Package: SVMDO 1.5.0

Mustafa Erhan Ozer

SVMDO: Identification of Tumor-Discriminating mRNA Signatures via Support Vector Machines Supported by Disease Ontology

It is an easy-to-use GUI using disease information for detecting tumor/normal sample discriminating gene sets from differentially expressed genes. Our approach is based on an iterative algorithm filtering genes with disease ontology enrichment analysis and wilk and wilk’s lambda criterion connected to SVM classification model construction. Along with gene set extraction, SVMDO also provides individual prognostic marker detection. The algorithm is designed for FPKM and RPKM normalized RNA-Seq transcriptome datasets.

Authors:Mustafa Erhan Ozer [aut, cre], Pemra Ozbek Sarica [aut], Kazim Yalcin Arga [aut]

SVMDO_1.5.0.tar.gz
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SVMDO_1.5.0.tgz(r-4.4-any)SVMDO_1.5.0.tgz(r-4.3-any)
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SVMDO_1.5.0.tgz(r-4.4-emscripten)SVMDO_1.5.0.tgz(r-4.3-emscripten)
SVMDO.pdf |SVMDO.html
SVMDO/json (API)
NEWS

# Install 'SVMDO' in R:
install.packages('SVMDO', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/robogeno/svmdo/issues

On BioConductor:SVMDO-1.5.0(bioc 3.20)SVMDO-1.4.0(bioc 3.19)

bioconductor-package

1 exports 1.00 score 184 dependencies

Last updated 2 months agofrom:b5eba6391e

Exports:runGUI

Dependencies:abindAnnotationDbiaskpassattemptbase64encBHBiobaseBiocGenericsBiocParallelBiostringsbitbit64bitopsblobBSDAbslibcachemcaretcaToolsclassclassIntclicliprclockcodetoolscolorspacecombinatcommonmarkconfigcowplotcpp11crayoncurldata.tabledatawizardDBIDelayedArraydiagramdigestDOSEdplyre1071ellipsisfansifarverfastmapfastmatchfgseafontawesomeforcatsforeachformatRfsfutile.loggerfutile.optionsfuturefuture.applygenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2globalsglueGO.dbgolemGOSemSimgowergtablehardhathavenHDO.dbherehighrhmshtmltoolshttpuvhttrinsightipredIRangesisobanditeratorsjquerylibjsonliteKEGGRESTKernSmoothklaRlabelinglabelledlambda.rlaterlatticelavalifecyclelistenvlubridatemagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimeminiUIModelMetricsmunsellnlmennetnortestnumDerivopensslorg.Hs.eg.dbparallellypillarpkgconfigplogrplyrpngprettyunitspROCprodlimprogressprogressrpromisesproxypurrrquestionrqvalueR.cacheR.methodsS3R.ooR.utilsR6rappdirsRColorBrewerRcppreadrrecipesreshape2rlangrpartrprojrootRSQLiterstudioapiS4ArraysS4VectorssassscalesshapeshinyshinyFilesshinytitlesjlabelledsjmiscsnowsourcetoolsSparseArraySQUAREMstringistringrstylerSummarizedExperimentsurvivalsystibbletidyrtidyselecttimechangetimeDatetzdbUCSC.utilsutf8vctrsviridisLitevroomwithrxfunxtableXVectoryamlyulab.utilszlibbioc

SVMDO-Tutorial

Rendered fromSVMDO_guide.Rmdusingknitr::rmarkdownon Jun 30 2024.

Last update: 2023-04-19
Started: 2022-12-20

Readme and manuals

Help Manual

Help pageTopics
SVMDOclassification_server innerServer_7
SVMDOclassification_ui innerUI_classification
SVMDOclinic_data_input_server innerServer_clinic
SVMDOclinic_data_input_ui innerUI_clinic_data
SVMDOdeg_server innerServer_3
SVMDOdeg_ui innerUI_deg_analysis
SVMDOdisc_gene_download_ui
SVMDOdisc_gene_dw_server
SVMDOdo_based_gene_filtration_server innerServer_6
SVMDOdo_based_gene_filtration_ui innerUI_disease_ont_class
SVMDOexpression_dataset_input_server innerServer_exp
SVMDOgene_directory_selection_server innerServer
SVMDOgene_directory_selection_ui innerUI_path
SVMDOgene_list_name_server innerServer_10
SVMDOgene_list_name_ui innerUI_gene_names
SVMDOdeg_data_table_ui gene_list_table_visualization_ui
SVMDOglobals
SVMDOgui_obj_removal_server innerServer_9
SVMDOgui_obj_removal_ui innerUI_clear_env
SVMDOinnerServer_exp_ui innerUI_exp_data
SVMDOpackage_req_list
SVMDOplot_list_server
SVMDOinnerUI_collect_plot_data plot_list_ui
SVMDOplot_push_server
SVMDOinnerUI_plot_inject plot_push_ui
SVMDOplot_show_server
SVMDOinnerUI_plot_show plot_show_ui
SVMDOlinebreaks runGUI
SVMDOsurv_plot_dw_server
SVMDOsurv_plots_download_ui surv_plot_dw_ui
SVMDOinnerServer_8 survival_analysis_server
SVMDOinnerUI_surv survival_analysis_ui
SVMDOSVMDO
SVMDOtable_server
SVMDOinnerUI_table_show table_ui
SVMDOinnerServer_rad test_data_selection_server
SVMDOinnerUI_test_data test_data_selection_ui
SVMDOinnerServer_5 top_val_based_deg_filtration
SVMDOinnerUI_top_gene_selection top_val_based_deg_filtration_ui
SVMDOinnerServer_4 top_val_server
SVMDOinnerUI_top_gene_val top_val_ui