Package: SVMDO Title: Identification of Tumor-Discriminating mRNA Signatures via Support Vector Machines Supported by Disease Ontology Version: 1.12.0 Date: 2024-08-30 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: Bioconductor 3.23 Date/Publication: 2026-04-28 13:00:44 UTC RemoteUrl: https://github.com/bioc/SVMDO RemoteRef: RELEASE_3_23 RemoteSha: 31d1f5a40722fb35975c7ce8e912d1acb26061f4 Packaged: 2026-07-23 05:38:30 UTC; root Author: Mustafa Erhan Ozer [aut, cre] (ORCID: ), Pemra Ozbek Sarica [aut], Kazim Yalcin Arga [aut] Maintainer: Mustafa Erhan Ozer