Package: octad 1.9.0

E. Chekalin

octad: Open Cancer TherApeutic Discovery (OCTAD)

OCTAD provides a platform for virtually screening compounds targeting precise cancer patient groups. The essential idea is to identify drugs that reverse the gene expression signature of disease by tamping down over-expressed genes and stimulating weakly expressed ones. The package offers deep-learning based reference tissue selection, disease gene expression signature creation, pathway enrichment analysis, drug reversal potency scoring, cancer cell line selection, drug enrichment analysis and in silico hit validation. It currently covers ~20,000 patient tissue samples covering 50 cancer types, and expression profiles for ~12,000 distinct compounds.

Authors:E. Chekalin [aut, cre], S. Paithankar [aut], B. Zeng [aut], B. Glicksberg [ctb], P. Newbury [ctb], J. Xing [ctb], K. Liu [ctb], A. Wen [ctb], D. Joseph [ctb], B. Chen [aut]

octad_1.9.0.tar.gz
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octad.pdf |octad.html
octad/json (API)
NEWS

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

Peer review:

Datasets:
  • res_example - Differential expression example for HCC vs adjacent liver tissue computed in diffExp() function
  • sRGES_example - Data of computed example sRGEs for HCC vs liver adjacent tissues on octad.small dataset

On BioConductor:octad-1.9.0(bioc 3.21)octad-1.8.0(bioc 3.20)

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

classificationgeneexpressionpharmacogeneticspharmacogenomicssoftwaregenesetenrichment

4.18 score 4 scripts 141 downloads 7 exports 179 dependencies

Last updated 3 months agofrom:33eb152a84. Checks:1 OK, 2 ERROR, 4 NOTE. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 14 2025
R-4.5-winERRORJan 14 2025
R-4.5-linuxERRORJan 14 2025
R-4.4-winNOTEJan 14 2025
R-4.4-macNOTEJan 14 2025
R-4.3-winNOTEJan 14 2025
R-4.3-macNOTEJan 14 2025

Exports:computeCellLinecomputeRefTissuediffExploadOctadCountsoctadDrugEnrichmentrunsRGEStopLineEval

Dependencies:abindannotateAnnotationDbiAnnotationHubaroma.lightaskpassassortheadbase64encbeachmatBHBiobaseBiocFileCacheBiocGenericsBiocIOBiocManagerBiocParallelBiocSingularBiocVersionbiomaRtBiostringsbitbit64bitopsblobbslibcachemclicodetoolscolorspacecpp11crayoncrosstalkcurldata.tableDBIdbplyrDelayedArrayDelayedMatrixStatsdeldirDESeq2digestdplyrEDASeqedgeRevaluateExperimentHubfansifarverfastmapfilelockfontawesomeforeachformatRfsfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomeInfoDbDataGenomicAlignmentsGenomicFeaturesGenomicRangesggplot2gluegraphGSEABaseGSVAgtableHDF5Arrayhighrhmshtmltoolshtmlwidgetshttrhttr2hwriterinterpIRangesirlbaisobanditeratorsjpegjquerylibjsonliteKEGGRESTknitrlabelinglambda.rlaterlatticelatticeExtralazyevallifecyclelimmalocfitmagickmagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimemunsellnlmeoctad.dbopensslpillarpkgconfigplogrplotlyplyrpngprettyunitsprogresspromisespurrrpwalignqpdfR.methodsS3R.ooR.utilsR6rappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppGSLRcppParallelRcppZigguratRCurlreshape2restfulrRfastrhdf5rhdf5filtersRhdf5libRhtslibrjsonrlangrmarkdownRsamtoolsRSQLitersvdrtracklayerRUVSeqS4ArraysS4VectorssassScaledMatrixscalesShortReadSingleCellExperimentsnowSparseArraysparseMatrixStatsSpatialExperimentstatmodstringistringrSummarizedExperimentsystibbletidyrtidyselecttinytexUCSC.utilsutf8vctrsviridisLitewithrxfunXMLxml2xtableXVectoryaml

OCTAD: Open Cancer TherApeutic Discovery

Rendered fromoctad.Rmdusingknitr::rmarkdownon Jan 14 2025.

Last update: 2022-10-29
Started: 2021-11-09