{
  "_id": "6a5d475d9baadeef8ab52ff3",
  "Package": "GSVA",
  "Version": "2.7.10",
  "Title": "Gene Set Variation Analysis for Microarray and RNA-Seq Data",
  "Authors@R": "c(person(\"Robert\", \"Castelo\", role=c(\"aut\", \"cre\"),\ncomment=c(ORCID=\"0000-0003-2229-4508\"),\nemail=\"robert.castelo@upf.edu\"),\nperson(\"Justin\", \"Guinney\", role=\"aut\", email=\"jguinney@gmail.com\"),\nperson(\"Alexey\", \"Sergushichev\", role=\"ctb\", email=\"alsergbox@gmail.com\"),\nperson(\"Pablo Sebastian\", \"Rodriguez\", role=\"ctb\", email=\"pablo.rodriguez.bio2@gmail.com\"),\nperson(\"Axel\", \"Klenk\", role=\"ctb\", email=\"axel.klenk@gmail.com\"),\nperson(\"Chan Zuckerberg Initiative (CZI)\", role=\"fnd\"),\nperson(\"Spanish Ministry of Science, Innovation and Universities (MCIU)\", role=\"fnd\"))",
  "Description": "Gene Set Variation Analysis (GSVA) is a non-parametric,\nunsupervised method for estimating variation of gene set\nenrichment through the samples of a expression data set. GSVA\nperforms a change in coordinate systems, transforming the data\nfrom a gene by sample matrix to a gene-set by sample matrix,\nthereby allowing the evaluation of pathway enrichment for each\nsample. This new matrix of GSVA enrichment scores facilitates\napplying standard analytical methods like functional\nenrichment, survival analysis, clustering, CNV-pathway analysis\nor cross-tissue pathway analysis, in a pathway-centric manner.",
  "License": "Artistic-2.0",
  "VignetteBuilder": "knitr",
  "URL": "https://github.com/rcastelo/GSVA",
  "BugReports": "https://github.com/rcastelo/GSVA/issues",
  "Encoding": "UTF-8",
  "biocViews": "FunctionalGenomics, Microarray, RNASeq, Pathways,\nGeneSetEnrichment",
  "Roxygen": "list(markdown = TRUE)",
  "Config/roxygen2/version": "8.0.0",
  "RoxygenNote": "7.3.3",
  "Config/pak/sysreqs": "libmagick++-dev gsfonts libicu-dev libpng-dev\nlibxml2-dev libssl-dev zlib1g-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-07-19 17:49:20 UTC",
  "RemoteUrl": "https://github.com/bioc/GSVA",
  "RemoteRef": "HEAD",
  "RemoteSha": "32ba412412090d5af1ca06f2162050cf434a8be0",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-07-19 21:38:47 UTC",
    "User": "root"
  },
  "Author": "Robert Castelo [aut, cre] (ORCID:\n<https://orcid.org/0000-0003-2229-4508>),\nJustin Guinney [aut],\nAlexey Sergushichev [ctb],\nPablo Sebastian Rodriguez [ctb],\nAxel Klenk [ctb],\nChan Zuckerberg Initiative (CZI) [fnd],\nSpanish Ministry of Science, Innovation and Universities (MCIU) [fnd]",
  "Maintainer": "Robert Castelo <robert.castelo@upf.edu>",
  "_user": "bioc",
  "_type": "src",
  "_file": "GSVA_2.7.10.tar.gz",
  "_fileid": "https://r2.ropensci.org/6700284525202f1841cdfc1336afad48948e97a78f6a2fd6d25eac966704a4c6",
  "_filesize": 2467119,
  "_sha256": "6700284525202f1841cdfc1336afad48948e97a78f6a2fd6d25eac966704a4c6",
  "_expires": "2026-10-27T21:53:31.000Z",
  "_created": "2026-07-19T21:38:47.000Z",
  "_published": "2026-07-19T21:53:33.259Z",
  "_bioccheck": {
    "error": 1,
    "warning": 4,
    "note": 12
  },
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917",
  "_status": "success",
  "_upstream": "https://github.com/bioc/GSVA",
  "_commit": {
    "id": "32ba412412090d5af1ca06f2162050cf434a8be0",
    "author": "Robert Castelo <robert.castelo@upf.edu>",
    "committer": "Robert Castelo <robert.castelo@upf.edu>",
    "message": "Fix on the unit test for spatial data\n",
    "time": 1784483360
  },
  "_maintainer": {
    "name": "Robert Castelo",
    "email": "robert.castelo@upf.edu",
    "login": "rcastelo",
    "orcid": "0000-0003-2229-4508",
    "twitter": "@robertclab",
    "description": "biostatistics, machine learning, genetics, genomics, R/Bioconductor",
    "uuid": 1677433
  },
  "_distro": "resolute",
  "_jobs": [
    {
      "job": 88239746709,
      "time": 333,
      "config": "bioc-checks",
      "r": "4.6.1",
      "check": "ERROR",
      "artifact": "8447587009"
    },
    {
      "job": 88239746741,
      "time": 540,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8447619981"
    },
    {
      "job": 88239746749,
      "time": 749,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8447651387"
    },
    {
      "job": 88239746748,
      "time": 524,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8447616973"
    },
    {
      "job": 88239746739,
      "time": 652,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8447636437"
    },
    {
      "job": 88239746750,
      "time": 365,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8447591816"
    },
    {
      "job": 88239746753,
      "time": 821,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8447661980"
    },
    {
      "job": 88239746745,
      "time": 353,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8447589818"
    },
    {
      "job": 88239746744,
      "time": 811,
      "config": "macos-release-x86_64",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8447660612"
    },
    {
      "job": 88239192907,
      "time": 427,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8447537377"
    },
    {
      "job": 88239746710,
      "time": 287,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8447580515"
    },
    {
      "job": 88239746735,
      "time": 634,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "8447633553"
    },
    {
      "job": 88239746725,
      "time": 588,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "8447626478"
    },
    {
      "job": 88239746743,
      "time": 620,
      "config": "windows-release",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8447631715"
    }
  ],
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.0.0",
      "role": "Depends"
    },
    {
      "package": "cli",
      "role": "LinkingTo"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "BiocGenerics",
      "role": "Imports"
    },
    {
      "package": "MatrixGenerics",
      "role": "Imports"
    },
    {
      "package": "S4Vectors",
      "role": "Imports"
    },
    {
      "package": "S4Arrays",
      "role": "Imports"
    },
    {
      "package": "HDF5Array",
      "role": "Imports"
    },
    {
      "package": "SparseArray",
      "role": "Imports"
    },
    {
      "package": "DelayedArray",
      "role": "Imports"
    },
    {
      "package": "IRanges",
      "role": "Imports"
    },
    {
      "package": "Biobase",
      "role": "Imports"
    },
    {
      "package": "SummarizedExperiment",
      "role": "Imports"
    },
    {
      "package": "GSEABase",
      "role": "Imports"
    },
    {
      "package": "Matrix",
      "version": ">= 1.5-0",
      "role": "Imports"
    },
    {
      "package": "DelayedMatrixStats",
      "role": "Imports"
    },
    {
      "package": "BiocParallel",
      "role": "Imports"
    },
    {
      "package": "SingleCellExperiment",
      "role": "Imports"
    },
    {
      "package": "BiocSingular",
      "role": "Imports"
    },
    {
      "package": "SpatialExperiment",
      "role": "Imports"
    },
    {
      "package": "sparseMatrixStats",
      "role": "Imports"
    },
    {
      "package": "cli",
      "role": "Imports"
    },
    {
      "package": "memuse",
      "role": "Imports"
    },
    {
      "package": "RUnit",
      "role": "Suggests"
    },
    {
      "package": "BiocStyle",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "limma",
      "role": "Suggests"
    },
    {
      "package": "RColorBrewer",
      "role": "Suggests"
    },
    {
      "package": "org.Hs.eg.db",
      "role": "Suggests"
    },
    {
      "package": "genefilter",
      "role": "Suggests"
    },
    {
      "package": "edgeR",
      "role": "Suggests"
    },
    {
      "package": "GSVAdata",
      "role": "Suggests"
    },
    {
      "package": "sva",
      "role": "Suggests"
    },
    {
      "package": "TENxPBMCData",
      "role": "Suggests"
    },
    {
      "package": "TENxVisiumData",
      "role": "Suggests"
    },
    {
      "package": "scrapper",
      "role": "Suggests"
    },
    {
      "package": "bluster",
      "role": "Suggests"
    },
    {
      "package": "igraph",
      "role": "Suggests"
    },
    {
      "package": "shiny",
      "role": "Suggests"
    },
    {
      "package": "shinydashboard",
      "role": "Suggests"
    },
    {
      "package": "ggplot2",
      "role": "Suggests"
    },
    {
      "package": "data.table",
      "role": "Suggests"
    },
    {
      "package": "plotly",
      "role": "Suggests"
    },
    {
      "package": "future",
      "role": "Suggests"
    },
    {
      "package": "promises",
      "role": "Suggests"
    },
    {
      "package": "shinybusy",
      "role": "Suggests"
    },
    {
      "package": "shinyjs",
      "role": "Suggests"
    },
    {
      "package": "batchtools",
      "role": "Suggests"
    }
  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 21,
  "_updates": [
    {
      "week": "2025-40",
      "n": 2
    },
    {
      "week": "2025-41",
      "n": 1
    },
    {
      "week": "2025-43",
      "n": 2
    },
    {
      "week": "2025-44",
      "n": 5
    },
    {
      "week": "2025-45",
      "n": 11
    },
    {
      "week": "2025-46",
      "n": 2
    },
    {
      "week": "2025-47",
      "n": 6
    },
    {
      "week": "2025-48",
      "n": 6
    },
    {
      "week": "2025-49",
      "n": 2
    },
    {
      "week": "2025-50",
      "n": 4
    },
    {
      "week": "2026-08",
      "n": 2
    },
    {
      "week": "2026-09",
      "n": 2
    },
    {
      "week": "2026-10",
      "n": 2
    },
    {
      "week": "2026-12",
      "n": 2
    },
    {
      "week": "2026-14",
      "n": 6
    },
    {
      "week": "2026-15",
      "n": 10
    },
    {
      "week": "2026-16",
      "n": 24
    },
    {
      "week": "2026-17",
      "n": 6
    },
    {
      "week": "2026-18",
      "n": 5
    },
    {
      "week": "2026-19",
      "n": 2
    },
    {
      "week": "2026-21",
      "n": 2
    },
    {
      "week": "2026-22",
      "n": 2
    },
    {
      "week": "2026-24",
      "n": 2
    },
    {
      "week": "2026-27",
      "n": 7
    },
    {
      "week": "2026-29",
      "n": 3
    }
  ],
  "_tags": [],
  "_bioc": [
    {
      "branch": "devel",
      "version": "2.7.9",
      "bioc": "3.24"
    },
    {
      "branch": "release",
      "version": "2.6.3",
      "bioc": "3.23"
    }
  ],
  "_topics": [
    "functionalgenomics",
    "microarray",
    "rnaseq",
    "pathways",
    "genesetenrichment",
    "gene-set-enrichment",
    "genomics",
    "pathway-enrichment-analysis"
  ],
  "_stars": 247,
  "_contributors": [
    {
      "user": "rcastelo",
      "count": 435,
      "uuid": 1677433
    },
    {
      "user": "axelklenk",
      "count": 169,
      "uuid": 72612834
    },
    {
      "user": "pablo-rodr-bio2",
      "count": 84,
      "uuid": 53177189
    },
    {
      "user": "dtenenba",
      "count": 27,
      "uuid": 2286826
    },
    {
      "user": "jwokaty",
      "count": 16,
      "uuid": 1744257
    },
    {
      "user": "nturaga",
      "count": 14,
      "uuid": 2746443
    },
    {
      "user": "aabaker99",
      "count": 3,
      "uuid": 3460359
    },
    {
      "user": "assaron",
      "count": 2,
      "uuid": 1040217
    },
    {
      "user": "hpages",
      "count": 2,
      "uuid": 8810451
    },
    {
      "user": "peremoles",
      "count": 2,
      "uuid": 118828870
    },
    {
      "user": "vobencha",
      "count": 2,
      "uuid": 2466173
    },
    {
      "user": "joanfernandez",
      "count": 1,
      "uuid": 22771090
    },
    {
      "user": "pshannon-bioc",
      "count": 1,
      "uuid": 2285629
    },
    {
      "user": "liubuntu",
      "count": 1,
      "uuid": 12683977
    },
    {
      "user": "liripo",
      "count": 1,
      "uuid": 54770415
    }
  ],
  "_userbio": {
    "uuid": 2286807,
    "type": "organization",
    "name": "Bioconductor",
    "followers": 449,
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
  "_downloads": {
    "count": 15474,
    "source": "https://www.bioconductor.org/packages/stats/bioc/GSVA"
  },
  "_mentions": 893,
  "_devurl": "https://github.com/rcastelo/gsva",
  "_searchresults": 2760,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/GSVA.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/rcastelo/gsva",
  "_realowner": "bioc",
  "_cranurl": false,
  "_exports": [
    "computeGeneSetsOverlap",
    "deduplicateGeneSets",
    "details",
    "filterGeneSets",
    "geneIdsToGeneSetCollection",
    "geneSets",
    "geneSets<-",
    "geneSetSizes",
    "gsva",
    "gsvaAnnotation",
    "gsvaAnnotation<-",
    "gsvaBatchtoolsSlurmParam",
    "gsvaColRanks",
    "gsvaColScores",
    "gsvaEnrichment",
    "gsvaMap",
    "gsvaParam",
    "gsvaRanks",
    "gsvaReduce",
    "gsvaRowNorm",
    "gsvaScores",
    "guessGeneIdType",
    "igsva",
    "loadHDF5GSVA",
    "loadHDF5GSVAranks",
    "plageParam",
    "readGMT",
    "saveHDF5GSVA",
    "saveHDF5GSVAranks",
    "spatCor",
    "ssgseaParam",
    "zscoreParam"
  ],
  "_help": [
    {
      "page": "computeGeneSetsOverlap",
      "title": "Compute gene-sets overlap",
      "topics": [
        "computeGeneSetsOverlap",
        "computeGeneSetsOverlap,GeneSetCollection,character-method",
        "computeGeneSetsOverlap,list,character-method"
      ]
    },
    {
      "page": "deduplicateGeneSets",
      "title": "Handling of Duplicated Gene Set Names",
      "topics": [
        "deduplicateGeneSets"
      ]
    },
    {
      "page": "filterGeneSets",
      "title": "Filter gene sets",
      "topics": [
        "filterGeneSets",
        "filterGeneSets,GeneSetCollection-method",
        "filterGeneSets,list-method"
      ]
    },
    {
      "page": "geneIdsToGeneSetCollection",
      "title": "Construct a GeneSetCollection object from a list of character vectors",
      "topics": [
        "geneIdsToGeneSetCollection"
      ]
    },
    {
      "page": "geneSets",
      "title": "Retrieve or Determine Gene Sets",
      "topics": [
        "geneSets",
        "geneSets,GsvaExprData-method",
        "geneSets,GsvaMethodParam-method",
        "geneSets,SingleCellExperiment-method",
        "geneSets,SpatialExperiment-method",
        "geneSets,SummarizedExperiment-method",
        "geneSetSizes",
        "geneSetSizes,GsvaExprData-method",
        "geneSetSizes,GsvaMethodParam-method"
      ]
    },
    {
      "page": "gsva",
      "title": "Gene Set Variation Analysis",
      "topics": [
        "gsva",
        "gsva,gsvaParam-method",
        "gsva,plageParam-method",
        "gsva,ssgseaParam-method",
        "gsva,zscoreParam-method"
      ]
    },
    {
      "page": "gsvaAnnotation",
      "title": "Store and Retrieve Annotation Metadata",
      "topics": [
        "gsvaAnnotation",
        "gsvaAnnotation,ExpressionSet-method",
        "gsvaAnnotation,GeneSetCollection-method",
        "gsvaAnnotation,GsvaExprData-method",
        "gsvaAnnotation,list-method",
        "gsvaAnnotation,SingleCellExperiment-method",
        "gsvaAnnotation,SpatialExperiment-method",
        "gsvaAnnotation,SummarizedExperiment-method",
        "gsvaAnnotation<-",
        "gsvaAnnotation<-,ExpressionSet,character-method",
        "gsvaAnnotation<-,ExpressionSet,GeneIdentifierType-method",
        "gsvaAnnotation<-,GsvaExprData,GeneIdentifierType-method",
        "gsvaAnnotation<-,list,GeneIdentifierType-method",
        "gsvaAnnotation<-,SingleCellExperiment,GeneIdentifierType-method",
        "gsvaAnnotation<-,SpatialExperiment,GeneIdentifierType-method",
        "gsvaAnnotation<-,SummarizedExperiment,GeneIdentifierType-method"
      ]
    },
    {
      "page": "gsvaEnrichment",
      "title": "GSVA enrichment data and visualization",
      "topics": [
        "gsvaEnrichment"
      ]
    },
    {
      "page": "GsvaExprData-class",
      "title": "'GsvaExprData' class",
      "topics": [
        "GsvaExprData",
        "GsvaExprData-class"
      ]
    },
    {
      "page": "GsvaGeneSets-class",
      "title": "'GsvaGeneSets' class",
      "topics": [
        "GsvaGeneSets-class"
      ]
    },
    {
      "page": "map-reduce",
      "title": "MapReduce parallelization for HPC environments",
      "topics": [
        "gsvaBatchtoolsSlurmParam",
        "gsvaMap",
        "gsvaReduce"
      ]
    },
    {
      "page": "GsvaMethodParam-class",
      "title": "'GsvaMethodParam' class",
      "topics": [
        "details,GsvaMethodParam-method",
        "details,gsvaParam-method",
        "details,ssgseaParam-method",
        "GsvaMethodParam-class"
      ]
    },
    {
      "page": "gsvaParam-class",
      "title": "'gsvaParam' class",
      "topics": [
        "anyNA,gsvaParam-method",
        "geneSets<-",
        "geneSets<-,gsvaParam,GsvaGeneSets-method",
        "gsvaParam",
        "gsvaParam-class",
        "gsvaRanksParam-class"
      ]
    },
    {
      "page": "gsvaRanks",
      "title": "GSVA ranks and scores",
      "topics": [
        "gsvaColRanks",
        "gsvaColScores",
        "gsvaRowNorm"
      ]
    },
    {
      "page": "guessGeneIdType",
      "title": "Guess the gene identifier type from a list of character vectors",
      "topics": [
        "guessGeneIdType"
      ]
    },
    {
      "page": "igsva",
      "title": "Gene Set Variation Analysis",
      "topics": [
        "igsva"
      ]
    },
    {
      "page": "plageParam-class",
      "title": "'plageParam' class",
      "topics": [
        "plageParam",
        "plageParam-class"
      ]
    },
    {
      "page": "readGMT",
      "title": "Import Gene Sets from a GMT File",
      "topics": [
        "readGMT"
      ]
    },
    {
      "page": "gsva-serialization",
      "title": "Save/load GSVA output to disk using HDF5 format",
      "topics": [
        "loadHDF5GSVA",
        "saveHDF5GSVA"
      ]
    },
    {
      "page": "spatCor",
      "title": "Compute Spatial Autocorrelation for SpatialExperiment objects",
      "topics": [
        "spatCor",
        "spatCor,SpatialExperiment-method"
      ]
    },
    {
      "page": "ssgseaParam-class",
      "title": "'ssgseaParam' class",
      "topics": [
        "anyNA,ssgseaParam-method",
        "ssgseaParam",
        "ssgseaParam-class"
      ]
    },
    {
      "page": "zscoreParam-class",
      "title": "'zscoreParam' class",
      "topics": [
        "zscoreParam",
        "zscoreParam-class"
      ]
    }
  ],
  "_readme": "https://github.com/bioc/GSVA/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "annotate",
    "AnnotationDbi",
    "askpass",
    "assorthead",
    "beachmat",
    "BH",
    "Biobase",
    "BiocFileCache",
    "BiocGenerics",
    "biocmake",
    "BiocParallel",
    "BiocSingular",
    "Biostrings",
    "bit",
    "bit64",
    "blob",
    "cachem",
    "cli",
    "codetools",
    "cpp11",
    "crayon",
    "curl",
    "DBI",
    "dbplyr",
    "DelayedArray",
    "DelayedMatrixStats",
    "dir.expiry",
    "dplyr",
    "fastmap",
    "filelock",
    "formatR",
    "futile.logger",
    "futile.options",
    "generics",
    "GenomicRanges",
    "glue",
    "graph",
    "GSEABase",
    "h5mread",
    "HDF5Array",
    "httr",
    "httr2",
    "IRanges",
    "irlba",
    "jsonlite",
    "KEGGREST",
    "lambda.r",
    "lattice",
    "lifecycle",
    "magick",
    "magrittr",
    "Matrix",
    "MatrixGenerics",
    "matrixStats",
    "memoise",
    "memuse",
    "mime",
    "openssl",
    "pillar",
    "pkgconfig",
    "png",
    "purrr",
    "R6",
    "Rcpp",
    "rhdf5",
    "rhdf5filters",
    "Rhdf5lib",
    "rjson",
    "rlang",
    "RSQLite",
    "rsvd",
    "S4Arrays",
    "S4Vectors",
    "ScaledMatrix",
    "Seqinfo",
    "SingleCellExperiment",
    "snow",
    "SparseArray",
    "sparseMatrixStats",
    "SpatialExperiment",
    "stringi",
    "stringr",
    "SummarizedExperiment",
    "sys",
    "tibble",
    "tidyr",
    "tidyselect",
    "utf8",
    "vctrs",
    "withr",
    "XML",
    "xtable",
    "XVector"
  ],
  "_vignettes": [
    {
      "source": "GSVA.Rmd",
      "filename": "GSVA.html",
      "title": "GSVA: gene set variation analysis",
      "author": "Robert Castelo, Axel Klenk, Justin Guinney",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Quick start",
        "Introduction",
        "Overview of the GSVA functionality",
        "Gene set definitions and containers",
        "Importing gene sets from GMT files",
        "Quantification of pathway activity in bulk microarray and RNA-seq data",
        "Example applications",
        "Molecular signature identification",
        "Differential expression at pathway level",
        "Data exploration at gene level",
        "Running GSVA",
        "Data exploration at pathway level",
        "Interactive web app",
        "Contributing",
        "Session information",
        "References"
      ],
      "created": "2021-02-05 18:07:16",
      "modified": "2026-02-19 10:04:05",
      "commits": 19
    },
    {
      "source": "GSVA_proteomics.Rmd",
      "filename": "GSVA_proteomics.html",
      "title": "GSVA on proteomics data",
      "author": "Robert Castelo, Axel Klenk, Justin Guinney",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Load gene sets",
        "Usage and benchmark with RNA-seq data",
        "Usage and benchmark with proteomics data",
        "Session information",
        "References"
      ],
      "created": "2026-04-27 18:04:17",
      "modified": "2026-05-25 20:48:15",
      "commits": 4
    },
    {
      "source": "GSVA_scRNAseq.Rmd",
      "filename": "GSVA_scRNAseq.html",
      "title": "GSVA on single-cell RNA-seq data",
      "author": "Robert Castelo, Axel Klenk, Justin Guinney",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Import data",
        "Quality control and pre-processing",
        "Annotate cell types using GSVA",
        "Read gene sets in GMT format",
        "Add gene identifier type metadata",
        "Build parameter object",
        "Calculate GSVA scores",
        "Using GSVA scores to assign cell types",
        "Benchmarking",
        "Session information",
        "References"
      ],
      "created": "2025-10-27 18:49:02",
      "modified": "2026-05-25 20:48:15",
      "commits": 6
    },
    {
      "source": "GSVA_HPC.Rmd",
      "filename": "GSVA_HPC.html",
      "title": "Running GSVA in an HPC environment",
      "author": "Robert Castelo",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Using a SLURM workload manager",
        "Session information",
        "References"
      ],
      "created": "2026-06-30 14:46:52",
      "modified": "2026-06-30 14:46:52",
      "commits": 1
    }
  ],
  "_score": 15.667647217314304,
  "_indexed": true,
  "_nocasepkg": "gsva",
  "_universes": [
    "bioc",
    "rcastelo"
  ],
  "_previous": "2.7.9",
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.7.10",
      "date": "2026-07-19T21:43:49.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/ac03bee95f0a5bab14e54f974fc6f70b5164e73f79273f7b19135042828c3bd3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.7.10",
      "date": "2026-07-19T21:45:06.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/e75382cdb6724f7602681cacf5ff50c2d7fca69de4a7c465593c8332ac7f3813",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "2.7.10",
      "date": "2026-07-19T21:43:30.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/a67fbeb3f884bb3ceca08bbb7dc8472e99e83d19e0a0e99873032dfb97211605",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "2.7.10",
      "date": "2026-07-19T21:44:43.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/0a5863120c19fef67674ab2efe717abe40d4e2e99de6d82440cd694277408389",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.7.10",
      "date": "2026-07-19T21:41:57.000Z",
      "arch": "aarch64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/c47b3926ad25cdb21ff6c3505d698282b2a8cdb096cf01c0b19fa36207209a3e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.7.10",
      "date": "2026-07-19T21:46:31.000Z",
      "arch": "x86_64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/903662d28d126f1ab1cd76b0da5260ffa46a75ae4d981fd3be1248c12fa7db82",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "2.7.10",
      "date": "2026-07-19T21:41:21.000Z",
      "arch": "aarch64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/53654d1497826be64ac2d91b25338c302d07e27e0ebf6de87f6afbcfb3dd7634",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "2.7.10",
      "date": "2026-07-19T21:45:55.000Z",
      "arch": "x86_64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/c3063b1c8a4719cc66ac7fd16f1e6a4accde4e7ee5765be24a501bf1c46357e7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "2.7.10",
      "date": "2026-07-19T21:44:08.000Z",
      "arch": "emscripten",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/bdf6973d284d280142702ac26849f2991070c1d5260b9b6695c29d2e0ef5eeb2",
      "status": "success",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "2.7.10",
      "date": "2026-07-19T21:42:22.000Z",
      "arch": "x86_64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/5cb2790dec89052d60b4bf79208ba892f51de6999cde74b6621f1b1e3f4bff6a",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "2.7.10",
      "date": "2026-07-19T21:42:10.000Z",
      "arch": "x86_64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/d318c03c5ff7425a2992a52ce7100d4f1f4132b55bdc1290bddbc962e27579c7",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "2.7.10",
      "date": "2026-07-19T21:42:14.000Z",
      "arch": "x86_64",
      "commit": "32ba412412090d5af1ca06f2162050cf434a8be0",
      "fileid": "https://r2.ropensci.org/475bb79c8ed64e1fe075bf11dd1543d5bd581cc5d37a55a710b7c348283b006c",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/29704529917"
    }
  ]
}