vector

ATP6V1B2

a numeric vector

ATP6V1C1

a numeric vector

ATP6V1C2

a numeric vector

ATP6V1D

a numeric vector

ATP6V1E1

a numeric vector

ATP6V1E2

a numeric vector

ATP6V1F

a numeric vector

ATP6V1FNB

a numeric vector

ATP6V1G1

a numeric vector

ATP6V1G2

a numeric vector

ATP6V1G2.DDX39B

a numeric vector

ATP6V1G3

a numeric vector

ATP6V1H

a numeric vector

ATP7A

a numeric vector

ATP7B

a numeric vector

ATP8A1

a numeric vector

ATP8A2

a numeric vector

ATP8B1

a numeric vector

ATP8B2

a numeric vector

ATP8B3

a numeric vector

ATP8B4

a numeric vector

ATP9A

a numeric vector

ATP9B

a numeric vector

ATPAF1

a numeric vector

ATPAF2

a numeric vector

ATPSCKMT

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATRN

a numeric vector

ATRNL1

a numeric vector

ATRX

a numeric vector

ATXN1

a numeric vector

ATXN10

a numeric vector

ATXN1L

a numeric vector

ATXN2

a numeric vector

ATXN2L

a numeric vector

ATXN3

a numeric vector

ATXN3L

a numeric vector

ATXN7

a numeric vector

ATXN7L1

a numeric vector

ATXN7L2

a numeric vector

ATXN7L3

a numeric vector

ATXN7L3B

a numeric vector

AUH

a numeric vector

AUNIP

a numeric vector

AUP1

a numeric vector

AURKA

a numeric vector

AURKAIP1

a numeric vector

AURKB

a numeric vector

AURKC

a numeric vector

AUTS2

a numeric vector

AVEN

a numeric vector

AVIL

a numeric vector

AVL9

a numeric vector

AVP

a numeric vector

AVPI1

a numeric vector

AVPR1A

a numeric vector

AVPR1B

a numeric vector

AVPR2

a numeric vector

AWAT1

a numeric vector

AWAT2

a numeric vector

AXDND1

a numeric vector

AXIN1

a numeric vector

AXIN2

a numeric vector

AXL

a numeric vector

AZGP1

a numeric vector

AZI2

a numeric vector

AZIN1

a numeric vector

AZIN2

a numeric vector

AZU1

a numeric vector

B2M

a numeric vector

B3GALNT1

a numeric vector

B3GALNT2

a numeric vector

B3GALT1

a numeric vector

B3GALT2

a numeric vector

B3GALT4

a numeric vector

B3GALT5

a numeric vector

B3GALT6

a numeric vector

B3GAT1

a numeric vector

B3GAT2

a numeric vector

B3GAT3

a numeric vector

B3GLCT

a numeric vector

B3GNT10

a numeric vector

B3GNT2

a numeric vector

B3GNT3

a numeric vector

B3GNT4

a numeric vector

B3GNT5

a numeric vector

B3GNT6

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B3GNT9

a numeric vector

B3GNTL1

a numeric vector

B4GALNT1

a numeric vector

B4GALNT2

a numeric vector

B4GALNT3

a numeric vector

B4GALNT4

a numeric vector

B4GALT1

a numeric vector

B4GALT2

a numeric vector

B4GALT3

a numeric vector

B4GALT4

a numeric vector

B4GALT5

a numeric vector

B4GALT6

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

B9D1

a numeric vector

B9D2

a numeric vector

BAALC

a numeric vector

BAAT

a numeric vector

BABAM1

a numeric vector

BABAM2

a numeric vector

BACE1

a numeric vector

BACE2

a numeric vector

BACH1

a numeric vector

BACH2

a numeric vector

BAD

a numeric vector

BAG1

a numeric vector

BAG2

a numeric vector

BAG3

a numeric vector

BAG4

a numeric vector

BAG5

a numeric vector

BAG6

a numeric vector

BAHCC1

a numeric vector

BAHD1

a numeric vector

BAIAP2

a numeric vector

BAIAP2L1

a numeric vector

BAIAP2L2

a numeric vector

BAIAP3

a numeric vector

BAK1

a numeric vector

BAMBI

a numeric vector

BANF1

a numeric vector

BANF2

a numeric vector

BANK1

a numeric vector

BANP

a numeric vector

BAP1

a numeric vector

BARD1

a numeric vector

BARHL1

a numeric vector

BARHL2

a numeric vector

BARX1

a numeric vector

BARX2

a numeric vector

BASP1

a numeric vector

BATF

a numeric vector

BATF2

a numeric vector

BATF3

a numeric vector

BAX

a numeric vector

BAZ1A

a numeric vector

BAZ1B

a numeric vector

BAZ2A

a numeric vector

Details

This is New data.

Value

Retuens a dataframe.

Source

https://portal.gdc.cancer.gov/

Examples

data(New_data)
## maybe str(New_data)
## plot(New_data)

Nomogram Generation Function

Description

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.

Usage

Nomogram_generate_f(data, Feature_List, surv_time, surv_event)

Arguments

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).

Details

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.

Value

A list with the following components:

  • C_index_mat: A matrix containing the bias-corrected and original C-index values.

Examples

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"
)

Generate Survival Curve Plots

Description

This function creates survival curve plots for all patients and highlights a specific patient based on the selected sample.

Arguments

Surv_curve_data

A data frame containing survival curve data. The data frame must include a column named time_point representing time and other columns corresponding to patient survival probabilities.

selected_sample

A character string specifying the patient ID to be highlighted in the plot.

Details

  • 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.

Value

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.

Examples

# 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)

survCurves data

Description

This is survCurves data.

Usage

data("survCurves_data")

Format

A data frame with 15 observations on the following 19 variables.

time_point

a numeric vector

⁠TCGA-E1-A7Z6-01⁠

a numeric vector

⁠TCGA-S9-A7IX-01⁠

a numeric vector

⁠TCGA-HT-8010-01⁠

a numeric vector

⁠TCGA-VM-A8C8-01⁠

a numeric vector

⁠TCGA-DU-5847-01⁠

a numeric vector

⁠TCGA-TQ-A7RQ-01⁠

a numeric vector

⁠TCGA-HT-7606-01⁠

a numeric vector

⁠TCGA-S9-A7QY-01⁠

a numeric vector

⁠TCGA-DH-5142-01⁠

a numeric vector

⁠TCGA-DU-6408-01⁠

a numeric vector

⁠TCGA-FG-8191-01⁠

a numeric vector

⁠TCGA-TM-A84S-01⁠

a numeric vector

⁠TCGA-DB-A64S-01⁠

a numeric vector

⁠TCGA-DU-6542-01⁠

a numeric vector

⁠TCGA-DU-A7T6-01⁠

a numeric vector

⁠TCGA-DB-A4XF-01⁠

a numeric vector

⁠TCGA-S9-A6WN-01⁠

a numeric vector

⁠TCGA-P5-A5EX-01⁠

a numeric vector

Details

This is survCurves data.

Value

This is a data frame.

Source

https://portal.gdc.cancer.gov/

Examples

data(survCurves_data)
## maybe str(survCurves_data)

Test Clin

Description

This is Test Clin.

Usage

data("Test_Clin")

Format

A data frame with 18 observations on the following 20 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

Details

This is Test Clin.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Test_Clin)
## maybe str(Test_Clin)
## plot(Test_Clin)

test FPKM

Description

This is test FPKM.

Usage

data("test_FPKM")

Format

A data frame with 18 observations on the following 2025 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

A1BG

a numeric vector

A1CF

a numeric vector

A2M

a numeric vector

A2ML1

a numeric vector

A3GALT2

a numeric vector

A4GALT

a numeric vector

A4GNT

a numeric vector

AAAS

a numeric vector

AACS

a numeric vector

AADAC

a numeric vector

AADACL2

a numeric vector

AADACL3

a numeric vector

AADACL4

a numeric vector

AADAT

a numeric vector

AAGAB

a numeric vector

AAK1

a numeric vector

AAMDC

a numeric vector

AAMP

a numeric vector

AANAT

a numeric vector

AAR2

a numeric vector

AARD

a numeric vector

AARS1

a numeric vector

AARS2

a numeric vector

AARSD1

a numeric vector

AASDH

a numeric vector

AASDHPPT

a numeric vector

AASS

a numeric vector

AATF

a numeric vector

AATK

a numeric vector

ABAT

a numeric vector

ABCA1

a numeric vector

ABCA10

a numeric vector

ABCA12

a numeric vector

ABCA13

a numeric vector

ABCA2

a numeric vector

ABCA3

a numeric vector

ABCA4

a numeric vector

ABCA5

a numeric vector

ABCA6

a numeric vector

ABCA7

a numeric vector

ABCA8

a numeric vector

ABCA9

a numeric vector

ABCB1

a numeric vector

ABCB10

a numeric vector

ABCB11

a numeric vector

ABCB4

a numeric vector

ABCB5

a numeric vector

ABCB6

a numeric vector

ABCB7

a numeric vector

ABCB8

a numeric vector

ABCB9

a numeric vector

ABCC1

a numeric vector

ABCC10

a numeric vector

ABCC11

a numeric vector

ABCC12

a numeric vector

ABCC2

a numeric vector

ABCC3

a numeric vector

ABCC4

a numeric vector

ABCC5

a numeric vector

ABCC6

a numeric vector

ABCC8

a numeric vector

ABCC9

a numeric vector

ABCD1

a numeric vector

ABCD2

a numeric vector

ABCD3

a numeric vector

ABCD4

a numeric vector

ABCE1

a numeric vector

ABCF1

a numeric vector

ABCF2

a numeric vector

ABCF2.H2BE1

a numeric vector

ABCF3

a numeric vector

ABCG1

a numeric vector

ABCG2

a numeric vector

ABCG4

a numeric vector

ABCG5

a numeric vector

ABCG8

a numeric vector

ABHD1

a numeric vector

ABHD10

a numeric vector

ABHD11

a numeric vector

ABHD12

a numeric vector

ABHD12B

a numeric vector

ABHD13

a numeric vector

ABHD14A

a numeric vector

ABHD14A.ACY1

a numeric vector

ABHD14B

a numeric vector

ABHD15

a numeric vector

ABHD16A

a numeric vector

ABHD16B

a numeric vector

ABHD17A

a numeric vector

ABHD17B

a numeric vector

ABHD17C

a numeric vector

ABHD18

a numeric vector

ABHD2

a numeric vector

ABHD3

a numeric vector

ABHD4

a numeric vector

ABHD5

a numeric vector

ABHD6

a numeric vector

ABHD8

a numeric vector

ABI1

a numeric vector

ABI2

a numeric vector

ABI3

a numeric vector

ABI3BP

a numeric vector

ABITRAM

a numeric vector

ABL1

a numeric vector

ABL2

a numeric vector

ABLIM1

a numeric vector

ABLIM2

a numeric vector

ABLIM3

a numeric vector

ABO

a numeric vector

ABR

a numeric vector

ABRA

a numeric vector

ABRACL

a numeric vector

ABRAXAS1

a numeric vector

ABRAXAS2

a numeric vector

ABT1

a numeric vector

ABTB1

a numeric vector

ABTB2

a numeric vector

AC000093.1

a numeric vector

AC000120.2

a numeric vector

AC000120.3

a numeric vector

AC001226.2

a numeric vector

AC002094.3

a numeric vector

AC002310.4

a numeric vector

AC002456.2

a numeric vector

AC002985.1

a numeric vector

AC002996.1

a numeric vector

AC003002.1

a numeric vector

AC003002.2

a numeric vector

AC003002.3

a numeric vector

AC003005.1

a numeric vector

AC003006.1

a numeric vector

AC003688.1

a numeric vector

AC004076.1

a numeric vector

AC004080.3

a numeric vector

AC004223.3

a numeric vector

AC004233.4

a numeric vector

AC004593.2

a numeric vector

AC004687.2

a numeric vector

AC004691.2

a numeric vector

AC004706.3

a numeric vector

AC004805.1

a numeric vector

AC004832.3

a numeric vector

AC004922.1

a numeric vector

AC004997.1

a numeric vector

AC005020.2

a numeric vector

AC005041.1

a numeric vector

AC005154.5

a numeric vector

AC005192.1

a numeric vector

AC005258.1

a numeric vector

AC005324.2

a numeric vector

AC005324.3

a numeric vector

AC005520.1

a numeric vector

AC005551.1

a numeric vector

AC005670.2

a numeric vector

AC005697.1

a numeric vector

AC005702.1

a numeric vector

AC005726.1

a numeric vector

AC005832.4

a numeric vector

AC005833.1

a numeric vector

AC005837.2

a numeric vector

AC005943.1

a numeric vector

AC006030.1

a numeric vector

AC006059.2

a numeric vector

AC006064.6

a numeric vector

AC006254.1

a numeric vector

AC006486.1

a numeric vector

AC006486.3

a numeric vector

AC006538.2

a numeric vector

AC006978.2

a numeric vector

AC007040.2

a numeric vector

AC007192.1

a numeric vector

AC007326.4

a numeric vector

AC007375.2

a numeric vector

AC007731.4

a numeric vector

AC007846.2

a numeric vector

AC007906.2

a numeric vector

AC007998.2

a numeric vector

AC008012.1

a numeric vector

AC008073.3

a numeric vector

AC008162.2

a numeric vector

AC008397.1

a numeric vector

AC008397.2

a numeric vector

AC008403.1

a numeric vector

AC008481.3

a numeric vector

AC008537.1

a numeric vector

AC008575.1

a numeric vector

AC008581.2

a numeric vector

AC008676.3

a numeric vector

AC008687.1

a numeric vector

AC008687.4

a numeric vector

AC008687.8

a numeric vector

AC008695.1

a numeric vector

AC008750.7

a numeric vector

AC008758.1

a numeric vector

AC008758.5

a numeric vector

AC008758.6

a numeric vector

AC008763.2

a numeric vector

AC008763.3

a numeric vector

AC008763.4

a numeric vector

AC008764.1

a numeric vector

AC008764.4

a numeric vector

AC008770.1

a numeric vector

AC008770.2

a numeric vector

AC008770.4

a numeric vector

AC008878.1

a numeric vector

AC008878.2

a numeric vector

AC008878.3

a numeric vector

AC008982.1

a numeric vector

AC009070.1

a numeric vector

AC009133.6

a numeric vector

AC009163.3

a numeric vector

AC009163.5

a numeric vector

AC009412.1

a numeric vector

AC009690.1

a numeric vector

AC009690.3

a numeric vector

AC009779.3

a numeric vector

AC009879.2

a numeric vector

AC009879.3

a numeric vector

AC010132.3

a numeric vector

AC010197.2

a numeric vector

AC010255.2

a numeric vector

AC010319.2

a numeric vector

AC010323.1

a numeric vector

AC010325.1

a numeric vector

AC010326.2

a numeric vector

AC010327.2

a numeric vector

AC010422.3

a numeric vector

AC010422.5

a numeric vector

AC010422.6

a numeric vector

AC010422.8

a numeric vector

AC010463.1

a numeric vector

AC010522.1

a numeric vector

AC010531.1

a numeric vector

AC010542.3

a numeric vector

AC010547.4

a numeric vector

AC010615.4

a numeric vector

AC010616.1

a numeric vector

AC010619.1

a numeric vector

AC010646.1

a numeric vector

AC010973.3

a numeric vector

AC010980.1

a numeric vector

AC011005.1

a numeric vector

AC011330.3

a numeric vector

AC011448.1

a numeric vector

AC011452.1

a numeric vector

AC011455.2

a numeric vector

AC011462.1

a numeric vector

AC011473.4

a numeric vector

AC011479.1

a numeric vector

AC011498.4

a numeric vector

AC011499.1

a numeric vector

AC011511.1

a numeric vector

AC011511.4

a numeric vector

AC011530.1

a numeric vector

AC012184.2

a numeric vector

AC012213.5

a numeric vector

AC012254.2

a numeric vector

AC012309.1

a numeric vector

AC012488.2

a numeric vector

AC012531.3

a numeric vector

AC012651.1

a numeric vector

AC013271.1

a numeric vector

AC013394.1

a numeric vector

AC013470.2

a numeric vector

AC013477.1

a numeric vector

AC013489.1

a numeric vector

AC013717.1

a numeric vector

AC015688.4

a numeric vector

AC015802.6

a numeric vector

AC015813.2

a numeric vector

AC017083.3

a numeric vector

AC018362.3

a numeric vector

AC018512.1

a numeric vector

AC018523.2

a numeric vector

AC018630.4

a numeric vector

AC018709.1

a numeric vector

AC018755.2

a numeric vector

AC018809.3

a numeric vector

AC019117.3

a numeric vector

AC019257.8

a numeric vector

AC020636.2

a numeric vector

AC020765.6

a numeric vector

AC020907.6

a numeric vector

AC020909.1

a numeric vector

AC020915.4

a numeric vector

AC020922.1

a numeric vector

AC021072.1

a numeric vector

AC021087.5

a numeric vector

AC021660.3

a numeric vector

AC022335.1

a numeric vector

AC022384.1

a numeric vector

AC022400.5

a numeric vector

AC022414.1

a numeric vector

AC022415.2

a numeric vector

AC022506.1

a numeric vector

AC022826.2

a numeric vector

AC023055.1

a numeric vector

AC024592.3

a numeric vector

AC024598.1

a numeric vector

AC025165.3

a numeric vector

AC025165.6

a numeric vector

AC025263.2

a numeric vector

AC025283.2

a numeric vector

AC025287.4

a numeric vector

AC026316.4

a numeric vector

AC026464.1

a numeric vector

AC026464.3

a numeric vector

AC026464.4

a numeric vector

AC026464.6

a numeric vector

AC026786.1

a numeric vector

AC026954.2

a numeric vector

AC027644.4

a numeric vector

AC027796.3

a numeric vector

AC034102.2

a numeric vector

AC034228.3

a numeric vector

AC036214.3

a numeric vector

AC037459.1

a numeric vector

AC040162.1

a numeric vector

AC046185.1

a numeric vector

AC048338.1

a numeric vector

AC048338.2

a numeric vector

AC053503.6

a numeric vector

AC055811.2

a numeric vector

AC055839.2

a numeric vector

AC058822.1

a numeric vector

AC063943.2

a numeric vector

AC067968.1

a numeric vector

AC068234.1

a numeric vector

AC068533.4

a numeric vector

AC068547.1

a numeric vector

AC068580.4

a numeric vector

AC068631.2

a numeric vector

AC068775.1

a numeric vector

AC068831.6

a numeric vector

AC068870.4

a numeric vector

AC068896.1

a numeric vector

AC068946.1

a numeric vector

AC068946.2

a numeric vector

AC069257.3

a numeric vector

AC069288.1

a numeric vector

AC069368.1

a numeric vector

AC069444.2

a numeric vector

AC069503.2

a numeric vector

AC069544.2

a numeric vector

AC072022.2

a numeric vector

AC073082.1

a numeric vector

AC073111.3

a numeric vector

AC073283.3

a numeric vector

AC073508.2

a numeric vector

AC073585.1

a numeric vector

AC073610.2

a numeric vector

AC073612.1

a numeric vector

AC073896.1

a numeric vector

AC074143.1

a numeric vector

AC078815.1

a numeric vector

AC078927.1

a numeric vector

AC079447.1

a numeric vector

AC079594.1

a numeric vector

AC079741.2

a numeric vector

AC083800.1

a numeric vector

AC083977.1

a numeric vector

AC084337.2

a numeric vector

AC084756.2

a numeric vector

AC087289.3

a numeric vector

AC087632.2

a numeric vector

AC087721.2

a numeric vector

AC090004.1

a numeric vector

AC090227.2

a numeric vector

AC090360.1

a numeric vector

AC090517.4

a numeric vector

AC090527.2

a numeric vector

AC091057.5

a numeric vector

AC091167.2

a numeric vector

AC091167.6

a numeric vector

AC091167.7

a numeric vector

AC091551.1

a numeric vector

AC091959.1

a numeric vector

AC092017.2

a numeric vector

AC092042.3

a numeric vector

AC092073.1

a numeric vector

AC092111.3

a numeric vector

AC092143.1

a numeric vector

AC092329.3

a numeric vector

AC092442.1

a numeric vector

AC092587.1

a numeric vector

AC092647.5

a numeric vector

AC092718.3

a numeric vector

AC092718.8

a numeric vector

AC092835.1

a numeric vector

AC093155.3

a numeric vector

AC093227.2

a numeric vector

AC093246.1

a numeric vector

AC093323.1

a numeric vector

AC093423.3

a numeric vector

AC093512.2

a numeric vector

AC093525.1

a numeric vector

AC093525.2

a numeric vector

AC093668.1

a numeric vector

AC093827.5

a numeric vector

AC093884.1

a numeric vector

AC093899.2

a numeric vector

AC096887.1

a numeric vector

AC097104.1

a numeric vector

AC097625.1

a numeric vector

AC097634.4

a numeric vector

AC097636.1

a numeric vector

AC097637.1

a numeric vector

AC098484.3

a numeric vector

AC098582.1

a numeric vector

AC098588.2

a numeric vector

AC098650.1

a numeric vector

AC098850.3

a numeric vector

AC099489.1

a numeric vector

AC099569.1

a numeric vector

AC099811.2

a numeric vector

AC099850.2

a numeric vector

AC100868.1

a numeric vector

AC104109.3

a numeric vector

AC104304.2

a numeric vector

AC104389.5

a numeric vector

AC104389.6

a numeric vector

AC104452.1

a numeric vector

AC104472.3

a numeric vector

AC104532.1

a numeric vector

AC104581.2

a numeric vector

AC105001.2

a numeric vector

AC105052.1

a numeric vector

AC105052.3

a numeric vector

AC106741.1

a numeric vector

AC106873.8

a numeric vector

AC106886.5

a numeric vector

AC107871.1

a numeric vector

AC107959.5

a numeric vector

AC108488.2

a numeric vector

AC108941.3

a numeric vector

AC109583.1

a numeric vector

AC110275.1

a numeric vector

AC112128.1

a numeric vector

AC112229.3

a numeric vector

AC112504.2

a numeric vector

AC113189.12

a numeric vector

AC113348.1

a numeric vector

AC113348.2

a numeric vector

AC113554.1

a numeric vector

AC114402.2

a numeric vector

AC114490.2

a numeric vector

AC114490.3

a numeric vector

AC114982.2

a numeric vector

AC116366.2

a numeric vector

AC117378.1

a numeric vector

AC117457.1

a numeric vector

AC118470.1

a numeric vector

AC118553.2

a numeric vector

AC119396.1

a numeric vector

AC119674.2

a numeric vector

AC119676.1

a numeric vector

AC119733.1

a numeric vector

AC120057.2

a numeric vector

AC120114.4

a numeric vector

AC124312.1

a numeric vector

AC126283.2

a numeric vector

AC127029.3

a numeric vector

AC129492.3

a numeric vector

AC131160.1

a numeric vector

AC132217.2

a numeric vector

AC134669.1

a numeric vector

AC134980.2

a numeric vector

AC135050.2

a numeric vector

AC135068.1

a numeric vector

AC135068.4

a numeric vector

AC135178.3

a numeric vector

AC136428.1

a numeric vector

AC137834.1

a numeric vector

AC138647.1

a numeric vector

AC138696.1

a numeric vector

AC138811.2

a numeric vector

AC138894.1

a numeric vector

AC138969.1

a numeric vector

AC139491.7

a numeric vector

AC139530.2

a numeric vector

AC140504.1

a numeric vector

AC142391.1

a numeric vector

AC144573.1

a numeric vector

AC231656.1

a numeric vector

AC231657.3

a numeric vector

AC233723.1

a numeric vector

AC233992.2

a numeric vector

AC235565.2

a numeric vector

AC236972.4

a numeric vector

AC242628.1

a numeric vector

AC242842.3

a numeric vector

AC243547.3

a numeric vector

AC243967.1

a numeric vector

AC244197.3

a numeric vector

AC244517.10

a numeric vector

AC245033.1

a numeric vector

AC245748.1

a numeric vector

AC253536.7

a numeric vector

ACAA1

a numeric vector

ACAA2

a numeric vector

ACACA

a numeric vector

ACACB

a numeric vector

ACAD10

a numeric vector

ACAD11

a numeric vector

ACAD8

a numeric vector

ACAD9

a numeric vector

ACADL

a numeric vector

ACADM

a numeric vector

ACADS

a numeric vector

ACADSB

a numeric vector

ACADVL

a numeric vector

ACAN

a numeric vector

ACAP1

a numeric vector

ACAP2

a numeric vector

ACAP3

a numeric vector

ACAT1

a numeric vector

ACAT2

a numeric vector

ACBD3

a numeric vector

ACBD4

a numeric vector

ACBD5

a numeric vector

ACBD6

a numeric vector

ACBD7

a numeric vector

ACCS

a numeric vector

ACCSL

a numeric vector

ACD

a numeric vector

ACE

a numeric vector

ACE2

a numeric vector

ACER1

a numeric vector

ACER2

a numeric vector

ACER3

a numeric vector

ACHE

a numeric vector

ACIN1

a numeric vector

ACKR1

a numeric vector

ACKR2

a numeric vector

ACKR3

a numeric vector

ACKR4

a numeric vector

ACLY

a numeric vector

ACMSD

a numeric vector

ACO1

a numeric vector

ACO2

a numeric vector

ACOD1

a numeric vector

ACOT1

a numeric vector

ACOT11

a numeric vector

ACOT12

a numeric vector

ACOT13

a numeric vector

ACOT2

a numeric vector

ACOT4

a numeric vector

ACOT6

a numeric vector

ACOT7

a numeric vector

ACOT8

a numeric vector

ACOT9

a numeric vector

ACOX1

a numeric vector

ACOX2

a numeric vector

ACOX3

a numeric vector

ACOXL

a numeric vector

ACP1

a numeric vector

ACP2

a numeric vector

ACP3

a numeric vector

ACP4

a numeric vector

ACP5

a numeric vector

ACP6

a numeric vector

ACP7

a numeric vector

ACR

a numeric vector

ACRBP

a numeric vector

ACRV1

a numeric vector

ACSBG1

a numeric vector

ACSBG2

a numeric vector

ACSF2

a numeric vector

ACSF3

a numeric vector

ACSL1

a numeric vector

ACSL3

a numeric vector

ACSL4

a numeric vector

ACSL5

a numeric vector

ACSL6

a numeric vector

ACSM1

a numeric vector

ACSM2A

a numeric vector

ACSM2B

a numeric vector

ACSM3

a numeric vector

ACSM4

a numeric vector

ACSM5

a numeric vector

ACSM6

a numeric vector

ACSS1

a numeric vector

ACSS2

a numeric vector

ACSS3

a numeric vector

ACTA1

a numeric vector

ACTA2

a numeric vector

ACTB

a numeric vector

ACTBL2

a numeric vector

ACTC1

a numeric vector

ACTG1

a numeric vector

ACTG2

a numeric vector

ACTL10

a numeric vector

ACTL6A

a numeric vector

ACTL6B

a numeric vector

ACTL7A

a numeric vector

ACTL7B

a numeric vector

ACTL8

a numeric vector

ACTL9

a numeric vector

ACTN1

a numeric vector

ACTN2

a numeric vector

ACTN3

a numeric vector

ACTN4

a numeric vector

ACTR10

a numeric vector

ACTR1A

a numeric vector

ACTR1B

a numeric vector

ACTR2

a numeric vector

ACTR3

a numeric vector

ACTR3B

a numeric vector

ACTR3C

a numeric vector

ACTR5

a numeric vector

ACTR6

a numeric vector

ACTR8

a numeric vector

ACTRT1

a numeric vector

ACTRT2

a numeric vector

ACTRT3

a numeric vector

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AP2M1

a numeric vector

AP2S1

a numeric vector

AP3B1

a numeric vector

AP3B2

a numeric vector

AP3D1

a numeric vector

AP3M1

a numeric vector

AP3M2

a numeric vector

AP3S1

a numeric vector

AP3S2

a numeric vector

AP4B1

a numeric vector

AP4E1

a numeric vector

AP4M1

a numeric vector

AP4S1

a numeric vector

AP5B1

a numeric vector

AP5M1

a numeric vector

AP5S1

a numeric vector

AP5Z1

a numeric vector

APAF1

a numeric vector

APBA1

a numeric vector

APBA2

a numeric vector

APBA3

a numeric vector

APBB1

a numeric vector

APBB1IP

a numeric vector

APBB2

a numeric vector

APBB3

a numeric vector

APC

a numeric vector

APC2

a numeric vector

APCDD1

a numeric vector

APCDD1L

a numeric vector

APCS

a numeric vector

APEH

a numeric vector

APELA

a numeric vector

APEX1

a numeric vector

APEX2

a numeric vector

APH1A

a numeric vector

APH1B

a numeric vector

API5

a numeric vector

APIP

a numeric vector

APLF

a numeric vector

APLN

a numeric vector

APLNR

a numeric vector

APLP1

a numeric vector

APLP2

a numeric vector

APMAP

a numeric vector

APOA1

a numeric vector

APOA2

a numeric vector

APOA4

a numeric vector

APOA5

a numeric vector

APOB

a numeric vector

APOBEC1

a numeric vector

APOBEC2

a numeric vector

APOBEC3A

a numeric vector

APOBEC3B

a numeric vector

APOBEC3C

a numeric vector

APOBEC3D

a numeric vector

APOBEC3F

a numeric vector

APOBEC3G

a numeric vector

APOBEC3H

a numeric vector

APOBEC4

a numeric vector

APOBR

a numeric vector

APOC1

a numeric vector

APOC2

a numeric vector

APOC3

a numeric vector

APOC4

a numeric vector

APOC4.APOC2

a numeric vector

APOD

a numeric vector

APOE

a numeric vector

APOF

a numeric vector

APOH

a numeric vector

APOL1

a numeric vector

APOL2

a numeric vector

APOL3

a numeric vector

APOL4

a numeric vector

APOL5

a numeric vector

APOL6

a numeric vector

APOLD1

a numeric vector

APOM

a numeric vector

APOO

a numeric vector

APOOL

a numeric vector

APP

a numeric vector

APPBP2

a numeric vector

APPL1

a numeric vector

APPL2

a numeric vector

APRT

a numeric vector

APTX

a numeric vector

AQP1

a numeric vector

AQP10

a numeric vector

AQP11

a numeric vector

AQP12A

a numeric vector

AQP12B

a numeric vector

AQP2

a numeric vector

AQP3

a numeric vector

AQP4

a numeric vector

AQP5

a numeric vector

AQP6

a numeric vector

AQP7

a numeric vector

AQP8

a numeric vector

AQP9

a numeric vector

AQR

a numeric vector

AR

a numeric vector

ARAF

a numeric vector

ARAP1

a numeric vector

ARAP2

a numeric vector

ARAP3

a numeric vector

ARC

a numeric vector

ARCN1

a numeric vector

AREG

a numeric vector

AREL1

a numeric vector

ARF1

a numeric vector

ARF3

a numeric vector

ARF4

a numeric vector

ARF5

a numeric vector

ARF6

a numeric vector

ARFGAP1

a numeric vector

ARFGAP2

a numeric vector

ARFGAP3

a numeric vector

ARFGEF1

a numeric vector

ARFGEF2

a numeric vector

ARFGEF3

a numeric vector

ARFIP1

a numeric vector

ARFIP2

a numeric vector

ARFRP1

a numeric vector

ARG1

a numeric vector

ARG2

a numeric vector

ARGFX

a numeric vector

ARGLU1

a numeric vector

ARHGAP1

a numeric vector

ARHGAP10

a numeric vector

ARHGAP11A

a numeric vector

ARHGAP11B

a numeric vector

ARHGAP12

a numeric vector

ARHGAP15

a numeric vector

ARHGAP17

a numeric vector

ARHGAP18

a numeric vector

ARHGAP19

a numeric vector

ARHGAP19.SLIT1

a numeric vector

ARHGAP20

a numeric vector

ARHGAP21

a numeric vector

ARHGAP22

a numeric vector

ARHGAP23

a numeric vector

ARHGAP24

a numeric vector

ARHGAP25

a numeric vector

ARHGAP26

a numeric vector

ARHGAP27

a numeric vector

ARHGAP28

a numeric vector

ARHGAP29

a numeric vector

ARHGAP30

a numeric vector

ARHGAP31

a numeric vector

ARHGAP32

a numeric vector

ARHGAP33

a numeric vector

ARHGAP35

a numeric vector

ARHGAP36

a numeric vector

ARHGAP39

a numeric vector

ARHGAP4

a numeric vector

ARHGAP40

a numeric vector

ARHGAP42

a numeric vector

ARHGAP44

a numeric vector

ARHGAP45

a numeric vector

ARHGAP5

a numeric vector

ARHGAP6

a numeric vector

ARHGAP8

a numeric vector

ARHGAP9

a numeric vector

ARHGDIA

a numeric vector

ARHGDIB

a numeric vector

ARHGDIG

a numeric vector

ARHGEF1

a numeric vector

ARHGEF10

a numeric vector

ARHGEF10L

a numeric vector

ARHGEF11

a numeric vector

ARHGEF12

a numeric vector

ARHGEF15

a numeric vector

ARHGEF16

a numeric vector

ARHGEF17

a numeric vector

ARHGEF18

a numeric vector

ARHGEF19

a numeric vector

ARHGEF2

a numeric vector

ARHGEF25

a numeric vector

ARHGEF26

a numeric vector

ARHGEF28

a numeric vector

ARHGEF3

a numeric vector

ARHGEF33

a numeric vector

ARHGEF35

a numeric vector

ARHGEF37

a numeric vector

ARHGEF38

a numeric vector

ARHGEF39

a numeric vector

ARHGEF4

a numeric vector

ARHGEF40

a numeric vector

ARHGEF5

a numeric vector

ARHGEF6

a numeric vector

ARHGEF7

a numeric vector

ARHGEF9

a numeric vector

ARID1A

a numeric vector

ARID1B

a numeric vector

ARID2

a numeric vector

ARID3A

a numeric vector

ARID3B

a numeric vector

ARID3BP1

a numeric vector

ARID3C

a numeric vector

ARID4A

a numeric vector

ARID4B

a numeric vector

ARID5A

a numeric vector

ARID5B

a numeric vector

ARIH1

a numeric vector

ARIH2

a numeric vector

ARL1

a numeric vector

ARL10

a numeric vector

ARL11

a numeric vector

ARL13A

a numeric vector

ARL13B

a numeric vector

ARL14

a numeric vector

ARL14EP

a numeric vector

ARL14EPL

a numeric vector

ARL15

a numeric vector

ARL16

a numeric vector

ARL17A

a numeric vector

ARL17B

a numeric vector

ARL2

a numeric vector

ARL2.SNX15

a numeric vector

ARL2BP

a numeric vector

ARL3

a numeric vector

ARL4A

a numeric vector

ARL4C

a numeric vector

ARL4D

a numeric vector

ARL5A

a numeric vector

ARL5B

a numeric vector

ARL5C

a numeric vector

ARL6

a numeric vector

ARL6IP1

a numeric vector

ARL6IP4

a numeric vector

ARL6IP5

a numeric vector

ARL6IP6

a numeric vector

ARL8A

a numeric vector

ARL8B

a numeric vector

ARL9

a numeric vector

ARMC1

a numeric vector

ARMC10

a numeric vector

ARMC12

a numeric vector

ARMC2

a numeric vector

ARMC3

a numeric vector

ARMC4

a numeric vector

ARMC5

a numeric vector

ARMC6

a numeric vector

ARMC7

a numeric vector

ARMC8

a numeric vector

ARMC9

a numeric vector

ARMCX1

a numeric vector

ARMCX2

a numeric vector

ARMCX3

a numeric vector

ARMCX4

a numeric vector

ARMCX5

a numeric vector

ARMCX5.GPRASP2

a numeric vector

ARMCX6

a numeric vector

ARMH1

a numeric vector

ARMH2

a numeric vector

ARMH3

a numeric vector

ARMH4

a numeric vector

ARMS2

a numeric vector

ARMT1

a numeric vector

ARNT

a numeric vector

ARNT2

a numeric vector

ARNTL

a numeric vector

ARNTL2

a numeric vector

ARPC1A

a numeric vector

ARPC1B

a numeric vector

ARPC2

a numeric vector

ARPC3

a numeric vector

ARPC4

a numeric vector

ARPC4.TTLL3

a numeric vector

ARPC5

a numeric vector

ARPC5L

a numeric vector

ARPIN

a numeric vector

ARPIN.AP3S2

a numeric vector

ARPP19

a numeric vector

ARPP21

a numeric vector

ARR3

a numeric vector

ARRB1

a numeric vector

ARRB2

a numeric vector

ARRDC1

a numeric vector

ARRDC2

a numeric vector

ARRDC3

a numeric vector

ARRDC4

a numeric vector

ARRDC5

a numeric vector

ARSA

a numeric vector

ARSB

a numeric vector

ARSD

a numeric vector

ARSF

a numeric vector

ARSG

a numeric vector

ARSH

a numeric vector

ARSI

a numeric vector

ARSJ

a numeric vector

ARSK

a numeric vector

ARSL

a numeric vector

ART1

a numeric vector

ART3

a numeric vector

ART4

a numeric vector

ART5

a numeric vector

ARTN

a numeric vector

ARV1

a numeric vector

ARVCF

a numeric vector

ARX

a numeric vector

AS3MT

a numeric vector

ASAH1

a numeric vector

ASAH2

a numeric vector

ASAH2B

a numeric vector

ASAP1

a numeric vector

ASAP2

a numeric vector

ASAP3

a numeric vector

ASB1

a numeric vector

ASB10

a numeric vector

ASB11

a numeric vector

ASB12

a numeric vector

ASB13

a numeric vector

ASB14

a numeric vector

ASB15

a numeric vector

ASB16

a numeric vector

ASB17

a numeric vector

ASB18

a numeric vector

ASB2

a numeric vector

ASB3

a numeric vector

ASB4

a numeric vector

ASB5

a numeric vector

ASB6

a numeric vector

ASB7

a numeric vector

ASB8

a numeric vector

ASB9

a numeric vector

ASCC1

a numeric vector

ASCC2

a numeric vector

ASCC3

a numeric vector

ASCL1

a numeric vector

ASCL2

a numeric vector

ASCL3

a numeric vector

ASCL4

a numeric vector

ASCL5

a numeric vector

ASDURF

a numeric vector

ASF1A

a numeric vector

ASF1B

a numeric vector

ASGR1

a numeric vector

ASGR2

a numeric vector

ASH1L

a numeric vector

ASH2L

a numeric vector

ASIC1

a numeric vector

ASIC2

a numeric vector

ASIC3

a numeric vector

ASIC4

a numeric vector

ASIC5

a numeric vector

ASIP

a numeric vector

ASL

a numeric vector

ASMT

a numeric vector

ASMTL

a numeric vector

ASNS

a numeric vector

ASNSD1

a numeric vector

ASPA

a numeric vector

ASPDH

a numeric vector

ASPG

a numeric vector

ASPH

a numeric vector

ASPHD1

a numeric vector

ASPHD2

a numeric vector

ASPM

a numeric vector

ASPN

a numeric vector

ASPRV1

a numeric vector

ASPSCR1

a numeric vector

ASRGL1

a numeric vector

ASS1

a numeric vector

ASTE1

a numeric vector

ASTL

a numeric vector

ASTN1

a numeric vector

ASTN2

a numeric vector

ASXL1

a numeric vector

ASXL2

a numeric vector

ASXL3

a numeric vector

ASZ1

a numeric vector

ATAD1

a numeric vector

ATAD2

a numeric vector

ATAD2B

a numeric vector

ATAD3A

a numeric vector

ATAD3B

a numeric vector

ATAD3C

a numeric vector

ATAD5

a numeric vector

ATAT1

a numeric vector

ATCAY

a numeric vector

ATE1

a numeric vector

ATF1

a numeric vector

ATF2

a numeric vector

ATF3

a numeric vector

ATF4

a numeric vector

ATF5

a numeric vector

ATF6

a numeric vector

ATF6B

a numeric vector

ATF7

a numeric vector

ATF7.NPFF

a numeric vector

ATF7IP

a numeric vector

ATF7IP2

a numeric vector

ATG10

a numeric vector

ATG101

a numeric vector

ATG12

a numeric vector

ATG13

a numeric vector

ATG14

a numeric vector

ATG16L1

a numeric vector

ATG16L2

a numeric vector

ATG2A

a numeric vector

ATG2B

a numeric vector

ATG3

a numeric vector

ATG4A

a numeric vector

ATG4B

a numeric vector

ATG4C

a numeric vector

ATG4D

a numeric vector

ATG5

a numeric vector

ATG7

a numeric vector

ATG9A

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATL1

a numeric vector

ATL2

a numeric vector

ATL3

a numeric vector

ATM

a numeric vector

ATMIN

a numeric vector

ATN1

a numeric vector

ATOH1

a numeric vector

ATOH7

a numeric vector

ATOH8

a numeric vector

ATOX1

a numeric vector

ATP10A

a numeric vector

ATP10B

a numeric vector

ATP10D

a numeric vector

ATP11A

a numeric vector

ATP11B

a numeric vector

ATP11C

a numeric vector

ATP12A

a numeric vector

ATP13A1

a numeric vector

ATP13A2

a numeric vector

ATP13A3

a numeric vector

ATP13A4

a numeric vector

ATP13A5

a numeric vector

ATP1A1

a numeric vector

ATP1A2

a numeric vector

ATP1A3

a numeric vector

ATP1A4

a numeric vector

ATP1B1

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP1B4

a numeric vector

ATP23

a numeric vector

ATP2A1

a numeric vector

ATP2A2

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP2B2

a numeric vector

ATP2B3

a numeric vector

ATP2B4

a numeric vector

ATP2C1

a numeric vector

ATP2C2

a numeric vector

ATP4A

a numeric vector

ATP4B

a numeric vector

ATP5F1A

a numeric vector

ATP5F1B

a numeric vector

ATP5F1C

a numeric vector

ATP5F1D

a numeric vector

ATP5F1E

a numeric vector

ATP5IF1

a numeric vector

ATP5MC1

a numeric vector

ATP5MC2

a numeric vector

ATP5MC3

a numeric vector

ATP5MD

a numeric vector

ATP5ME

a numeric vector

ATP5MF

a numeric vector

ATP5MF.PTCD1

a numeric vector

ATP5MG

a numeric vector

ATP5MGL

a numeric vector

ATP5MPL

a numeric vector

ATP5PB

a numeric vector

ATP5PD

a numeric vector

ATP5PF

a numeric vector

ATP5PO

a numeric vector

ATP6AP1

a numeric vector

ATP6AP1L

a numeric vector

ATP6AP2

a numeric vector

ATP6V0A1

a numeric vector

ATP6V0A2

a numeric vector

ATP6V0A4

a numeric vector

ATP6V0B

a numeric vector

ATP6V0C

a numeric vector

ATP6V0D1

a numeric vector

ATP6V0D2

a numeric vector

ATP6V0E1

a numeric vector

ATP6V0E2

a numeric vector

ATP6V1A

a numeric vector

ATP6V1B1

a numeric vector

ATP6V1B2

a numeric vector

ATP6V1C1

a numeric vector

ATP6V1C2

a numeric vector

ATP6V1D

a numeric vector

ATP6V1E1

a numeric vector

ATP6V1E2

a numeric vector

ATP6V1F

a numeric vector

ATP6V1FNB

a numeric vector

ATP6V1G1

a numeric vector

ATP6V1G2

a numeric vector

ATP6V1G2.DDX39B

a numeric vector

ATP6V1G3

a numeric vector

ATP6V1H

a numeric vector

ATP7A

a numeric vector

ATP7B

a numeric vector

ATP8A1

a numeric vector

ATP8A2

a numeric vector

ATP8B1

a numeric vector

ATP8B2

a numeric vector

ATP8B3

a numeric vector

ATP8B4

a numeric vector

ATP9A

a numeric vector

ATP9B

a numeric vector

ATPAF1

a numeric vector

ATPAF2

a numeric vector

ATPSCKMT

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATRN

a numeric vector

ATRNL1

a numeric vector

ATRX

a numeric vector

ATXN1

a numeric vector

ATXN10

a numeric vector

ATXN1L

a numeric vector

ATXN2

a numeric vector

ATXN2L

a numeric vector

ATXN3

a numeric vector

ATXN3L

a numeric vector

ATXN7

a numeric vector

ATXN7L1

a numeric vector

ATXN7L2

a numeric vector

ATXN7L3

a numeric vector

ATXN7L3B

a numeric vector

AUH

a numeric vector

AUNIP

a numeric vector

AUP1

a numeric vector

AURKA

a numeric vector

AURKAIP1

a numeric vector

AURKB

a numeric vector

AURKC

a numeric vector

AUTS2

a numeric vector

AVEN

a numeric vector

AVIL

a numeric vector

AVL9

a numeric vector

AVP

a numeric vector

AVPI1

a numeric vector

AVPR1A

a numeric vector

AVPR1B

a numeric vector

AVPR2

a numeric vector

AWAT1

a numeric vector

AWAT2

a numeric vector

AXDND1

a numeric vector

AXIN1

a numeric vector

AXIN2

a numeric vector

AXL

a numeric vector

AZGP1

a numeric vector

AZI2

a numeric vector

AZIN1

a numeric vector

AZIN2

a numeric vector

AZU1

a numeric vector

B2M

a numeric vector

B3GALNT1

a numeric vector

B3GALNT2

a numeric vector

B3GALT1

a numeric vector

B3GALT2

a numeric vector

B3GALT4

a numeric vector

B3GALT5

a numeric vector

B3GALT6

a numeric vector

B3GAT1

a numeric vector

B3GAT2

a numeric vector

B3GAT3

a numeric vector

B3GLCT

a numeric vector

B3GNT10

a numeric vector

B3GNT2

a numeric vector

B3GNT3

a numeric vector

B3GNT4

a numeric vector

B3GNT5

a numeric vector

B3GNT6

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B3GNT9

a numeric vector

B3GNTL1

a numeric vector

B4GALNT1

a numeric vector

B4GALNT2

a numeric vector

B4GALNT3

a numeric vector

B4GALNT4

a numeric vector

B4GALT1

a numeric vector

B4GALT2

a numeric vector

B4GALT3

a numeric vector

B4GALT4

a numeric vector

B4GALT5

a numeric vector

B4GALT6

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

B9D1

a numeric vector

B9D2

a numeric vector

BAALC

a numeric vector

BAAT

a numeric vector

BABAM1

a numeric vector

BABAM2

a numeric vector

BACE1

a numeric vector

BACE2

a numeric vector

BACH1

a numeric vector

BACH2

a numeric vector

BAD

a numeric vector

BAG1

a numeric vector

BAG2

a numeric vector

BAG3

a numeric vector

BAG4

a numeric vector

BAG5

a numeric vector

BAG6

a numeric vector

BAHCC1

a numeric vector

BAHD1

a numeric vector

BAIAP2

a numeric vector

BAIAP2L1

a numeric vector

BAIAP2L2

a numeric vector

BAIAP3

a numeric vector

BAK1

a numeric vector

BAMBI

a numeric vector

BANF1

a numeric vector

BANF2

a numeric vector

BANK1

a numeric vector

BANP

a numeric vector

BAP1

a numeric vector

BARD1

a numeric vector

BARHL1

a numeric vector

BARHL2

a numeric vector

BARX1

a numeric vector

BARX2

a numeric vector

BASP1

a numeric vector

BATF

a numeric vector

BATF2

a numeric vector

BATF3

a numeric vector

BAX

a numeric vector

BAZ1A

a numeric vector

BAZ1B

a numeric vector

BAZ2A

a numeric vector

Details

This is test FPKM.

Value

Returns a dataframe.

Source

https://portal.gdc.cancer.gov/

Examples

data(test_FPKM)
## maybe str(test_FPKM)
## plot(test_FPKM)

Test Norm data

Description

This is Test Norm data.

Usage

data("Test_Norm_data")

Format

A data frame with 18 observations on the following 2025 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

A1BG

a numeric vector

A1CF

a numeric vector

A2M

a numeric vector

A2ML1

a numeric vector

A3GALT2

a numeric vector

A4GALT

a numeric vector

A4GNT

a numeric vector

AAAS

a numeric vector

AACS

a numeric vector

AADAC

a numeric vector

AADACL2

a numeric vector

AADACL3

a numeric vector

AADACL4

a numeric vector

AADAT

a numeric vector

AAGAB

a numeric vector

AAK1

a numeric vector

AAMDC

a numeric vector

AAMP

a numeric vector

AANAT

a numeric vector

AAR2

a numeric vector

AARD

a numeric vector

AARS1

a numeric vector

AARS2

a numeric vector

AARSD1

a numeric vector

AASDH

a numeric vector

AASDHPPT

a numeric vector

AASS

a numeric vector

AATF

a numeric vector

AATK

a numeric vector

ABAT

a numeric vector

ABCA1

a numeric vector

ABCA10

a numeric vector

ABCA12

a numeric vector

ABCA13

a numeric vector

ABCA2

a numeric vector

ABCA3

a numeric vector

ABCA4

a numeric vector

ABCA5

a numeric vector

ABCA6

a numeric vector

ABCA7

a numeric vector

ABCA8

a numeric vector

ABCA9

a numeric vector

ABCB1

a numeric vector

ABCB10

a numeric vector

ABCB11

a numeric vector

ABCB4

a numeric vector

ABCB5

a numeric vector

ABCB6

a numeric vector

ABCB7

a numeric vector

ABCB8

a numeric vector

ABCB9

a numeric vector

ABCC1

a numeric vector

ABCC10

a numeric vector

ABCC11

a numeric vector

ABCC12

a numeric vector

ABCC2

a numeric vector

ABCC3

a numeric vector

ABCC4

a numeric vector

ABCC5

a numeric vector

ABCC6

a numeric vector

ABCC8

a numeric vector

ABCC9

a numeric vector

ABCD1

a numeric vector

ABCD2

a numeric vector

ABCD3

a numeric vector

ABCD4

a numeric vector

ABCE1

a numeric vector

ABCF1

a numeric vector

ABCF2

a numeric vector

ABCF2.H2BE1

a numeric vector

ABCF3

a numeric vector

ABCG1

a numeric vector

ABCG2

a numeric vector

ABCG4

a numeric vector

ABCG5

a numeric vector

ABCG8

a numeric vector

ABHD1

a numeric vector

ABHD10

a numeric vector

ABHD11

a numeric vector

ABHD12

a numeric vector

ABHD12B

a numeric vector

ABHD13

a numeric vector

ABHD14A

a numeric vector

ABHD14A.ACY1

a numeric vector

ABHD14B

a numeric vector

ABHD15

a numeric vector

ABHD16A

a numeric vector

ABHD16B

a numeric vector

ABHD17A

a numeric vector

ABHD17B

a numeric vector

ABHD17C

a numeric vector

ABHD18

a numeric vector

ABHD2

a numeric vector

ABHD3

a numeric vector

ABHD4

a numeric vector

ABHD5

a numeric vector

ABHD6

a numeric vector

ABHD8

a numeric vector

ABI1

a numeric vector

ABI2

a numeric vector

ABI3

a numeric vector

ABI3BP

a numeric vector

ABITRAM

a numeric vector

ABL1

a numeric vector

ABL2

a numeric vector

ABLIM1

a numeric vector

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ARID3C

a numeric vector

ARID4A

a numeric vector

ARID4B

a numeric vector

ARID5A

a numeric vector

ARID5B

a numeric vector

ARIH1

a numeric vector

ARIH2

a numeric vector

ARL1

a numeric vector

ARL10

a numeric vector

ARL11

a numeric vector

ARL13A

a numeric vector

ARL13B

a numeric vector

ARL14

a numeric vector

ARL14EP

a numeric vector

ARL14EPL

a numeric vector

ARL15

a numeric vector

ARL16

a numeric vector

ARL17A

a numeric vector

ARL17B

a numeric vector

ARL2

a numeric vector

ARL2.SNX15

a numeric vector

ARL2BP

a numeric vector

ARL3

a numeric vector

ARL4A

a numeric vector

ARL4C

a numeric vector

ARL4D

a numeric vector

ARL5A

a numeric vector

ARL5B

a numeric vector

ARL5C

a numeric vector

ARL6

a numeric vector

ARL6IP1

a numeric vector

ARL6IP4

a numeric vector

ARL6IP5

a numeric vector

ARL6IP6

a numeric vector

ARL8A

a numeric vector

ARL8B

a numeric vector

ARL9

a numeric vector

ARMC1

a numeric vector

ARMC10

a numeric vector

ARMC12

a numeric vector

ARMC2

a numeric vector

ARMC3

a numeric vector

ARMC4

a numeric vector

ARMC5

a numeric vector

ARMC6

a numeric vector

ARMC7

a numeric vector

ARMC8

a numeric vector

ARMC9

a numeric vector

ARMCX1

a numeric vector

ARMCX2

a numeric vector

ARMCX3

a numeric vector

ARMCX4

a numeric vector

ARMCX5

a numeric vector

ARMCX5.GPRASP2

a numeric vector

ARMCX6

a numeric vector

ARMH1

a numeric vector

ARMH2

a numeric vector

ARMH3

a numeric vector

ARMH4

a numeric vector

ARMS2

a numeric vector

ARMT1

a numeric vector

ARNT

a numeric vector

ARNT2

a numeric vector

ARNTL

a numeric vector

ARNTL2

a numeric vector

ARPC1A

a numeric vector

ARPC1B

a numeric vector

ARPC2

a numeric vector

ARPC3

a numeric vector

ARPC4

a numeric vector

ARPC4.TTLL3

a numeric vector

ARPC5

a numeric vector

ARPC5L

a numeric vector

ARPIN

a numeric vector

ARPIN.AP3S2

a numeric vector

ARPP19

a numeric vector

ARPP21

a numeric vector

ARR3

a numeric vector

ARRB1

a numeric vector

ARRB2

a numeric vector

ARRDC1

a numeric vector

ARRDC2

a numeric vector

ARRDC3

a numeric vector

ARRDC4

a numeric vector

ARRDC5

a numeric vector

ARSA

a numeric vector

ARSB

a numeric vector

ARSD

a numeric vector

ARSF

a numeric vector

ARSG

a numeric vector

ARSH

a numeric vector

ARSI

a numeric vector

ARSJ

a numeric vector

ARSK

a numeric vector

ARSL

a numeric vector

ART1

a numeric vector

ART3

a numeric vector

ART4

a numeric vector

ART5

a numeric vector

ARTN

a numeric vector

ARV1

a numeric vector

ARVCF

a numeric vector

ARX

a numeric vector

AS3MT

a numeric vector

ASAH1

a numeric vector

ASAH2

a numeric vector

ASAH2B

a numeric vector

ASAP1

a numeric vector

ASAP2

a numeric vector

ASAP3

a numeric vector

ASB1

a numeric vector

ASB10

a numeric vector

ASB11

a numeric vector

ASB12

a numeric vector

ASB13

a numeric vector

ASB14

a numeric vector

ASB15

a numeric vector

ASB16

a numeric vector

ASB17

a numeric vector

ASB18

a numeric vector

ASB2

a numeric vector

ASB3

a numeric vector

ASB4

a numeric vector

ASB5

a numeric vector

ASB6

a numeric vector

ASB7

a numeric vector

ASB8

a numeric vector

ASB9

a numeric vector

ASCC1

a numeric vector

ASCC2

a numeric vector

ASCC3

a numeric vector

ASCL1

a numeric vector

ASCL2

a numeric vector

ASCL3

a numeric vector

ASCL4

a numeric vector

ASCL5

a numeric vector

ASDURF

a numeric vector

ASF1A

a numeric vector

ASF1B

a numeric vector

ASGR1

a numeric vector

ASGR2

a numeric vector

ASH1L

a numeric vector

ASH2L

a numeric vector

ASIC1

a numeric vector

ASIC2

a numeric vector

ASIC3

a numeric vector

ASIC4

a numeric vector

ASIC5

a numeric vector

ASIP

a numeric vector

ASL

a numeric vector

ASMT

a numeric vector

ASMTL

a numeric vector

ASNS

a numeric vector

ASNSD1

a numeric vector

ASPA

a numeric vector

ASPDH

a numeric vector

ASPG

a numeric vector

ASPH

a numeric vector

ASPHD1

a numeric vector

ASPHD2

a numeric vector

ASPM

a numeric vector

ASPN

a numeric vector

ASPRV1

a numeric vector

ASPSCR1

a numeric vector

ASRGL1

a numeric vector

ASS1

a numeric vector

ASTE1

a numeric vector

ASTL

a numeric vector

ASTN1

a numeric vector

ASTN2

a numeric vector

ASXL1

a numeric vector

ASXL2

a numeric vector

ASXL3

a numeric vector

ASZ1

a numeric vector

ATAD1

a numeric vector

ATAD2

a numeric vector

ATAD2B

a numeric vector

ATAD3A

a numeric vector

ATAD3B

a numeric vector

ATAD3C

a numeric vector

ATAD5

a numeric vector

ATAT1

a numeric vector

ATCAY

a numeric vector

ATE1

a numeric vector

ATF1

a numeric vector

ATF2

a numeric vector

ATF3

a numeric vector

ATF4

a numeric vector

ATF5

a numeric vector

ATF6

a numeric vector

ATF6B

a numeric vector

ATF7

a numeric vector

ATF7.NPFF

a numeric vector

ATF7IP

a numeric vector

ATF7IP2

a numeric vector

ATG10

a numeric vector

ATG101

a numeric vector

ATG12

a numeric vector

ATG13

a numeric vector

ATG14

a numeric vector

ATG16L1

a numeric vector

ATG16L2

a numeric vector

ATG2A

a numeric vector

ATG2B

a numeric vector

ATG3

a numeric vector

ATG4A

a numeric vector

ATG4B

a numeric vector

ATG4C

a numeric vector

ATG4D

a numeric vector

ATG5

a numeric vector

ATG7

a numeric vector

ATG9A

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATL1

a numeric vector

ATL2

a numeric vector

ATL3

a numeric vector

ATM

a numeric vector

ATMIN

a numeric vector

ATN1

a numeric vector

ATOH1

a numeric vector

ATOH7

a numeric vector

ATOH8

a numeric vector

ATOX1

a numeric vector

ATP10A

a numeric vector

ATP10B

a numeric vector

ATP10D

a numeric vector

ATP11A

a numeric vector

ATP11B

a numeric vector

ATP11C

a numeric vector

ATP12A

a numeric vector

ATP13A1

a numeric vector

ATP13A2

a numeric vector

ATP13A3

a numeric vector

ATP13A4

a numeric vector

ATP13A5

a numeric vector

ATP1A1

a numeric vector

ATP1A2

a numeric vector

ATP1A3

a numeric vector

ATP1A4

a numeric vector

ATP1B1

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP1B4

a numeric vector

ATP23

a numeric vector

ATP2A1

a numeric vector

ATP2A2

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP2B2

a numeric vector

ATP2B3

a numeric vector

ATP2B4

a numeric vector

ATP2C1

a numeric vector

ATP2C2

a numeric vector

ATP4A

a numeric vector

ATP4B

a numeric vector

ATP5F1A

a numeric vector

ATP5F1B

a numeric vector

ATP5F1C

a numeric vector

ATP5F1D

a numeric vector

ATP5F1E

a numeric vector

ATP5IF1

a numeric vector

ATP5MC1

a numeric vector

ATP5MC2

a numeric vector

ATP5MC3

a numeric vector

ATP5MD

a numeric vector

ATP5ME

a numeric vector

ATP5MF

a numeric vector

ATP5MF.PTCD1

a numeric vector

ATP5MG

a numeric vector

ATP5MGL

a numeric vector

ATP5MPL

a numeric vector

ATP5PB

a numeric vector

ATP5PD

a numeric vector

ATP5PF

a numeric vector

ATP5PO

a numeric vector

ATP6AP1

a numeric vector

ATP6AP1L

a numeric vector

ATP6AP2

a numeric vector

ATP6V0A1

a numeric vector

ATP6V0A2

a numeric vector

ATP6V0A4

a numeric vector

ATP6V0B

a numeric vector

ATP6V0C

a numeric vector

ATP6V0D1

a numeric vector

ATP6V0D2

a numeric vector

ATP6V0E1

a numeric vector

ATP6V0E2

a numeric vector

ATP6V1A

a numeric vector

ATP6V1B1

a numeric vector

ATP6V1B2

a numeric vector

ATP6V1C1

a numeric vector

ATP6V1C2

a numeric vector

ATP6V1D

a numeric vector

ATP6V1E1

a numeric vector

ATP6V1E2

a numeric vector

ATP6V1F

a numeric vector

ATP6V1FNB

a numeric vector

ATP6V1G1

a numeric vector

ATP6V1G2

a numeric vector

ATP6V1G2.DDX39B

a numeric vector

ATP6V1G3

a numeric vector

ATP6V1H

a numeric vector

ATP7A

a numeric vector

ATP7B

a numeric vector

ATP8A1

a numeric vector

ATP8A2

a numeric vector

ATP8B1

a numeric vector

ATP8B2

a numeric vector

ATP8B3

a numeric vector

ATP8B4

a numeric vector

ATP9A

a numeric vector

ATP9B

a numeric vector

ATPAF1

a numeric vector

ATPAF2

a numeric vector

ATPSCKMT

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATRN

a numeric vector

ATRNL1

a numeric vector

ATRX

a numeric vector

ATXN1

a numeric vector

ATXN10

a numeric vector

ATXN1L

a numeric vector

ATXN2

a numeric vector

ATXN2L

a numeric vector

ATXN3

a numeric vector

ATXN3L

a numeric vector

ATXN7

a numeric vector

ATXN7L1

a numeric vector

ATXN7L2

a numeric vector

ATXN7L3

a numeric vector

ATXN7L3B

a numeric vector

AUH

a numeric vector

AUNIP

a numeric vector

AUP1

a numeric vector

AURKA

a numeric vector

AURKAIP1

a numeric vector

AURKB

a numeric vector

AURKC

a numeric vector

AUTS2

a numeric vector

AVEN

a numeric vector

AVIL

a numeric vector

AVL9

a numeric vector

AVP

a numeric vector

AVPI1

a numeric vector

AVPR1A

a numeric vector

AVPR1B

a numeric vector

AVPR2

a numeric vector

AWAT1

a numeric vector

AWAT2

a numeric vector

AXDND1

a numeric vector

AXIN1

a numeric vector

AXIN2

a numeric vector

AXL

a numeric vector

AZGP1

a numeric vector

AZI2

a numeric vector

AZIN1

a numeric vector

AZIN2

a numeric vector

AZU1

a numeric vector

B2M

a numeric vector

B3GALNT1

a numeric vector

B3GALNT2

a numeric vector

B3GALT1

a numeric vector

B3GALT2

a numeric vector

B3GALT4

a numeric vector

B3GALT5

a numeric vector

B3GALT6

a numeric vector

B3GAT1

a numeric vector

B3GAT2

a numeric vector

B3GAT3

a numeric vector

B3GLCT

a numeric vector

B3GNT10

a numeric vector

B3GNT2

a numeric vector

B3GNT3

a numeric vector

B3GNT4

a numeric vector

B3GNT5

a numeric vector

B3GNT6

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B3GNT9

a numeric vector

B3GNTL1

a numeric vector

B4GALNT1

a numeric vector

B4GALNT2

a numeric vector

B4GALNT3

a numeric vector

B4GALNT4

a numeric vector

B4GALT1

a numeric vector

B4GALT2

a numeric vector

B4GALT3

a numeric vector

B4GALT4

a numeric vector

B4GALT5

a numeric vector

B4GALT6

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

B9D1

a numeric vector

B9D2

a numeric vector

BAALC

a numeric vector

BAAT

a numeric vector

BABAM1

a numeric vector

BABAM2

a numeric vector

BACE1

a numeric vector

BACE2

a numeric vector

BACH1

a numeric vector

BACH2

a numeric vector

BAD

a numeric vector

BAG1

a numeric vector

BAG2

a numeric vector

BAG3

a numeric vector

BAG4

a numeric vector

BAG5

a numeric vector

BAG6

a numeric vector

BAHCC1

a numeric vector

BAHD1

a numeric vector

BAIAP2

a numeric vector

BAIAP2L1

a numeric vector

BAIAP2L2

a numeric vector

BAIAP3

a numeric vector

BAK1

a numeric vector

BAMBI

a numeric vector

BANF1

a numeric vector

BANF2

a numeric vector

BANK1

a numeric vector

BANP

a numeric vector

BAP1

a numeric vector

BARD1

a numeric vector

BARHL1

a numeric vector

BARHL2

a numeric vector

BARX1

a numeric vector

BARX2

a numeric vector

BASP1

a numeric vector

BATF

a numeric vector

BATF2

a numeric vector

BATF3

a numeric vector

BAX

a numeric vector

BAZ1A

a numeric vector

BAZ1B

a numeric vector

BAZ2A

a numeric vector

Details

This is Test Norm data.

Value

Returns a dataframe.

Source

https://portal.gdc.cancer.gov/

Examples

data(Test_Norm_data)
## maybe str(Test_Norm_data)
## plot(Test_Norm_data)

Test PI data

Description

This is Test PI data.

Usage

data("Test_PI_data")

Format

A data frame with 18 observations on the following 57 variables.

OS

a numeric vector

OS_month

a numeric vector

AADACL4

a numeric vector

ABCA12

a numeric vector

ABCC3

a numeric vector

ABI1

a numeric vector

ABRA

a numeric vector

AC006059.2

a numeric vector

AC008676.3

a numeric vector

AC008764.4

a numeric vector

AC010132.3

a numeric vector

AC012651.1

a numeric vector

AC013477.1

a numeric vector

AC109583.1

a numeric vector

AC113348.2

a numeric vector

AC117457.1

a numeric vector

AC131160.1

a numeric vector

AC144573.1

a numeric vector

AC235565.2

a numeric vector

ACO2

a numeric vector

ACTC1

a numeric vector

ACTL9

a numeric vector

ACTRT2

a numeric vector

ADD3

a numeric vector

ADGRL3

a numeric vector

ADH7

a numeric vector

ADPRHL1

a numeric vector

ADRA2A

a numeric vector

ADRA2B

a numeric vector

AFMID

a numeric vector

AKAP12

a numeric vector

AKAP14

a numeric vector

AKAP3

a numeric vector

AL139260.3

a numeric vector

ALG6

a numeric vector

ANGPTL6

a numeric vector

ANKRD20A1

a numeric vector

ANXA6

a numeric vector

ANXA8L1

a numeric vector

AOC2

a numeric vector

APOBEC1

a numeric vector

APOE

a numeric vector

ARHGAP11B

a numeric vector

ARHGAP12

a numeric vector

ARHGEF19

a numeric vector

ARL2.SNX15

a numeric vector

ARL6IP1

a numeric vector

ARPC4.TTLL3

a numeric vector

ASB4

a numeric vector

ASB5

a numeric vector

ASB6

a numeric vector

ASPM

a numeric vector

ATP1A2

a numeric vector

ATP2B4

a numeric vector

AZGP1

a numeric vector

B3GAT2

a numeric vector

PI

a numeric vector

Details

This is Test PI data.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Test_PI_data)
## maybe str(Test_PI_data)
## plot(Test_PI_data)

Test Uni sig data

Description

This is Test Uni sig data.

Usage

data("Test_Uni_sig_data")

Format

A data frame with 18 observations on the following 209 variables.

A2ML1

a numeric vector

AADACL4

a numeric vector

AAMDC

a numeric vector

AAR2

a numeric vector

ABCA12

a numeric vector

ABCB4

a numeric vector

ABCB5

a numeric vector

ABCB6

a numeric vector

ABCC3

a numeric vector

ABCC9

a numeric vector

ABCE1

a numeric vector

ABCF3

a numeric vector

ABHD12

a numeric vector

ABHD14B

a numeric vector

ABLIM1

a numeric vector

ABLIM3

a numeric vector

ABT1

a numeric vector

AC004076.1

a numeric vector

AC005520.1

a numeric vector

AC005832.4

a numeric vector

AC006030.1

a numeric vector

AC008764.4

a numeric vector

AC010132.3

a numeric vector

AC013470.2

a numeric vector

AC027796.3

a numeric vector

AC097636.1

a numeric vector

AC106741.1

a numeric vector

AC131160.1

a numeric vector

AC132217.2

a numeric vector

AC144573.1

a numeric vector

ACAP2

a numeric vector

ACBD5

a numeric vector

ACE

a numeric vector

ACMSD

a numeric vector

ACO1

a numeric vector

ACO2

a numeric vector

ACP5

a numeric vector

ACRV1

a numeric vector

ACSBG1

a numeric vector

ACSM5

a numeric vector

ACSM6

a numeric vector

ACTG1

a numeric vector

ACTN1

a numeric vector

ACTR3

a numeric vector

ADAM12

a numeric vector

ADAM15

a numeric vector

ADAM19

a numeric vector

ADAM32

a numeric vector

ADAMTS18

a numeric vector

ADAMTS7

a numeric vector

ADAMTS8

a numeric vector

ADCK2

a numeric vector

ADCY2

a numeric vector

ADCY8

a numeric vector

ADD3

a numeric vector

ADGRB3

a numeric vector

ADGRD2

a numeric vector

ADGRE2

a numeric vector

ADGRE5

a numeric vector

ADGRG7

a numeric vector

ADGRL4

a numeric vector

ADGRV1

a numeric vector

ADH4

a numeric vector

ADHFE1

a numeric vector

ADK

a numeric vector

ADNP

a numeric vector

ADPRH

a numeric vector

ADRB2

a numeric vector

ADRM1

a numeric vector

AEN

a numeric vector

AFAP1L2

a numeric vector

AGAP1

a numeric vector

AGGF1

a numeric vector

AGPS

a numeric vector

AGR3

a numeric vector

AGRN

a numeric vector

AHCYL1

a numeric vector

AHNAK

a numeric vector

AK2

a numeric vector

AK8

a numeric vector

AKAP3

a numeric vector

AKAP4

a numeric vector

AKAP6

a numeric vector

AKIP1

a numeric vector

AKR1C1

a numeric vector

AL121845.3

a numeric vector

AL160272.2

a numeric vector

AL365214.2

a numeric vector

AL391628.1

a numeric vector

AL445989.1

a numeric vector

AL591806.2

a numeric vector

AL669918.1

a numeric vector

ALDH9A1

a numeric vector

ALDOB

a numeric vector

ALDOC

a numeric vector

ALG10B

a numeric vector

ALG2

a numeric vector

ALG3

a numeric vector

ALG6

a numeric vector

ALKBH3

a numeric vector

ALOX5AP

a numeric vector

ALYREF

a numeric vector

AMDHD1

a numeric vector

AMPD3

a numeric vector

ANGPTL2

a numeric vector

ANGPTL5

a numeric vector

ANKFY1

a numeric vector

ANKLE2

a numeric vector

ANKRD20A1

a numeric vector

ANKRD24

a numeric vector

ANKRD29

a numeric vector

ANKRD36

a numeric vector

ANKRD36C

a numeric vector

ANO2

a numeric vector

ANPEP

a numeric vector

ANXA1

a numeric vector

ANXA7

a numeric vector

AP003108.2

a numeric vector

AP3S1

a numeric vector

AP3S2

a numeric vector

APEH

a numeric vector

APEX2

a numeric vector

APH1A

a numeric vector

APLN

a numeric vector

APOBEC3B

a numeric vector

APOBEC3G

a numeric vector

APOBR

a numeric vector

APOE

a numeric vector

APOL1

a numeric vector

APOL4

a numeric vector

APPBP2

a numeric vector

AQP10

a numeric vector

AQP7

a numeric vector

ARAP3

a numeric vector

ARF4

a numeric vector

ARFGAP2

a numeric vector

ARHGAP11A

a numeric vector

ARHGAP11B

a numeric vector

ARHGAP24

a numeric vector

ARHGAP32

a numeric vector

ARHGDIG

a numeric vector

ARHGEF17

a numeric vector

ARHGEF19

a numeric vector

ARL1

a numeric vector

ARL15

a numeric vector

ARL2.SNX15

a numeric vector

ARL5C

a numeric vector

ARL6IP6

a numeric vector

ARMC4

a numeric vector

ARMC6

a numeric vector

ARMC9

a numeric vector

ARPC3

a numeric vector

ARPC4

a numeric vector

ARPP21

a numeric vector

ARSA

a numeric vector

ARSI

a numeric vector

ARSL

a numeric vector

ART4

a numeric vector

ASAH2

a numeric vector

ASAP1

a numeric vector

ASB12

a numeric vector

ASCC3

a numeric vector

ASF1B

a numeric vector

ASIC4

a numeric vector

ASPH

a numeric vector

ASPM

a numeric vector

ATAD2

a numeric vector

ATAD5

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATP11A

a numeric vector

ATP11C

a numeric vector

ATP13A4

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP4B

a numeric vector

ATP5F1D

a numeric vector

ATP5MC2

a numeric vector

ATP5ME

a numeric vector

ATP6V0A4

a numeric vector

ATP9B

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATXN7

a numeric vector

AUNIP

a numeric vector

AURKA

a numeric vector

AVPI1

a numeric vector

AWAT1

a numeric vector

AZU1

a numeric vector

B3GAT2

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B4GALNT2

a numeric vector

B4GALT3

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

BACH2

a numeric vector

BAG3

a numeric vector

BAG5

a numeric vector

BAHD1

a numeric vector

BAIAP3

a numeric vector

BANK1

a numeric vector

BASP1

a numeric vector

BATF2

a numeric vector

BAX

a numeric vector

BAZ1B

a numeric vector

Details

This is Test Uni sig data.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Test_Uni_sig_data)
## maybe str(Test_Uni_sig_data)
## plot(Test_Uni_sig_data)

Train-Test Split Function

Description

This function splits a given dataset into training and testing sets based on a specified fraction.

Usage

tr_test_f(data, fraction)

Arguments

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.

Details

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.

Value

A list containing two data frames:

train_data

A data frame containing the training set.

test_data

A data frame containing the testing set.

Examples

# 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)

Train Clin

Description

This is Train Clin.

Usage

data("Train_Clin")

Format

A data frame with 158 observations on the following 20 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

Details

This is Train Clin.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Train_Clin)
## maybe str(Train_Clin)
## plot(Train_Clin)

Train Data Nomogram input

Description

This is Train Data Nomogram input.

Usage

data("Train_Data_Nomogram_input")

Format

A data frame with 158 observations on the following 34 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

OS_month

a numeric vector

ALG6

a numeric vector

ARHGAP11A

a numeric vector

DESI1

a numeric vector

GALNT7

a numeric vector

GJD3

a numeric vector

GPC1

a numeric vector

H2BC5

a numeric vector

HOXD12

a numeric vector

RNF185

a numeric vector

TANGO2

a numeric vector

UNG

a numeric vector

ZNF648

a numeric vector

PI

a numeric vector

Details

This is Train Data Nomogram input.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Train_Data_Nomogram_input)
## maybe str(Train_Data_Nomogram_input)
## plot(Train_Data_Nomogram_input)

train FPKM

Description

This is train FPKM.

Usage

data("train_FPKM")

Format

A data frame with 158 observations on the following 2025 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

A1BG

a numeric vector

A1CF

a numeric vector

A2M

a numeric vector

A2ML1

a numeric vector

A3GALT2

a numeric vector

A4GALT

a numeric vector

A4GNT

a numeric vector

AAAS

a numeric vector

AACS

a numeric vector

AADAC

a numeric vector

AADACL2

a numeric vector

AADACL3

a numeric vector

AADACL4

a numeric vector

AADAT

a numeric vector

AAGAB

a numeric vector

AAK1

a numeric vector

AAMDC

a numeric vector

AAMP

a numeric vector

AANAT

a numeric vector

AAR2

a numeric vector

AARD

a numeric vector

AARS1

a numeric vector

AARS2

a numeric vector

AARSD1

a numeric vector

AASDH

a numeric vector

AASDHPPT

a numeric vector

AASS

a numeric vector

AATF

a numeric vector

AATK

a numeric vector

ABAT

a numeric vector

ABCA1

a numeric vector

ABCA10

a numeric vector

ABCA12

a numeric vector

ABCA13

a numeric vector

ABCA2

a numeric vector

ABCA3

a numeric vector

ABCA4

a numeric vector

ABCA5

a numeric vector

ABCA6

a numeric vector

ABCA7

a numeric vector

ABCA8

a numeric vector

ABCA9

a numeric vector

ABCB1

a numeric vector

ABCB10

a numeric vector

ABCB11

a numeric vector

ABCB4

a numeric vector

ABCB5

a numeric vector

ABCB6

a numeric vector

ABCB7

a numeric vector

ABCB8

a numeric vector

ABCB9

a numeric vector

ABCC1

a numeric vector

ABCC10

a numeric vector

ABCC11

a numeric vector

ABCC12

a numeric vector

ABCC2

a numeric vector

ABCC3

a numeric vector

ABCC4

a numeric vector

ABCC5

a numeric vector

ABCC6

a numeric vector

ABCC8

a numeric vector

ABCC9

a numeric vector

ABCD1

a numeric vector

ABCD2

a numeric vector

ABCD3

a numeric vector

ABCD4

a numeric vector

ABCE1

a numeric vector

ABCF1

a numeric vector

ABCF2

a numeric vector

ABCF2.H2BE1

a numeric vector

ABCF3

a numeric vector

ABCG1

a numeric vector

ABCG2

a numeric vector

ABCG4

a numeric vector

ABCG5

a numeric vector

ABCG8

a numeric vector

ABHD1

a numeric vector

ABHD10

a numeric vector

ABHD11

a numeric vector

ABHD12

a numeric vector

ABHD12B

a numeric vector

ABHD13

a numeric vector

ABHD14A

a numeric vector

ABHD14A.ACY1

a numeric vector

ABHD14B

a numeric vector

ABHD15

a numeric vector

ABHD16A

a numeric vector

ABHD16B

a numeric vector

ABHD17A

a numeric vector

ABHD17B

a numeric vector

ABHD17C

a numeric vector

ABHD18

a numeric vector

ABHD2

a numeric vector

ABHD3

a numeric vector

ABHD4

a numeric vector

ABHD5

a numeric vector

ABHD6

a numeric vector

ABHD8

a numeric vector

ABI1

a numeric vector

ABI2

a numeric vector

ABI3

a numeric vector

ABI3BP

a numeric vector

ABITRAM

a numeric vector

ABL1

a numeric vector

ABL2

a numeric vector

ABLIM1

a numeric vector

ABLIM2

a numeric vector

ABLIM3

a numeric vector

ABO

a numeric vector

ABR

a numeric vector

ABRA

a numeric vector

ABRACL

a numeric vector

ABRAXAS1

a numeric vector

ABRAXAS2

a numeric vector

ABT1

a numeric vector

ABTB1

a numeric vector

ABTB2

a numeric vector

AC000093.1

a numeric vector

AC000120.2

a numeric vector

AC000120.3

a numeric vector

AC001226.2

a numeric vector

AC002094.3

a numeric vector

AC002310.4

a numeric vector

AC002456.2

a numeric vector

AC002985.1

a numeric vector

AC002996.1

a numeric vector

AC003002.1

a numeric vector

AC003002.2

a numeric vector

AC003002.3

a numeric vector

AC003005.1

a numeric vector

AC003006.1

a numeric vector

AC003688.1

a numeric vector

AC004076.1

a numeric vector

AC004080.3

a numeric vector

AC004223.3

a numeric vector

AC004233.4

a numeric vector

AC004593.2

a numeric vector

AC004687.2

a numeric vector

AC004691.2

a numeric vector

AC004706.3

a numeric vector

AC004805.1

a numeric vector

AC004832.3

a numeric vector

AC004922.1

a numeric vector

AC004997.1

a numeric vector

AC005020.2

a numeric vector

AC005041.1

a numeric vector

AC005154.5

a numeric vector

AC005192.1

a numeric vector

AC005258.1

a numeric vector

AC005324.2

a numeric vector

AC005324.3

a numeric vector

AC005520.1

a numeric vector

AC005551.1

a numeric vector

AC005670.2

a numeric vector

AC005697.1

a numeric vector

AC005702.1

a numeric vector

AC005726.1

a numeric vector

AC005832.4

a numeric vector

AC005833.1

a numeric vector

AC005837.2

a numeric vector

AC005943.1

a numeric vector

AC006030.1

a numeric vector

AC006059.2

a numeric vector

AC006064.6

a numeric vector

AC006254.1

a numeric vector

AC006486.1

a numeric vector

AC006486.3

a numeric vector

AC006538.2

a numeric vector

AC006978.2

a numeric vector

AC007040.2

a numeric vector

AC007192.1

a numeric vector

AC007326.4

a numeric vector

AC007375.2

a numeric vector

AC007731.4

a numeric vector

AC007846.2

a numeric vector

AC007906.2

a numeric vector

AC007998.2

a numeric vector

AC008012.1

a numeric vector

AC008073.3

a numeric vector

AC008162.2

a numeric vector

AC008397.1

a numeric vector

AC008397.2

a numeric vector

AC008403.1

a numeric vector

AC008481.3

a numeric vector

AC008537.1

a numeric vector

AC008575.1

a numeric vector

AC008581.2

a numeric vector

AC008676.3

a numeric vector

AC008687.1

a numeric vector

AC008687.4

a numeric vector

AC008687.8

a numeric vector

AC008695.1

a numeric vector

AC008750.7

a numeric vector

AC008758.1

a numeric vector

AC008758.5

a numeric vector

AC008758.6

a numeric vector

AC008763.2

a numeric vector

AC008763.3

a numeric vector

AC008763.4

a numeric vector

AC008764.1

a numeric vector

AC008764.4

a numeric vector

AC008770.1

a numeric vector

AC008770.2

a numeric vector

AC008770.4

a numeric vector

AC008878.1

a numeric vector

AC008878.2

a numeric vector

AC008878.3

a numeric vector

AC008982.1

a numeric vector

AC009070.1

a numeric vector

AC009133.6

a numeric vector

AC009163.3

a numeric vector

AC009163.5

a numeric vector

AC009412.1

a numeric vector

AC009690.1

a numeric vector

AC009690.3

a numeric vector

AC009779.3

a numeric vector

AC009879.2

a numeric vector

AC009879.3

a numeric vector

AC010132.3

a numeric vector

AC010197.2

a numeric vector

AC010255.2

a numeric vector

AC010319.2

a numeric vector

AC010323.1

a numeric vector

AC010325.1

a numeric vector

AC010326.2

a numeric vector

AC010327.2

a numeric vector

AC010422.3

a numeric vector

AC010422.5

a numeric vector

AC010422.6

a numeric vector

AC010422.8

a numeric vector

AC010463.1

a numeric vector

AC010522.1

a numeric vector

AC010531.1

a numeric vector

AC010542.3

a numeric vector

AC010547.4

a numeric vector

AC010615.4

a numeric vector

AC010616.1

a numeric vector

AC010619.1

a numeric vector

AC010646.1

a numeric vector

AC010973.3

a numeric vector

AC010980.1

a numeric vector

AC011005.1

a numeric vector

AC011330.3

a numeric vector

AC011448.1

a numeric vector

AC011452.1

a numeric vector

AC011455.2

a numeric vector

AC011462.1

a numeric vector

AC011473.4

a numeric vector

AC011479.1

a numeric vector

AC011498.4

a numeric vector

AC011499.1

a numeric vector

AC011511.1

a numeric vector

AC011511.4

a numeric vector

AC011530.1

a numeric vector

AC012184.2

a numeric vector

AC012213.5

a numeric vector

AC012254.2

a numeric vector

AC012309.1

a numeric vector

AC012488.2

a numeric vector

AC012531.3

a numeric vector

AC012651.1

a numeric vector

AC013271.1

a numeric vector

AC013394.1

a numeric vector

AC013470.2

a numeric vector

AC013477.1

a numeric vector

AC013489.1

a numeric vector

AC013717.1

a numeric vector

AC015688.4

a numeric vector

AC015802.6

a numeric vector

AC015813.2

a numeric vector

AC017083.3

a numeric vector

AC018362.3

a numeric vector

AC018512.1

a numeric vector

AC018523.2

a numeric vector

AC018630.4

a numeric vector

AC018709.1

a numeric vector

AC018755.2

a numeric vector

AC018809.3

a numeric vector

AC019117.3

a numeric vector

AC019257.8

a numeric vector

AC020636.2

a numeric vector

AC020765.6

a numeric vector

AC020907.6

a numeric vector

AC020909.1

a numeric vector

AC020915.4

a numeric vector

AC020922.1

a numeric vector

AC021072.1

a numeric vector

AC021087.5

a numeric vector

AC021660.3

a numeric vector

AC022335.1

a numeric vector

AC022384.1

a numeric vector

AC022400.5

a numeric vector

AC022414.1

a numeric vector

AC022415.2

a numeric vector

AC022506.1

a numeric vector

AC022826.2

a numeric vector

AC023055.1

a numeric vector

AC024592.3

a numeric vector

AC024598.1

a numeric vector

AC025165.3

a numeric vector

AC025165.6

a numeric vector

AC025263.2

a numeric vector

AC025283.2

a numeric vector

AC025287.4

a numeric vector

AC026316.4

a numeric vector

AC026464.1

a numeric vector

AC026464.3

a numeric vector

AC026464.4

a numeric vector

AC026464.6

a numeric vector

AC026786.1

a numeric vector

AC026954.2

a numeric vector

AC027644.4

a numeric vector

AC027796.3

a numeric vector

AC034102.2

a numeric vector

AC034228.3

a numeric vector

AC036214.3

a numeric vector

AC037459.1

a numeric vector

AC040162.1

a numeric vector

AC046185.1

a numeric vector

AC048338.1

a numeric vector

AC048338.2

a numeric vector

AC053503.6

a numeric vector

AC055811.2

a numeric vector

AC055839.2

a numeric vector

AC058822.1

a numeric vector

AC063943.2

a numeric vector

AC067968.1

a numeric vector

AC068234.1

a numeric vector

AC068533.4

a numeric vector

AC068547.1

a numeric vector

AC068580.4

a numeric vector

AC068631.2

a numeric vector

AC068775.1

a numeric vector

AC068831.6

a numeric vector

AC068870.4

a numeric vector

AC068896.1

a numeric vector

AC068946.1

a numeric vector

AC068946.2

a numeric vector

AC069257.3

a numeric vector

AC069288.1

a numeric vector

AC069368.1

a numeric vector

AC069444.2

a numeric vector

AC069503.2

a numeric vector

AC069544.2

a numeric vector

AC072022.2

a numeric vector

AC073082.1

a numeric vector

AC073111.3

a numeric vector

AC073283.3

a numeric vector

AC073508.2

a numeric vector

AC073585.1

a numeric vector

AC073610.2

a numeric vector

AC073612.1

a numeric vector

AC073896.1

a numeric vector

AC074143.1

a numeric vector

AC078815.1

a numeric vector

AC078927.1

a numeric vector

AC079447.1

a numeric vector

AC079594.1

a numeric vector

AC079741.2

a numeric vector

AC083800.1

a numeric vector

AC083977.1

a numeric vector

AC084337.2

a numeric vector

AC084756.2

a numeric vector

AC087289.3

a numeric vector

AC087632.2

a numeric vector

AC087721.2

a numeric vector

AC090004.1

a numeric vector

AC090227.2

a numeric vector

AC090360.1

a numeric vector

AC090517.4

a numeric vector

AC090527.2

a numeric vector

AC091057.5

a numeric vector

AC091167.2

a numeric vector

AC091167.6

a numeric vector

AC091167.7

a numeric vector

AC091551.1

a numeric vector

AC091959.1

a numeric vector

AC092017.2

a numeric vector

AC092042.3

a numeric vector

AC092073.1

a numeric vector

AC092111.3

a numeric vector

AC092143.1

a numeric vector

AC092329.3

a numeric vector

AC092442.1

a numeric vector

AC092587.1

a numeric vector

AC092647.5

a numeric vector

AC092718.3

a numeric vector

AC092718.8

a numeric vector

AC092835.1

a numeric vector

AC093155.3

a numeric vector

AC093227.2

a numeric vector

AC093246.1

a numeric vector

AC093323.1

a numeric vector

AC093423.3

a numeric vector

AC093512.2

a numeric vector

AC093525.1

a numeric vector

AC093525.2

a numeric vector

AC093668.1

a numeric vector

AC093827.5

a numeric vector

AC093884.1

a numeric vector

AC093899.2

a numeric vector

AC096887.1

a numeric vector

AC097104.1

a numeric vector

AC097625.1

a numeric vector

AC097634.4

a numeric vector

AC097636.1

a numeric vector

AC097637.1

a numeric vector

AC098484.3

a numeric vector

AC098582.1

a numeric vector

AC098588.2

a numeric vector

AC098650.1

a numeric vector

AC098850.3

a numeric vector

AC099489.1

a numeric vector

AC099569.1

a numeric vector

AC099811.2

a numeric vector

AC099850.2

a numeric vector

AC100868.1

a numeric vector

AC104109.3

a numeric vector

AC104304.2

a numeric vector

AC104389.5

a numeric vector

AC104389.6

a numeric vector

AC104452.1

a numeric vector

AC104472.3

a numeric vector

AC104532.1

a numeric vector

AC104581.2

a numeric vector

AC105001.2

a numeric vector

AC105052.1

a numeric vector

AC105052.3

a numeric vector

AC106741.1

a numeric vector

AC106873.8

a numeric vector

AC106886.5

a numeric vector

AC107871.1

a numeric vector

AC107959.5

a numeric vector

AC108488.2

a numeric vector

AC108941.3

a numeric vector

AC109583.1

a numeric vector

AC110275.1

a numeric vector

AC112128.1

a numeric vector

AC112229.3

a numeric vector

AC112504.2

a numeric vector

AC113189.12

a numeric vector

AC113348.1

a numeric vector

AC113348.2

a numeric vector

AC113554.1

a numeric vector

AC114402.2

a numeric vector

AC114490.2

a numeric vector

AC114490.3

a numeric vector

AC114982.2

a numeric vector

AC116366.2

a numeric vector

AC117378.1

a numeric vector

AC117457.1

a numeric vector

AC118470.1

a numeric vector

AC118553.2

a numeric vector

AC119396.1

a numeric vector

AC119674.2

a numeric vector

AC119676.1

a numeric vector

AC119733.1

a numeric vector

AC120057.2

a numeric vector

AC120114.4

a numeric vector

AC124312.1

a numeric vector

AC126283.2

a numeric vector

AC127029.3

a numeric vector

AC129492.3

a numeric vector

AC131160.1

a numeric vector

AC132217.2

a numeric vector

AC134669.1

a numeric vector

AC134980.2

a numeric vector

AC135050.2

a numeric vector

AC135068.1

a numeric vector

AC135068.4

a numeric vector

AC135178.3

a numeric vector

AC136428.1

a numeric vector

AC137834.1

a numeric vector

AC138647.1

a numeric vector

AC138696.1

a numeric vector

AC138811.2

a numeric vector

AC138894.1

a numeric vector

AC138969.1

a numeric vector

AC139491.7

a numeric vector

AC139530.2

a numeric vector

AC140504.1

a numeric vector

AC142391.1

a numeric vector

AC144573.1

a numeric vector

AC231656.1

a numeric vector

AC231657.3

a numeric vector

AC233723.1

a numeric vector

AC233992.2

a numeric vector

AC235565.2

a numeric vector

AC236972.4

a numeric vector

AC242628.1

a numeric vector

AC242842.3

a numeric vector

AC243547.3

a numeric vector

AC243967.1

a numeric vector

AC244197.3

a numeric vector

AC244517.10

a numeric vector

AC245033.1

a numeric vector

AC245748.1

a numeric vector

AC253536.7

a numeric vector

ACAA1

a numeric vector

ACAA2

a numeric vector

ACACA

a numeric vector

ACACB

a numeric vector

ACAD10

a numeric vector

ACAD11

a numeric vector

ACAD8

a numeric vector

ACAD9

a numeric vector

ACADL

a numeric vector

ACADM

a numeric vector

ACADS

a numeric vector

ACADSB

a numeric vector

ACADVL

a numeric vector

ACAN

a numeric vector

ACAP1

a numeric vector

ACAP2

a numeric vector

ACAP3

a numeric vector

ACAT1

a numeric vector

ACAT2

a numeric vector

ACBD3

a numeric vector

ACBD4

a numeric vector

ACBD5

a numeric vector

ACBD6

a numeric vector

ACBD7

a numeric vector

ACCS

a numeric vector

ACCSL

a numeric vector

ACD

a numeric vector

ACE

a numeric vector

ACE2

a numeric vector

ACER1

a numeric vector

ACER2

a numeric vector

ACER3

a numeric vector

ACHE

a numeric vector

ACIN1

a numeric vector

ACKR1

a numeric vector

ACKR2

a numeric vector

ACKR3

a numeric vector

ACKR4

a numeric vector

ACLY

a numeric vector

ACMSD

a numeric vector

ACO1

a numeric vector

ACO2

a numeric vector

ACOD1

a numeric vector

ACOT1

a numeric vector

ACOT11

a numeric vector

ACOT12

a numeric vector

ACOT13

a numeric vector

ACOT2

a numeric vector

ACOT4

a numeric vector

ACOT6

a numeric vector

ACOT7

a numeric vector

ACOT8

a numeric vector

ACOT9

a numeric vector

ACOX1

a numeric vector

ACOX2

a numeric vector

ACOX3

a numeric vector

ACOXL

a numeric vector

ACP1

a numeric vector

ACP2

a numeric vector

ACP3

a numeric vector

ACP4

a numeric vector

ACP5

a numeric vector

ACP6

a numeric vector

ACP7

a numeric vector

ACR

a numeric vector

ACRBP

a numeric vector

ACRV1

a numeric vector

ACSBG1

a numeric vector

ACSBG2

a numeric vector

ACSF2

a numeric vector

ACSF3

a numeric vector

ACSL1

a numeric vector

ACSL3

a numeric vector

ACSL4

a numeric vector

ACSL5

a numeric vector

ACSL6

a numeric vector

ACSM1

a numeric vector

ACSM2A

a numeric vector

ACSM2B

a numeric vector

ACSM3

a numeric vector

ACSM4

a numeric vector

ACSM5

a numeric vector

ACSM6

a numeric vector

ACSS1

a numeric vector

ACSS2

a numeric vector

ACSS3

a numeric vector

ACTA1

a numeric vector

ACTA2

a numeric vector

ACTB

a numeric vector

ACTBL2

a numeric vector

ACTC1

a numeric vector

ACTG1

a numeric vector

ACTG2

a numeric vector

ACTL10

a numeric vector

ACTL6A

a numeric vector

ACTL6B

a numeric vector

ACTL7A

a numeric vector

ACTL7B

a numeric vector

ACTL8

a numeric vector

ACTL9

a numeric vector

ACTN1

a numeric vector

ACTN2

a numeric vector

ACTN3

a numeric vector

ACTN4

a numeric vector

ACTR10

a numeric vector

ACTR1A

a numeric vector

ACTR1B

a numeric vector

ACTR2

a numeric vector

ACTR3

a numeric vector

ACTR3B

a numeric vector

ACTR3C

a numeric vector

ACTR5

a numeric vector

ACTR6

a numeric vector

ACTR8

a numeric vector

ACTRT1

a numeric vector

ACTRT2

a numeric vector

ACTRT3

a numeric vector

ACVR1

a numeric vector

ACVR1B

a numeric vector

ACVR1C

a numeric vector

ACVR2A

a numeric vector

ACVR2B

a numeric vector

ACVRL1

a numeric vector

ACY1

a numeric vector

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AP3S1

a numeric vector

AP3S2

a numeric vector

AP4B1

a numeric vector

AP4E1

a numeric vector

AP4M1

a numeric vector

AP4S1

a numeric vector

AP5B1

a numeric vector

AP5M1

a numeric vector

AP5S1

a numeric vector

AP5Z1

a numeric vector

APAF1

a numeric vector

APBA1

a numeric vector

APBA2

a numeric vector

APBA3

a numeric vector

APBB1

a numeric vector

APBB1IP

a numeric vector

APBB2

a numeric vector

APBB3

a numeric vector

APC

a numeric vector

APC2

a numeric vector

APCDD1

a numeric vector

APCDD1L

a numeric vector

APCS

a numeric vector

APEH

a numeric vector

APELA

a numeric vector

APEX1

a numeric vector

APEX2

a numeric vector

APH1A

a numeric vector

APH1B

a numeric vector

API5

a numeric vector

APIP

a numeric vector

APLF

a numeric vector

APLN

a numeric vector

APLNR

a numeric vector

APLP1

a numeric vector

APLP2

a numeric vector

APMAP

a numeric vector

APOA1

a numeric vector

APOA2

a numeric vector

APOA4

a numeric vector

APOA5

a numeric vector

APOB

a numeric vector

APOBEC1

a numeric vector

APOBEC2

a numeric vector

APOBEC3A

a numeric vector

APOBEC3B

a numeric vector

APOBEC3C

a numeric vector

APOBEC3D

a numeric vector

APOBEC3F

a numeric vector

APOBEC3G

a numeric vector

APOBEC3H

a numeric vector

APOBEC4

a numeric vector

APOBR

a numeric vector

APOC1

a numeric vector

APOC2

a numeric vector

APOC3

a numeric vector

APOC4

a numeric vector

APOC4.APOC2

a numeric vector

APOD

a numeric vector

APOE

a numeric vector

APOF

a numeric vector

APOH

a numeric vector

APOL1

a numeric vector

APOL2

a numeric vector

APOL3

a numeric vector

APOL4

a numeric vector

APOL5

a numeric vector

APOL6

a numeric vector

APOLD1

a numeric vector

APOM

a numeric vector

APOO

a numeric vector

APOOL

a numeric vector

APP

a numeric vector

APPBP2

a numeric vector

APPL1

a numeric vector

APPL2

a numeric vector

APRT

a numeric vector

APTX

a numeric vector

AQP1

a numeric vector

AQP10

a numeric vector

AQP11

a numeric vector

AQP12A

a numeric vector

AQP12B

a numeric vector

AQP2

a numeric vector

AQP3

a numeric vector

AQP4

a numeric vector

AQP5

a numeric vector

AQP6

a numeric vector

AQP7

a numeric vector

AQP8

a numeric vector

AQP9

a numeric vector

AQR

a numeric vector

AR

a numeric vector

ARAF

a numeric vector

ARAP1

a numeric vector

ARAP2

a numeric vector

ARAP3

a numeric vector

ARC

a numeric vector

ARCN1

a numeric vector

AREG

a numeric vector

AREL1

a numeric vector

ARF1

a numeric vector

ARF3

a numeric vector

ARF4

a numeric vector

ARF5

a numeric vector

ARF6

a numeric vector

ARFGAP1

a numeric vector

ARFGAP2

a numeric vector

ARFGAP3

a numeric vector

ARFGEF1

a numeric vector

ARFGEF2

a numeric vector

ARFGEF3

a numeric vector

ARFIP1

a numeric vector

ARFIP2

a numeric vector

ARFRP1

a numeric vector

ARG1

a numeric vector

ARG2

a numeric vector

ARGFX

a numeric vector

ARGLU1

a numeric vector

ARHGAP1

a numeric vector

ARHGAP10

a numeric vector

ARHGAP11A

a numeric vector

ARHGAP11B

a numeric vector

ARHGAP12

a numeric vector

ARHGAP15

a numeric vector

ARHGAP17

a numeric vector

ARHGAP18

a numeric vector

ARHGAP19

a numeric vector

ARHGAP19.SLIT1

a numeric vector

ARHGAP20

a numeric vector

ARHGAP21

a numeric vector

ARHGAP22

a numeric vector

ARHGAP23

a numeric vector

ARHGAP24

a numeric vector

ARHGAP25

a numeric vector

ARHGAP26

a numeric vector

ARHGAP27

a numeric vector

ARHGAP28

a numeric vector

ARHGAP29

a numeric vector

ARHGAP30

a numeric vector

ARHGAP31

a numeric vector

ARHGAP32

a numeric vector

ARHGAP33

a numeric vector

ARHGAP35

a numeric vector

ARHGAP36

a numeric vector

ARHGAP39

a numeric vector

ARHGAP4

a numeric vector

ARHGAP40

a numeric vector

ARHGAP42

a numeric vector

ARHGAP44

a numeric vector

ARHGAP45

a numeric vector

ARHGAP5

a numeric vector

ARHGAP6

a numeric vector

ARHGAP8

a numeric vector

ARHGAP9

a numeric vector

ARHGDIA

a numeric vector

ARHGDIB

a numeric vector

ARHGDIG

a numeric vector

ARHGEF1

a numeric vector

ARHGEF10

a numeric vector

ARHGEF10L

a numeric vector

ARHGEF11

a numeric vector

ARHGEF12

a numeric vector

ARHGEF15

a numeric vector

ARHGEF16

a numeric vector

ARHGEF17

a numeric vector

ARHGEF18

a numeric vector

ARHGEF19

a numeric vector

ARHGEF2

a numeric vector

ARHGEF25

a numeric vector

ARHGEF26

a numeric vector

ARHGEF28

a numeric vector

ARHGEF3

a numeric vector

ARHGEF33

a numeric vector

ARHGEF35

a numeric vector

ARHGEF37

a numeric vector

ARHGEF38

a numeric vector

ARHGEF39

a numeric vector

ARHGEF4

a numeric vector

ARHGEF40

a numeric vector

ARHGEF5

a numeric vector

ARHGEF6

a numeric vector

ARHGEF7

a numeric vector

ARHGEF9

a numeric vector

ARID1A

a numeric vector

ARID1B

a numeric vector

ARID2

a numeric vector

ARID3A

a numeric vector

ARID3B

a numeric vector

ARID3BP1

a numeric vector

ARID3C

a numeric vector

ARID4A

a numeric vector

ARID4B

a numeric vector

ARID5A

a numeric vector

ARID5B

a numeric vector

ARIH1

a numeric vector

ARIH2

a numeric vector

ARL1

a numeric vector

ARL10

a numeric vector

ARL11

a numeric vector

ARL13A

a numeric vector

ARL13B

a numeric vector

ARL14

a numeric vector

ARL14EP

a numeric vector

ARL14EPL

a numeric vector

ARL15

a numeric vector

ARL16

a numeric vector

ARL17A

a numeric vector

ARL17B

a numeric vector

ARL2

a numeric vector

ARL2.SNX15

a numeric vector

ARL2BP

a numeric vector

ARL3

a numeric vector

ARL4A

a numeric vector

ARL4C

a numeric vector

ARL4D

a numeric vector

ARL5A

a numeric vector

ARL5B

a numeric vector

ARL5C

a numeric vector

ARL6

a numeric vector

ARL6IP1

a numeric vector

ARL6IP4

a numeric vector

ARL6IP5

a numeric vector

ARL6IP6

a numeric vector

ARL8A

a numeric vector

ARL8B

a numeric vector

ARL9

a numeric vector

ARMC1

a numeric vector

ARMC10

a numeric vector

ARMC12

a numeric vector

ARMC2

a numeric vector

ARMC3

a numeric vector

ARMC4

a numeric vector

ARMC5

a numeric vector

ARMC6

a numeric vector

ARMC7

a numeric vector

ARMC8

a numeric vector

ARMC9

a numeric vector

ARMCX1

a numeric vector

ARMCX2

a numeric vector

ARMCX3

a numeric vector

ARMCX4

a numeric vector

ARMCX5

a numeric vector

ARMCX5.GPRASP2

a numeric vector

ARMCX6

a numeric vector

ARMH1

a numeric vector

ARMH2

a numeric vector

ARMH3

a numeric vector

ARMH4

a numeric vector

ARMS2

a numeric vector

ARMT1

a numeric vector

ARNT

a numeric vector

ARNT2

a numeric vector

ARNTL

a numeric vector

ARNTL2

a numeric vector

ARPC1A

a numeric vector

ARPC1B

a numeric vector

ARPC2

a numeric vector

ARPC3

a numeric vector

ARPC4

a numeric vector

ARPC4.TTLL3

a numeric vector

ARPC5

a numeric vector

ARPC5L

a numeric vector

ARPIN

a numeric vector

ARPIN.AP3S2

a numeric vector

ARPP19

a numeric vector

ARPP21

a numeric vector

ARR3

a numeric vector

ARRB1

a numeric vector

ARRB2

a numeric vector

ARRDC1

a numeric vector

ARRDC2

a numeric vector

ARRDC3

a numeric vector

ARRDC4

a numeric vector

ARRDC5

a numeric vector

ARSA

a numeric vector

ARSB

a numeric vector

ARSD

a numeric vector

ARSF

a numeric vector

ARSG

a numeric vector

ARSH

a numeric vector

ARSI

a numeric vector

ARSJ

a numeric vector

ARSK

a numeric vector

ARSL

a numeric vector

ART1

a numeric vector

ART3

a numeric vector

ART4

a numeric vector

ART5

a numeric vector

ARTN

a numeric vector

ARV1

a numeric vector

ARVCF

a numeric vector

ARX

a numeric vector

AS3MT

a numeric vector

ASAH1

a numeric vector

ASAH2

a numeric vector

ASAH2B

a numeric vector

ASAP1

a numeric vector

ASAP2

a numeric vector

ASAP3

a numeric vector

ASB1

a numeric vector

ASB10

a numeric vector

ASB11

a numeric vector

ASB12

a numeric vector

ASB13

a numeric vector

ASB14

a numeric vector

ASB15

a numeric vector

ASB16

a numeric vector

ASB17

a numeric vector

ASB18

a numeric vector

ASB2

a numeric vector

ASB3

a numeric vector

ASB4

a numeric vector

ASB5

a numeric vector

ASB6

a numeric vector

ASB7

a numeric vector

ASB8

a numeric vector

ASB9

a numeric vector

ASCC1

a numeric vector

ASCC2

a numeric vector

ASCC3

a numeric vector

ASCL1

a numeric vector

ASCL2

a numeric vector

ASCL3

a numeric vector

ASCL4

a numeric vector

ASCL5

a numeric vector

ASDURF

a numeric vector

ASF1A

a numeric vector

ASF1B

a numeric vector

ASGR1

a numeric vector

ASGR2

a numeric vector

ASH1L

a numeric vector

ASH2L

a numeric vector

ASIC1

a numeric vector

ASIC2

a numeric vector

ASIC3

a numeric vector

ASIC4

a numeric vector

ASIC5

a numeric vector

ASIP

a numeric vector

ASL

a numeric vector

ASMT

a numeric vector

ASMTL

a numeric vector

ASNS

a numeric vector

ASNSD1

a numeric vector

ASPA

a numeric vector

ASPDH

a numeric vector

ASPG

a numeric vector

ASPH

a numeric vector

ASPHD1

a numeric vector

ASPHD2

a numeric vector

ASPM

a numeric vector

ASPN

a numeric vector

ASPRV1

a numeric vector

ASPSCR1

a numeric vector

ASRGL1

a numeric vector

ASS1

a numeric vector

ASTE1

a numeric vector

ASTL

a numeric vector

ASTN1

a numeric vector

ASTN2

a numeric vector

ASXL1

a numeric vector

ASXL2

a numeric vector

ASXL3

a numeric vector

ASZ1

a numeric vector

ATAD1

a numeric vector

ATAD2

a numeric vector

ATAD2B

a numeric vector

ATAD3A

a numeric vector

ATAD3B

a numeric vector

ATAD3C

a numeric vector

ATAD5

a numeric vector

ATAT1

a numeric vector

ATCAY

a numeric vector

ATE1

a numeric vector

ATF1

a numeric vector

ATF2

a numeric vector

ATF3

a numeric vector

ATF4

a numeric vector

ATF5

a numeric vector

ATF6

a numeric vector

ATF6B

a numeric vector

ATF7

a numeric vector

ATF7.NPFF

a numeric vector

ATF7IP

a numeric vector

ATF7IP2

a numeric vector

ATG10

a numeric vector

ATG101

a numeric vector

ATG12

a numeric vector

ATG13

a numeric vector

ATG14

a numeric vector

ATG16L1

a numeric vector

ATG16L2

a numeric vector

ATG2A

a numeric vector

ATG2B

a numeric vector

ATG3

a numeric vector

ATG4A

a numeric vector

ATG4B

a numeric vector

ATG4C

a numeric vector

ATG4D

a numeric vector

ATG5

a numeric vector

ATG7

a numeric vector

ATG9A

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATL1

a numeric vector

ATL2

a numeric vector

ATL3

a numeric vector

ATM

a numeric vector

ATMIN

a numeric vector

ATN1

a numeric vector

ATOH1

a numeric vector

ATOH7

a numeric vector

ATOH8

a numeric vector

ATOX1

a numeric vector

ATP10A

a numeric vector

ATP10B

a numeric vector

ATP10D

a numeric vector

ATP11A

a numeric vector

ATP11B

a numeric vector

ATP11C

a numeric vector

ATP12A

a numeric vector

ATP13A1

a numeric vector

ATP13A2

a numeric vector

ATP13A3

a numeric vector

ATP13A4

a numeric vector

ATP13A5

a numeric vector

ATP1A1

a numeric vector

ATP1A2

a numeric vector

ATP1A3

a numeric vector

ATP1A4

a numeric vector

ATP1B1

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP1B4

a numeric vector

ATP23

a numeric vector

ATP2A1

a numeric vector

ATP2A2

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP2B2

a numeric vector

ATP2B3

a numeric vector

ATP2B4

a numeric vector

ATP2C1

a numeric vector

ATP2C2

a numeric vector

ATP4A

a numeric vector

ATP4B

a numeric vector

ATP5F1A

a numeric vector

ATP5F1B

a numeric vector

ATP5F1C

a numeric vector

ATP5F1D

a numeric vector

ATP5F1E

a numeric vector

ATP5IF1

a numeric vector

ATP5MC1

a numeric vector

ATP5MC2

a numeric vector

ATP5MC3

a numeric vector

ATP5MD

a numeric vector

ATP5ME

a numeric vector

ATP5MF

a numeric vector

ATP5MF.PTCD1

a numeric vector

ATP5MG

a numeric vector

ATP5MGL

a numeric vector

ATP5MPL

a numeric vector

ATP5PB

a numeric vector

ATP5PD

a numeric vector

ATP5PF

a numeric vector

ATP5PO

a numeric vector

ATP6AP1

a numeric vector

ATP6AP1L

a numeric vector

ATP6AP2

a numeric vector

ATP6V0A1

a numeric vector

ATP6V0A2

a numeric vector

ATP6V0A4

a numeric vector

ATP6V0B

a numeric vector

ATP6V0C

a numeric vector

ATP6V0D1

a numeric vector

ATP6V0D2

a numeric vector

ATP6V0E1

a numeric vector

ATP6V0E2

a numeric vector

ATP6V1A

a numeric vector

ATP6V1B1

a numeric vector

ATP6V1B2

a numeric vector

ATP6V1C1

a numeric vector

ATP6V1C2

a numeric vector

ATP6V1D

a numeric vector

ATP6V1E1

a numeric vector

ATP6V1E2

a numeric vector

ATP6V1F

a numeric vector

ATP6V1FNB

a numeric vector

ATP6V1G1

a numeric vector

ATP6V1G2

a numeric vector

ATP6V1G2.DDX39B

a numeric vector

ATP6V1G3

a numeric vector

ATP6V1H

a numeric vector

ATP7A

a numeric vector

ATP7B

a numeric vector

ATP8A1

a numeric vector

ATP8A2

a numeric vector

ATP8B1

a numeric vector

ATP8B2

a numeric vector

ATP8B3

a numeric vector

ATP8B4

a numeric vector

ATP9A

a numeric vector

ATP9B

a numeric vector

ATPAF1

a numeric vector

ATPAF2

a numeric vector

ATPSCKMT

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATRN

a numeric vector

ATRNL1

a numeric vector

ATRX

a numeric vector

ATXN1

a numeric vector

ATXN10

a numeric vector

ATXN1L

a numeric vector

ATXN2

a numeric vector

ATXN2L

a numeric vector

ATXN3

a numeric vector

ATXN3L

a numeric vector

ATXN7

a numeric vector

ATXN7L1

a numeric vector

ATXN7L2

a numeric vector

ATXN7L3

a numeric vector

ATXN7L3B

a numeric vector

AUH

a numeric vector

AUNIP

a numeric vector

AUP1

a numeric vector

AURKA

a numeric vector

AURKAIP1

a numeric vector

AURKB

a numeric vector

AURKC

a numeric vector

AUTS2

a numeric vector

AVEN

a numeric vector

AVIL

a numeric vector

AVL9

a numeric vector

AVP

a numeric vector

AVPI1

a numeric vector

AVPR1A

a numeric vector

AVPR1B

a numeric vector

AVPR2

a numeric vector

AWAT1

a numeric vector

AWAT2

a numeric vector

AXDND1

a numeric vector

AXIN1

a numeric vector

AXIN2

a numeric vector

AXL

a numeric vector

AZGP1

a numeric vector

AZI2

a numeric vector

AZIN1

a numeric vector

AZIN2

a numeric vector

AZU1

a numeric vector

B2M

a numeric vector

B3GALNT1

a numeric vector

B3GALNT2

a numeric vector

B3GALT1

a numeric vector

B3GALT2

a numeric vector

B3GALT4

a numeric vector

B3GALT5

a numeric vector

B3GALT6

a numeric vector

B3GAT1

a numeric vector

B3GAT2

a numeric vector

B3GAT3

a numeric vector

B3GLCT

a numeric vector

B3GNT10

a numeric vector

B3GNT2

a numeric vector

B3GNT3

a numeric vector

B3GNT4

a numeric vector

B3GNT5

a numeric vector

B3GNT6

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B3GNT9

a numeric vector

B3GNTL1

a numeric vector

B4GALNT1

a numeric vector

B4GALNT2

a numeric vector

B4GALNT3

a numeric vector

B4GALNT4

a numeric vector

B4GALT1

a numeric vector

B4GALT2

a numeric vector

B4GALT3

a numeric vector

B4GALT4

a numeric vector

B4GALT5

a numeric vector

B4GALT6

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

B9D1

a numeric vector

B9D2

a numeric vector

BAALC

a numeric vector

BAAT

a numeric vector

BABAM1

a numeric vector

BABAM2

a numeric vector

BACE1

a numeric vector

BACE2

a numeric vector

BACH1

a numeric vector

BACH2

a numeric vector

BAD

a numeric vector

BAG1

a numeric vector

BAG2

a numeric vector

BAG3

a numeric vector

BAG4

a numeric vector

BAG5

a numeric vector

BAG6

a numeric vector

BAHCC1

a numeric vector

BAHD1

a numeric vector

BAIAP2

a numeric vector

BAIAP2L1

a numeric vector

BAIAP2L2

a numeric vector

BAIAP3

a numeric vector

BAK1

a numeric vector

BAMBI

a numeric vector

BANF1

a numeric vector

BANF2

a numeric vector

BANK1

a numeric vector

BANP

a numeric vector

BAP1

a numeric vector

BARD1

a numeric vector

BARHL1

a numeric vector

BARHL2

a numeric vector

BARX1

a numeric vector

BARX2

a numeric vector

BASP1

a numeric vector

BATF

a numeric vector

BATF2

a numeric vector

BATF3

a numeric vector

BAX

a numeric vector

BAZ1A

a numeric vector

BAZ1B

a numeric vector

BAZ2A

a numeric vector

Details

This is train FPKM.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(train_FPKM)
## maybe str(train_FPKM)

Train Norm data

Description

This is Train Norm data.

Usage

data("Train_Norm_data")

Format

A data frame with 158 observations on the following 2025 variables.

Age

a numeric vector

subtype

a character vector

gender

a character vector

race

a character vector

ajcc_pathologic_tumor_stage

a logical vector

histological_type

a character vector

histological_grade

a character vector

treatment_outcome_first_course

a character vector

radiation_treatment_adjuvant

a character vector

sample_type

a character vector

type

a character vector

OS

a numeric vector

OS.time

a numeric vector

DSS

a numeric vector

DSS.time

a numeric vector

DFI

a numeric vector

DFI.time

a numeric vector

PFI

a numeric vector

PFI.time

a numeric vector

OS_month

a numeric vector

A1BG

a numeric vector

A1CF

a numeric vector

A2M

a numeric vector

A2ML1

a numeric vector

A3GALT2

a numeric vector

A4GALT

a numeric vector

A4GNT

a numeric vector

AAAS

a numeric vector

AACS

a numeric vector

AADAC

a numeric vector

AADACL2

a numeric vector

AADACL3

a numeric vector

AADACL4

a numeric vector

AADAT

a numeric vector

AAGAB

a numeric vector

AAK1

a numeric vector

AAMDC

a numeric vector

AAMP

a numeric vector

AANAT

a numeric vector

AAR2

a numeric vector

AARD

a numeric vector

AARS1

a numeric vector

AARS2

a numeric vector

AARSD1

a numeric vector

AASDH

a numeric vector

AASDHPPT

a numeric vector

AASS

a numeric vector

AATF

a numeric vector

AATK

a numeric vector

ABAT

a numeric vector

ABCA1

a numeric vector

ABCA10

a numeric vector

ABCA12

a numeric vector

ABCA13

a numeric vector

ABCA2

a numeric vector

ABCA3

a numeric vector

ABCA4

a numeric vector

ABCA5

a numeric vector

ABCA6

a numeric vector

ABCA7

a numeric vector

ABCA8

a numeric vector

ABCA9

a numeric vector

ABCB1

a numeric vector

ABCB10

a numeric vector

ABCB11

a numeric vector

ABCB4

a numeric vector

ABCB5

a numeric vector

ABCB6

a numeric vector

ABCB7

a numeric vector

ABCB8

a numeric vector

ABCB9

a numeric vector

ABCC1

a numeric vector

ABCC10

a numeric vector

ABCC11

a numeric vector

ABCC12

a numeric vector

ABCC2

a numeric vector

ABCC3

a numeric vector

ABCC4

a numeric vector

ABCC5

a numeric vector

ABCC6

a numeric vector

ABCC8

a numeric vector

ABCC9

a numeric vector

ABCD1

a numeric vector

ABCD2

a numeric vector

ABCD3

a numeric vector

ABCD4

a numeric vector

ABCE1

a numeric vector

ABCF1

a numeric vector

ABCF2

a numeric vector

ABCF2.H2BE1

a numeric vector

ABCF3

a numeric vector

ABCG1

a numeric vector

ABCG2

a numeric vector

ABCG4

a numeric vector

ABCG5

a numeric vector

ABCG8

a numeric vector

ABHD1

a numeric vector

ABHD10

a numeric vector

ABHD11

a numeric vector

ABHD12

a numeric vector

ABHD12B

a numeric vector

ABHD13

a numeric vector

ABHD14A

a numeric vector

ABHD14A.ACY1

a numeric vector

ABHD14B

a numeric vector

ABHD15

a numeric vector

ABHD16A

a numeric vector

ABHD16B

a numeric vector

ABHD17A

a numeric vector

ABHD17B

a numeric vector

ABHD17C

a numeric vector

ABHD18

a numeric vector

ABHD2

a numeric vector

ABHD3

a numeric vector

ABHD4

a numeric vector

ABHD5

a numeric vector

ABHD6

a numeric vector

ABHD8

a numeric vector

ABI1

a numeric vector

ABI2

a numeric vector

ABI3

a numeric vector

ABI3BP

a numeric vector

ABITRAM

a numeric vector

ABL1

a numeric vector

ABL2

a numeric vector

ABLIM1

a numeric vector

ABLIM2

a numeric vector

ABLIM3

a numeric vector

ABO

a numeric vector

ABR

a numeric vector

ABRA

a numeric vector

ABRACL

a numeric vector

ABRAXAS1

a numeric vector

ABRAXAS2

a numeric vector

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ARL11

a numeric vector

ARL13A

a numeric vector

ARL13B

a numeric vector

ARL14

a numeric vector

ARL14EP

a numeric vector

ARL14EPL

a numeric vector

ARL15

a numeric vector

ARL16

a numeric vector

ARL17A

a numeric vector

ARL17B

a numeric vector

ARL2

a numeric vector

ARL2.SNX15

a numeric vector

ARL2BP

a numeric vector

ARL3

a numeric vector

ARL4A

a numeric vector

ARL4C

a numeric vector

ARL4D

a numeric vector

ARL5A

a numeric vector

ARL5B

a numeric vector

ARL5C

a numeric vector

ARL6

a numeric vector

ARL6IP1

a numeric vector

ARL6IP4

a numeric vector

ARL6IP5

a numeric vector

ARL6IP6

a numeric vector

ARL8A

a numeric vector

ARL8B

a numeric vector

ARL9

a numeric vector

ARMC1

a numeric vector

ARMC10

a numeric vector

ARMC12

a numeric vector

ARMC2

a numeric vector

ARMC3

a numeric vector

ARMC4

a numeric vector

ARMC5

a numeric vector

ARMC6

a numeric vector

ARMC7

a numeric vector

ARMC8

a numeric vector

ARMC9

a numeric vector

ARMCX1

a numeric vector

ARMCX2

a numeric vector

ARMCX3

a numeric vector

ARMCX4

a numeric vector

ARMCX5

a numeric vector

ARMCX5.GPRASP2

a numeric vector

ARMCX6

a numeric vector

ARMH1

a numeric vector

ARMH2

a numeric vector

ARMH3

a numeric vector

ARMH4

a numeric vector

ARMS2

a numeric vector

ARMT1

a numeric vector

ARNT

a numeric vector

ARNT2

a numeric vector

ARNTL

a numeric vector

ARNTL2

a numeric vector

ARPC1A

a numeric vector

ARPC1B

a numeric vector

ARPC2

a numeric vector

ARPC3

a numeric vector

ARPC4

a numeric vector

ARPC4.TTLL3

a numeric vector

ARPC5

a numeric vector

ARPC5L

a numeric vector

ARPIN

a numeric vector

ARPIN.AP3S2

a numeric vector

ARPP19

a numeric vector

ARPP21

a numeric vector

ARR3

a numeric vector

ARRB1

a numeric vector

ARRB2

a numeric vector

ARRDC1

a numeric vector

ARRDC2

a numeric vector

ARRDC3

a numeric vector

ARRDC4

a numeric vector

ARRDC5

a numeric vector

ARSA

a numeric vector

ARSB

a numeric vector

ARSD

a numeric vector

ARSF

a numeric vector

ARSG

a numeric vector

ARSH

a numeric vector

ARSI

a numeric vector

ARSJ

a numeric vector

ARSK

a numeric vector

ARSL

a numeric vector

ART1

a numeric vector

ART3

a numeric vector

ART4

a numeric vector

ART5

a numeric vector

ARTN

a numeric vector

ARV1

a numeric vector

ARVCF

a numeric vector

ARX

a numeric vector

AS3MT

a numeric vector

ASAH1

a numeric vector

ASAH2

a numeric vector

ASAH2B

a numeric vector

ASAP1

a numeric vector

ASAP2

a numeric vector

ASAP3

a numeric vector

ASB1

a numeric vector

ASB10

a numeric vector

ASB11

a numeric vector

ASB12

a numeric vector

ASB13

a numeric vector

ASB14

a numeric vector

ASB15

a numeric vector

ASB16

a numeric vector

ASB17

a numeric vector

ASB18

a numeric vector

ASB2

a numeric vector

ASB3

a numeric vector

ASB4

a numeric vector

ASB5

a numeric vector

ASB6

a numeric vector

ASB7

a numeric vector

ASB8

a numeric vector

ASB9

a numeric vector

ASCC1

a numeric vector

ASCC2

a numeric vector

ASCC3

a numeric vector

ASCL1

a numeric vector

ASCL2

a numeric vector

ASCL3

a numeric vector

ASCL4

a numeric vector

ASCL5

a numeric vector

ASDURF

a numeric vector

ASF1A

a numeric vector

ASF1B

a numeric vector

ASGR1

a numeric vector

ASGR2

a numeric vector

ASH1L

a numeric vector

ASH2L

a numeric vector

ASIC1

a numeric vector

ASIC2

a numeric vector

ASIC3

a numeric vector

ASIC4

a numeric vector

ASIC5

a numeric vector

ASIP

a numeric vector

ASL

a numeric vector

ASMT

a numeric vector

ASMTL

a numeric vector

ASNS

a numeric vector

ASNSD1

a numeric vector

ASPA

a numeric vector

ASPDH

a numeric vector

ASPG

a numeric vector

ASPH

a numeric vector

ASPHD1

a numeric vector

ASPHD2

a numeric vector

ASPM

a numeric vector

ASPN

a numeric vector

ASPRV1

a numeric vector

ASPSCR1

a numeric vector

ASRGL1

a numeric vector

ASS1

a numeric vector

ASTE1

a numeric vector

ASTL

a numeric vector

ASTN1

a numeric vector

ASTN2

a numeric vector

ASXL1

a numeric vector

ASXL2

a numeric vector

ASXL3

a numeric vector

ASZ1

a numeric vector

ATAD1

a numeric vector

ATAD2

a numeric vector

ATAD2B

a numeric vector

ATAD3A

a numeric vector

ATAD3B

a numeric vector

ATAD3C

a numeric vector

ATAD5

a numeric vector

ATAT1

a numeric vector

ATCAY

a numeric vector

ATE1

a numeric vector

ATF1

a numeric vector

ATF2

a numeric vector

ATF3

a numeric vector

ATF4

a numeric vector

ATF5

a numeric vector

ATF6

a numeric vector

ATF6B

a numeric vector

ATF7

a numeric vector

ATF7.NPFF

a numeric vector

ATF7IP

a numeric vector

ATF7IP2

a numeric vector

ATG10

a numeric vector

ATG101

a numeric vector

ATG12

a numeric vector

ATG13

a numeric vector

ATG14

a numeric vector

ATG16L1

a numeric vector

ATG16L2

a numeric vector

ATG2A

a numeric vector

ATG2B

a numeric vector

ATG3

a numeric vector

ATG4A

a numeric vector

ATG4B

a numeric vector

ATG4C

a numeric vector

ATG4D

a numeric vector

ATG5

a numeric vector

ATG7

a numeric vector

ATG9A

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATL1

a numeric vector

ATL2

a numeric vector

ATL3

a numeric vector

ATM

a numeric vector

ATMIN

a numeric vector

ATN1

a numeric vector

ATOH1

a numeric vector

ATOH7

a numeric vector

ATOH8

a numeric vector

ATOX1

a numeric vector

ATP10A

a numeric vector

ATP10B

a numeric vector

ATP10D

a numeric vector

ATP11A

a numeric vector

ATP11B

a numeric vector

ATP11C

a numeric vector

ATP12A

a numeric vector

ATP13A1

a numeric vector

ATP13A2

a numeric vector

ATP13A3

a numeric vector

ATP13A4

a numeric vector

ATP13A5

a numeric vector

ATP1A1

a numeric vector

ATP1A2

a numeric vector

ATP1A3

a numeric vector

ATP1A4

a numeric vector

ATP1B1

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP1B4

a numeric vector

ATP23

a numeric vector

ATP2A1

a numeric vector

ATP2A2

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP2B2

a numeric vector

ATP2B3

a numeric vector

ATP2B4

a numeric vector

ATP2C1

a numeric vector

ATP2C2

a numeric vector

ATP4A

a numeric vector

ATP4B

a numeric vector

ATP5F1A

a numeric vector

ATP5F1B

a numeric vector

ATP5F1C

a numeric vector

ATP5F1D

a numeric vector

ATP5F1E

a numeric vector

ATP5IF1

a numeric vector

ATP5MC1

a numeric vector

ATP5MC2

a numeric vector

ATP5MC3

a numeric vector

ATP5MD

a numeric vector

ATP5ME

a numeric vector

ATP5MF

a numeric vector

ATP5MF.PTCD1

a numeric vector

ATP5MG

a numeric vector

ATP5MGL

a numeric vector

ATP5MPL

a numeric vector

ATP5PB

a numeric vector

ATP5PD

a numeric vector

ATP5PF

a numeric vector

ATP5PO

a numeric vector

ATP6AP1

a numeric vector

ATP6AP1L

a numeric vector

ATP6AP2

a numeric vector

ATP6V0A1

a numeric vector

ATP6V0A2

a numeric vector

ATP6V0A4

a numeric vector

ATP6V0B

a numeric vector

ATP6V0C

a numeric vector

ATP6V0D1

a numeric vector

ATP6V0D2

a numeric vector

ATP6V0E1

a numeric vector

ATP6V0E2

a numeric vector

ATP6V1A

a numeric vector

ATP6V1B1

a numeric vector

ATP6V1B2

a numeric vector

ATP6V1C1

a numeric vector

ATP6V1C2

a numeric vector

ATP6V1D

a numeric vector

ATP6V1E1

a numeric vector

ATP6V1E2

a numeric vector

ATP6V1F

a numeric vector

ATP6V1FNB

a numeric vector

ATP6V1G1

a numeric vector

ATP6V1G2

a numeric vector

ATP6V1G2.DDX39B

a numeric vector

ATP6V1G3

a numeric vector

ATP6V1H

a numeric vector

ATP7A

a numeric vector

ATP7B

a numeric vector

ATP8A1

a numeric vector

ATP8A2

a numeric vector

ATP8B1

a numeric vector

ATP8B2

a numeric vector

ATP8B3

a numeric vector

ATP8B4

a numeric vector

ATP9A

a numeric vector

ATP9B

a numeric vector

ATPAF1

a numeric vector

ATPAF2

a numeric vector

ATPSCKMT

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATRN

a numeric vector

ATRNL1

a numeric vector

ATRX

a numeric vector

ATXN1

a numeric vector

ATXN10

a numeric vector

ATXN1L

a numeric vector

ATXN2

a numeric vector

ATXN2L

a numeric vector

ATXN3

a numeric vector

ATXN3L

a numeric vector

ATXN7

a numeric vector

ATXN7L1

a numeric vector

ATXN7L2

a numeric vector

ATXN7L3

a numeric vector

ATXN7L3B

a numeric vector

AUH

a numeric vector

AUNIP

a numeric vector

AUP1

a numeric vector

AURKA

a numeric vector

AURKAIP1

a numeric vector

AURKB

a numeric vector

AURKC

a numeric vector

AUTS2

a numeric vector

AVEN

a numeric vector

AVIL

a numeric vector

AVL9

a numeric vector

AVP

a numeric vector

AVPI1

a numeric vector

AVPR1A

a numeric vector

AVPR1B

a numeric vector

AVPR2

a numeric vector

AWAT1

a numeric vector

AWAT2

a numeric vector

AXDND1

a numeric vector

AXIN1

a numeric vector

AXIN2

a numeric vector

AXL

a numeric vector

AZGP1

a numeric vector

AZI2

a numeric vector

AZIN1

a numeric vector

AZIN2

a numeric vector

AZU1

a numeric vector

B2M

a numeric vector

B3GALNT1

a numeric vector

B3GALNT2

a numeric vector

B3GALT1

a numeric vector

B3GALT2

a numeric vector

B3GALT4

a numeric vector

B3GALT5

a numeric vector

B3GALT6

a numeric vector

B3GAT1

a numeric vector

B3GAT2

a numeric vector

B3GAT3

a numeric vector

B3GLCT

a numeric vector

B3GNT10

a numeric vector

B3GNT2

a numeric vector

B3GNT3

a numeric vector

B3GNT4

a numeric vector

B3GNT5

a numeric vector

B3GNT6

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B3GNT9

a numeric vector

B3GNTL1

a numeric vector

B4GALNT1

a numeric vector

B4GALNT2

a numeric vector

B4GALNT3

a numeric vector

B4GALNT4

a numeric vector

B4GALT1

a numeric vector

B4GALT2

a numeric vector

B4GALT3

a numeric vector

B4GALT4

a numeric vector

B4GALT5

a numeric vector

B4GALT6

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

B9D1

a numeric vector

B9D2

a numeric vector

BAALC

a numeric vector

BAAT

a numeric vector

BABAM1

a numeric vector

BABAM2

a numeric vector

BACE1

a numeric vector

BACE2

a numeric vector

BACH1

a numeric vector

BACH2

a numeric vector

BAD

a numeric vector

BAG1

a numeric vector

BAG2

a numeric vector

BAG3

a numeric vector

BAG4

a numeric vector

BAG5

a numeric vector

BAG6

a numeric vector

BAHCC1

a numeric vector

BAHD1

a numeric vector

BAIAP2

a numeric vector

BAIAP2L1

a numeric vector

BAIAP2L2

a numeric vector

BAIAP3

a numeric vector

BAK1

a numeric vector

BAMBI

a numeric vector

BANF1

a numeric vector

BANF2

a numeric vector

BANK1

a numeric vector

BANP

a numeric vector

BAP1

a numeric vector

BARD1

a numeric vector

BARHL1

a numeric vector

BARHL2

a numeric vector

BARX1

a numeric vector

BARX2

a numeric vector

BASP1

a numeric vector

BATF

a numeric vector

BATF2

a numeric vector

BATF3

a numeric vector

BAX

a numeric vector

BAZ1A

a numeric vector

BAZ1B

a numeric vector

BAZ2A

a numeric vector

Details

This is Train Norm data.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Train_Norm_data)
## maybe str(Train_Norm_data)
## plot(Train_Norm_data)

Train PI data

Description

This is Train PI data.

Usage

data("Train_PI_data")

Format

A data frame with 158 observations on the following 57 variables.

OS

a numeric vector

OS_month

a numeric vector

AADACL4

a numeric vector

ABCA12

a numeric vector

ABCC3

a numeric vector

ABI1

a numeric vector

ABRA

a numeric vector

AC006059.2

a numeric vector

AC008676.3

a numeric vector

AC008764.4

a numeric vector

AC010132.3

a numeric vector

AC012651.1

a numeric vector

AC013477.1

a numeric vector

AC109583.1

a numeric vector

AC113348.2

a numeric vector

AC117457.1

a numeric vector

AC131160.1

a numeric vector

AC144573.1

a numeric vector

AC235565.2

a numeric vector

ACO2

a numeric vector

ACTC1

a numeric vector

ACTL9

a numeric vector

ACTRT2

a numeric vector

ADD3

a numeric vector

ADGRL3

a numeric vector

ADH7

a numeric vector

ADPRHL1

a numeric vector

ADRA2A

a numeric vector

ADRA2B

a numeric vector

AFMID

a numeric vector

AKAP12

a numeric vector

AKAP14

a numeric vector

AKAP3

a numeric vector

AL139260.3

a numeric vector

ALG6

a numeric vector

ANGPTL6

a numeric vector

ANKRD20A1

a numeric vector

ANXA6

a numeric vector

ANXA8L1

a numeric vector

AOC2

a numeric vector

APOBEC1

a numeric vector

APOE

a numeric vector

ARHGAP11B

a numeric vector

ARHGAP12

a numeric vector

ARHGEF19

a numeric vector

ARL2.SNX15

a numeric vector

ARL6IP1

a numeric vector

ARPC4.TTLL3

a numeric vector

ASB4

a numeric vector

ASB5

a numeric vector

ASB6

a numeric vector

ASPM

a numeric vector

ATP1A2

a numeric vector

ATP2B4

a numeric vector

AZGP1

a numeric vector

B3GAT2

a numeric vector

PI

a numeric vector

Details

This is Train PI data.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Train_PI_data)
## maybe str(Train_PI_data)
## plot(Train_PI_data)

Train-Test Data Normalization Function

Description

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.

Usage

train_test_normalization_f(train_data, test_data, col_num)

Arguments

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 train_data.

col_num

An integer specifying the starting column index of the gene expression data in the datasets.

Details

The function performs the following steps:

  1. Splits clinical and gene expression data based on col_num.

  2. Applies log2 transformation to the gene expression data.

  3. Performs quantile normalization on the log-transformed data for both training and test datasets.

  4. Combines the clinical data with the normalized gene expression data.

Value

A list containing four data frames:

Train_Clin

A data frame containing the clinical data from the training dataset.

Test_Clin

A data frame containing the clinical data from the test dataset.

Train_Norm_data

A data frame containing the combined clinical and normalized gene expression data for the training set.

Test_Norm_data

A data frame containing the combined clinical and normalized gene expression data for the test set.

Examples

# 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)

Train Uni sig data

Description

This is Train Uni sig data.

Usage

data("Train_Uni_sig_data")

Format

A data frame with 158 observations on the following 209 variables.

A2ML1

a numeric vector

AADACL4

a numeric vector

AAMDC

a numeric vector

AAR2

a numeric vector

ABCA12

a numeric vector

ABCB4

a numeric vector

ABCB5

a numeric vector

ABCB6

a numeric vector

ABCC3

a numeric vector

ABCC9

a numeric vector

ABCE1

a numeric vector

ABCF3

a numeric vector

ABHD12

a numeric vector

ABHD14B

a numeric vector

ABLIM1

a numeric vector

ABLIM3

a numeric vector

ABT1

a numeric vector

AC004076.1

a numeric vector

AC005520.1

a numeric vector

AC005832.4

a numeric vector

AC006030.1

a numeric vector

AC008764.4

a numeric vector

AC010132.3

a numeric vector

AC013470.2

a numeric vector

AC027796.3

a numeric vector

AC097636.1

a numeric vector

AC106741.1

a numeric vector

AC131160.1

a numeric vector

AC132217.2

a numeric vector

AC144573.1

a numeric vector

ACAP2

a numeric vector

ACBD5

a numeric vector

ACE

a numeric vector

ACMSD

a numeric vector

ACO1

a numeric vector

ACO2

a numeric vector

ACP5

a numeric vector

ACRV1

a numeric vector

ACSBG1

a numeric vector

ACSM5

a numeric vector

ACSM6

a numeric vector

ACTG1

a numeric vector

ACTN1

a numeric vector

ACTR3

a numeric vector

ADAM12

a numeric vector

ADAM15

a numeric vector

ADAM19

a numeric vector

ADAM32

a numeric vector

ADAMTS18

a numeric vector

ADAMTS7

a numeric vector

ADAMTS8

a numeric vector

ADCK2

a numeric vector

ADCY2

a numeric vector

ADCY8

a numeric vector

ADD3

a numeric vector

ADGRB3

a numeric vector

ADGRD2

a numeric vector

ADGRE2

a numeric vector

ADGRE5

a numeric vector

ADGRG7

a numeric vector

ADGRL4

a numeric vector

ADGRV1

a numeric vector

ADH4

a numeric vector

ADHFE1

a numeric vector

ADK

a numeric vector

ADNP

a numeric vector

ADPRH

a numeric vector

ADRB2

a numeric vector

ADRM1

a numeric vector

AEN

a numeric vector

AFAP1L2

a numeric vector

AGAP1

a numeric vector

AGGF1

a numeric vector

AGPS

a numeric vector

AGR3

a numeric vector

AGRN

a numeric vector

AHCYL1

a numeric vector

AHNAK

a numeric vector

AK2

a numeric vector

AK8

a numeric vector

AKAP3

a numeric vector

AKAP4

a numeric vector

AKAP6

a numeric vector

AKIP1

a numeric vector

AKR1C1

a numeric vector

AL121845.3

a numeric vector

AL160272.2

a numeric vector

AL365214.2

a numeric vector

AL391628.1

a numeric vector

AL445989.1

a numeric vector

AL591806.2

a numeric vector

AL669918.1

a numeric vector

ALDH9A1

a numeric vector

ALDOB

a numeric vector

ALDOC

a numeric vector

ALG10B

a numeric vector

ALG2

a numeric vector

ALG3

a numeric vector

ALG6

a numeric vector

ALKBH3

a numeric vector

ALOX5AP

a numeric vector

ALYREF

a numeric vector

AMDHD1

a numeric vector

AMPD3

a numeric vector

ANGPTL2

a numeric vector

ANGPTL5

a numeric vector

ANKFY1

a numeric vector

ANKLE2

a numeric vector

ANKRD20A1

a numeric vector

ANKRD24

a numeric vector

ANKRD29

a numeric vector

ANKRD36

a numeric vector

ANKRD36C

a numeric vector

ANO2

a numeric vector

ANPEP

a numeric vector

ANXA1

a numeric vector

ANXA7

a numeric vector

AP003108.2

a numeric vector

AP3S1

a numeric vector

AP3S2

a numeric vector

APEH

a numeric vector

APEX2

a numeric vector

APH1A

a numeric vector

APLN

a numeric vector

APOBEC3B

a numeric vector

APOBEC3G

a numeric vector

APOBR

a numeric vector

APOE

a numeric vector

APOL1

a numeric vector

APOL4

a numeric vector

APPBP2

a numeric vector

AQP10

a numeric vector

AQP7

a numeric vector

ARAP3

a numeric vector

ARF4

a numeric vector

ARFGAP2

a numeric vector

ARHGAP11A

a numeric vector

ARHGAP11B

a numeric vector

ARHGAP24

a numeric vector

ARHGAP32

a numeric vector

ARHGDIG

a numeric vector

ARHGEF17

a numeric vector

ARHGEF19

a numeric vector

ARL1

a numeric vector

ARL15

a numeric vector

ARL2.SNX15

a numeric vector

ARL5C

a numeric vector

ARL6IP6

a numeric vector

ARMC4

a numeric vector

ARMC6

a numeric vector

ARMC9

a numeric vector

ARPC3

a numeric vector

ARPC4

a numeric vector

ARPP21

a numeric vector

ARSA

a numeric vector

ARSI

a numeric vector

ARSL

a numeric vector

ART4

a numeric vector

ASAH2

a numeric vector

ASAP1

a numeric vector

ASB12

a numeric vector

ASCC3

a numeric vector

ASF1B

a numeric vector

ASIC4

a numeric vector

ASPH

a numeric vector

ASPM

a numeric vector

ATAD2

a numeric vector

ATAD5

a numeric vector

ATG9B

a numeric vector

ATIC

a numeric vector

ATP11A

a numeric vector

ATP11C

a numeric vector

ATP13A4

a numeric vector

ATP1B2

a numeric vector

ATP1B3

a numeric vector

ATP2A3

a numeric vector

ATP2B1

a numeric vector

ATP4B

a numeric vector

ATP5F1D

a numeric vector

ATP5MC2

a numeric vector

ATP5ME

a numeric vector

ATP6V0A4

a numeric vector

ATP9B

a numeric vector

ATR

a numeric vector

ATRAID

a numeric vector

ATRIP

a numeric vector

ATXN7

a numeric vector

AUNIP

a numeric vector

AURKA

a numeric vector

AVPI1

a numeric vector

AWAT1

a numeric vector

AZU1

a numeric vector

B3GAT2

a numeric vector

B3GNT7

a numeric vector

B3GNT8

a numeric vector

B4GALNT2

a numeric vector

B4GALT3

a numeric vector

B4GALT7

a numeric vector

B4GAT1

a numeric vector

BACH2

a numeric vector

BAG3

a numeric vector

BAG5

a numeric vector

BAHD1

a numeric vector

BAIAP3

a numeric vector

BANK1

a numeric vector

BASP1

a numeric vector

BATF2

a numeric vector

BAX

a numeric vector

BAZ1B

a numeric vector

Details

This is Train Uni sig data.

Value

A data frame with columns X and Y.

Source

https://portal.gdc.cancer.gov/

Examples

data(Train_Uni_sig_data)
## maybe str(Train_Uni_sig_data)
## plot(Train_Uni_sig_data)

Perform Univariate Survival Analysis

Description

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.

Usage

Univariate_sig_features_f(
  train_data,
  test_data,
  col_num,
  surv_time,
  surv_event
)

Arguments

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.

Details

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.

Value

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.

Examples

# 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"
#)