Package: SVMDO Title: Identification of Tumor-Discriminating mRNA Signatures via Support Vector Machines Supported by Disease Ontology Version: 1.13.7 Date: 2026-08-31 Authors@R: c(person(given = "Mustafa Erhan", family = "Ozer", role = c("aut","cre"), comment = c(ORCID = "0000-0002-1572-8008"), email = "erhanozer19@marun.edu.tr"), person(given = "Pemra", family = "Ozbek Sarica", role = "aut", email = "pemra.ozbek@marmara.edu.tr"), person(given = "Kazim Yalcin", family = "Arga", role = "aut", email = "kazim.arga@marmara.edu.tr")) Depends: R(>= 4.4), shiny (>= 1.7.4) Imports: shinyFiles (>= 0.9.3), shinytitle (>= 0.1.0), golem (>= 0.3.5), nortest (>= 1.0-4), e1071 (>= 1.7-12), BSDA (>= 1.2.1), data.table (>= 1.14.6), sjmisc (>= 2.8.9), klaR (>= 1.7-1), caTools (>= 1.18.2), caret (>= 6.0-93), survival (>= 3.4-0), DT (>= 0.33.0), DOSE (>= 3.24.2), AnnotationDbi (>= 1.60.0), org.Hs.eg.db (>= 3.16.0), dplyr (>= 1.0.10), SummarizedExperiment (>= 1.28.0), grDevices, graphics, stats, utils Description: 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 wilks 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. RoxygenNote: 7.3.2 biocViews: GeneSetEnrichment, DifferentialExpression, GUI, Classification, RNASeq, Transcriptomics, Survival NeedsCompilation: no License: GPL-3 Encoding: UTF-8 Roxygen: list(markdown = TRUE) Suggests: BiocStyle, knitr, rmarkdown, testthat (>= 3.1.6) VignetteBuilder: knitr Config/testthat/edition: 3 BugReports: https://github.com/robogeno/SVMDO/issues Config/pak/sysreqs: cmake make libicu-dev libpng-dev libuv1-dev libssl-dev libx11-dev zlib1g-dev Repository: https://bioc.r-universe.dev Date/Publication: 2026-08-31 01:01:14 UTC RemoteUrl: https://github.com/bioc/SVMDO RemoteRef: HEAD RemoteSha: 9f12a9c25d4e6066271283ed156bf84470b7c265 Packaged: 2026-09-30 12:40:28 UTC; root Author: Mustafa Erhan Ozer [aut, cre] (ORCID: ), Pemra Ozbek Sarica [aut], Kazim Yalcin Arga [aut] Maintainer: Mustafa Erhan Ozer