{
  "_id": "6ae77906818c9e3ef6dbc37c",
  "Package": "SigCheck",
  "Type": "Package",
  "Title": "Check a gene signature's prognostic performance against random\nsignatures, known signatures, and permuted data/metadata",
  "Version": "2.45.0",
  "Author": "Rory Stark <bioconductor@starkhome.com> and Justin Norden",
  "Maintainer": "Rory Stark <bioconductor@starkhome.com>",
  "Description": "While gene signatures are frequently used to predict\nphenotypes (e.g. predict prognosis of cancer patients), it it\nnot always clear how optimal or meaningful they are (cf David\nVenet, Jacques E. Dumont, and Vincent Detours' paper \"Most\nRandom Gene Expression Signatures Are Significantly Associated\nwith Breast Cancer Outcome\"). Based on suggestions in that\npaper, SigCheck accepts a data set (as an ExpressionSet) and a\ngene signature, and compares its performance on survival and/or\nclassification tasks against a) random gene signatures of the\nsame length; b) known, related and unrelated gene signatures;\nand c) permuted data and/or metadata.",
  "License": "Artistic-2.0",
  "LazyLoad": "yes",
  "biocViews": "GeneExpression, Classification, GeneSetEnrichment",
  "Config/pak/sysreqs": "cmake libglpk-dev make libpng-dev libuv1-dev\nlibxml2-dev libssl-dev zlib1g-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-04-28 12:40:00 UTC",
  "RemoteUrl": "https://github.com/bioc/SigCheck",
  "RemoteRef": "HEAD",
  "RemoteSha": "0a235570236b75015684ac407024a05ab2686430",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-11-01 14:20:26 UTC",
    "User": "root"
  },
  "_user": "bioc",
  "_type": "src",
  "_file": "SigCheck_2.45.0.tar.gz",
  "_fileid": "https://r2.ropensci.org/781a4655e82a4da701212162e993cdfcadf1eabe9e6c8bf0dd88171e45fdd78c",
  "_filesize": 534847,
  "_sha256": "781a4655e82a4da701212162e993cdfcadf1eabe9e6c8bf0dd88171e45fdd78c",
  "_expires": "2027-02-09T17:38:12.000Z",
  "_created": "2026-11-01T14:20:26.000Z",
  "_published": "2026-11-01T17:38:13.974Z",
  "_upstream": "https://github.com/bioc/SigCheck",
  "_status": "success",
  "_maintainer": {
    "name": "Rory Stark",
    "email": "bioconductor@starkhome.com"
  },
  "_jobs": [
    {
      "job": 124875359212,
      "time": 182,
      "config": "bioc-checks",
      "r": "4.6.2",
      "check": "ERROR",
      "artifact": "13087891888"
    },
    {
      "job": 124875359230,
      "time": 542,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "13087189070"
    },
    {
      "job": 124875359214,
      "time": 552,
      "config": "linux-release-x86_64",
      "r": "4.6.2",
      "check": "NOTE",
      "artifact": "13088455253"
    },
    {
      "job": 124875359339,
      "time": 320,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "13093566497"
    },
    {
      "job": 124875359238,
      "time": 437,
      "config": "macos-release-arm64",
      "r": "4.6.2",
      "check": "NOTE",
      "artifact": "13093457983"
    },
    {
      "job": 124868434656,
      "time": 345,
      "config": "source",
      "r": "4.6.2",
      "check": "OK",
      "artifact": "13087610471"
    },
    {
      "job": 124875359188,
      "time": 144,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "13087803243"
    },
    {
      "job": 124875359364,
      "time": 403,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "13087366653"
    },
    {
      "job": 124875359204,
      "time": 359,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "13086943767"
    },
    {
      "job": 124875359290,
      "time": 381,
      "config": "windows-release-x86_64",
      "r": "4.6.2",
      "check": "NOTE",
      "artifact": "13087592192"
    }
  ],
  "_bioccheck": {
    "error": 1,
    "warning": 5,
    "note": 16
  },
  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268",
  "_commit": {
    "id": "0a235570236b75015684ac407024a05ab2686430",
    "author": "A Wokaty <andres.wokaty@sph.cuny.edu>",
    "committer": "A Wokaty <andres.wokaty@sph.cuny.edu>",
    "message": "bump x.y.z version to odd y following creation of RELEASE_3_23 branch\n",
    "time": 1777380000
  },
  "_distro": "resolute",
  "_host": "GitHub-Actions",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.0.0",
      "role": "Depends"
    },
    {
      "package": "MLInterfaces",
      "role": "Depends"
    },
    {
      "package": "Biobase",
      "role": "Depends"
    },
    {
      "package": "e1071",
      "role": "Depends"
    },
    {
      "package": "BiocParallel",
      "role": "Depends"
    },
    {
      "package": "survival",
      "role": "Depends"
    },
    {
      "package": "graphics",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "BiocStyle",
      "role": "Suggests"
    },
    {
      "package": "breastCancerNKI",
      "role": "Suggests"
    },
    {
      "package": "qusage",
      "role": "Suggests"
    }
  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-44",
      "n": 2
    },
    {
      "week": "2026-18",
      "n": 2
    }
  ],
  "_tags": [],
  "_bioc": [
    {
      "branch": "devel",
      "version": "2.45.0",
      "bioc": "3.24",
      "repository": "bioc"
    },
    {
      "branch": "release",
      "version": "2.44.0",
      "bioc": "3.23",
      "repository": "bioc"
    }
  ],
  "_topics": [
    "geneexpression",
    "classification",
    "genesetenrichment"
  ],
  "_userbio": {
    "uuid": 2286807,
    "type": "organization",
    "name": "Bioconductor",
    "followers": 482,
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
  "_downloads": {
    "count": 621,
    "source": "https://www.bioconductor.org/packages/stats/bioc/SigCheck"
  },
  "_mentions": 1,
  "_searchresults": 6,
  "_abi": {
    "exports": [
      {
        "key": "SigCheck::SigCheckObject",
        "hash": "f39ef2124f7dfdbb"
      },
      {
        "key": "SigCheck::generic:annotation",
        "hash": "c2a19b6e37d179e2"
      },
      {
        "key": "SigCheck::generic:checkType",
        "hash": "2b6481927af8b2c5"
      },
      {
        "key": "SigCheck::generic:classes",
        "hash": "528248c237149e1a"
      },
      {
        "key": "SigCheck::generic:classifier",
        "hash": "c901c68d9cc11a67"
      },
      {
        "key": "SigCheck::generic:classifierMethod",
        "hash": "9842b6fa6f52f2a8"
      },
      {
        "key": "SigCheck::generic:confusion",
        "hash": "89a0eea73d34049c"
      },
      {
        "key": "SigCheck::generic:modePerformance",
        "hash": "8991bbe98bcee9be"
      },
      {
        "key": "SigCheck::generic:modeVal",
        "hash": "136b64754fc9e934"
      },
      {
        "key": "SigCheck::generic:sigPerformance",
        "hash": "dab904ce05cb667a"
      },
      {
        "key": "SigCheck::generic:signature",
        "hash": "34319c3553c950e6"
      },
      {
        "key": "SigCheck::generic:survival",
        "hash": "e5bea895012b7f73"
      },
      {
        "key": "SigCheck::generic:survivalClassificationScore",
        "hash": "b83628b6b5525799"
      },
      {
        "key": "SigCheck::generic:survivalConfusionMatrix",
        "hash": "26197e894030adac"
      },
      {
        "key": "SigCheck::generic:survivalMethod",
        "hash": "43d0e1da38125269"
      },
      {
        "key": "SigCheck::generic:survivalPval",
        "hash": "a0e602f09bd2e890"
      },
      {
        "key": "SigCheck::generic:survivalScores",
        "hash": "d22f3e91b0eb691e"
      },
      {
        "key": "SigCheck::generic:survivalTrainingClassificationScore",
        "hash": "0af18e7d5e4640ef"
      },
      {
        "key": "SigCheck::generic:survivalTrainingConfusionMatrix",
        "hash": "1313d881f437a1fd"
      },
      {
        "key": "SigCheck::generic:survivalTrainingPval",
        "hash": "211e2144ef5b6116"
      },
      {
        "key": "SigCheck::generic:survivalTrainingScores",
        "hash": "8680a16c4a2b8078"
      },
      {
        "key": "SigCheck::generic:survivalType",
        "hash": "7e3ef1bbcfdadb70"
      },
      {
        "key": "SigCheck::generic:threshold",
        "hash": "a5ec3bc7eb179da3"
      },
      {
        "key": "SigCheck::generic:timeUnits",
        "hash": "23c1e59ee5087d4a"
      },
      {
        "key": "SigCheck::generic:validationSamples",
        "hash": "dc7bb254e7f9feb0"
      }
    ],
    "imports": [
      {
        "key": "Biobase::ExpressionSet",
        "hash": "977be3a5f37731d2"
      },
      {
        "key": "Biobase::Versioned",
        "hash": "85bb92eb18e2854f"
      },
      {
        "key": "Biobase::VersionedBiobase",
        "hash": "13a8ac2c79a1328e"
      },
      {
        "key": "Biobase::eSet",
        "hash": "f5a727537605d4e0"
      }
    ]
  },
  "_rbuild": "4.6.2",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/SigCheck.html"
  ],
  "_realowner": "bioc",
  "_cranurl": false,
  "_exports": [
    "sigCheck",
    "sigCheckAll",
    "sigCheckKnown",
    "sigCheckPermuted",
    "sigCheckPlot",
    "sigCheckRandom"
  ],
  "_datasets": [
    {
      "name": "knownSignatures",
      "title": "Previously identified gene signatures for use in 'sigCheckKnown'",
      "object": "knownSignatures",
      "file": "knownSignatures.RData",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "nkiResults",
      "title": "Precomputed list of results for a call to 'sigCheckAll' using the 'breastCancerNKI' dataset.",
      "object": "nkiResults",
      "file": "nkiResults.RData",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "SigCheck-package",
      "title": "Check a gene signature's survival and/or classification performance against random signatures, known signatures, and permuted data/metadata.",
      "topics": [
        "SigCheck-package",
        "SigCheck"
      ]
    },
    {
      "page": "classifyResults",
      "title": "Precomputed list of results for a calls to 'sigCheckRandom' and 'sigCheckKnown' using the 'breastCancerNKI' dataset.",
      "topics": [
        "classifyResults"
      ]
    },
    {
      "page": "knownSignatures",
      "title": "Previously identified gene signatures for use in 'sigCheckKnown'",
      "topics": [
        "knownSignatures",
        "resultsNKI"
      ]
    },
    {
      "page": "nkiResults",
      "title": "Precomputed list of results for a call to 'sigCheckAll' using the 'breastCancerNKI' dataset.",
      "topics": [
        "nkiResults"
      ]
    },
    {
      "page": "sigCheck",
      "title": "Create a 'SigCheckObject' and establish baseline performance.",
      "topics": [
        "sigCheck"
      ]
    },
    {
      "page": "sigCheckAll",
      "title": "Run a default set of checks on a gene signature.",
      "topics": [
        "sigCheckAll"
      ]
    },
    {
      "page": "sigCheckKnown",
      "title": "Check signature performance against a panel of known signatures.",
      "topics": [
        "sigCheckKnown"
      ]
    },
    {
      "page": "SigCheckObject-class",
      "title": "Class '\"SigCheckObject\"'",
      "topics": [
        "SigCheckObject",
        "SigCheckObject-class"
      ]
    },
    {
      "page": "sigCheckPermuted",
      "title": "Check signature performance against performance on randomly permuted data.",
      "topics": [
        "sigCheckPermuted"
      ]
    },
    {
      "page": "sigCheckPlot",
      "title": "Plot results of a signature check or set of checks",
      "topics": [
        "sigCheckPlot"
      ]
    },
    {
      "page": "sigCheckRandom",
      "title": "Check signature performance against signatures composed of randomly selected features",
      "topics": [
        "sigCheckRandom"
      ]
    }
  ],
  "_rundeps": [
    "abind",
    "annotate",
    "AnnotationDbi",
    "askpass",
    "assertthat",
    "base64enc",
    "BH",
    "Biobase",
    "BiocBaseUtils",
    "BiocGenerics",
    "BiocParallel",
    "Biostrings",
    "bit",
    "bit64",
    "blob",
    "bslib",
    "cachem",
    "class",
    "cli",
    "cluster",
    "codetools",
    "commonmark",
    "cpp11",
    "crayon",
    "crosstalk",
    "curl",
    "DBI",
    "DelayedArray",
    "DEoptimR",
    "digest",
    "diptest",
    "dplyr",
    "e1071",
    "evaluate",
    "fastmap",
    "flexmix",
    "fontawesome",
    "formatR",
    "fpc",
    "fs",
    "futile.logger",
    "futile.options",
    "gbm",
    "gdata",
    "genefilter",
    "generics",
    "GenomicRanges",
    "ggvis",
    "glue",
    "gtools",
    "highr",
    "htmltools",
    "htmlwidgets",
    "httpuv",
    "httr",
    "hwriter",
    "igraph",
    "IRanges",
    "jquerylib",
    "jsonlite",
    "KEGGREST",
    "kernlab",
    "knitr",
    "lambda.r",
    "later",
    "lattice",
    "lazyeval",
    "lifecycle",
    "magrittr",
    "MASS",
    "Matrix",
    "MatrixGenerics",
    "matrixStats",
    "mclust",
    "memoise",
    "mime",
    "mlbench",
    "MLInterfaces",
    "modeltools",
    "nnet",
    "openssl",
    "otel",
    "pillar",
    "pkgconfig",
    "pls",
    "png",
    "prabclus",
    "promises",
    "proxy",
    "R6",
    "rappdirs",
    "RColorBrewer",
    "Rcpp",
    "rlang",
    "rmarkdown",
    "robustbase",
    "rpart",
    "RSQLite",
    "S4Arrays",
    "S4Vectors",
    "sass",
    "Seqinfo",
    "sfsmisc",
    "shiny",
    "snow",
    "sourcetools",
    "SparseArray",
    "SummarizedExperiment",
    "survival",
    "sys",
    "threejs",
    "tibble",
    "tidyselect",
    "tinytex",
    "utf8",
    "vctrs",
    "withr",
    "xfun",
    "XML",
    "xtable",
    "XVector",
    "yaml"
  ],
  "_vignettes": [
    {
      "source": "SigCheck.Rnw",
      "filename": "SigCheck.pdf",
      "title": "Checking gene expression signatures against random and known signatures with SigCheck",
      "engine": "utils::Sweave",
      "headings": [
        "1 Introduction",
        "2 Example dataset: NKI Breast Cancer Data and the van't Veer Signature",
        "3 Example: Survival analysis",
        "4 Example: Classification Analysis",
        "5 Technical notes",
        "6 Acknowledgements",
        "7 Session Info"
      ],
      "created": "2022-12-09 15:51:18",
      "modified": "2025-02-14 12:17:23",
      "commits": 2
    }
  ],
  "_score": 3.3010299956639813,
  "_indexed": true,
  "_nocasepkg": "sigcheck",
  "_universes": [
    "bioc"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.45.0",
      "date": "2026-11-01T14:39:41.000Z",
      "distro": "resolute",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/fca2c2d96723de1f7f93789e6737847a845ac108ce84c9e5da92cb536af069cc",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    },
    {
      "r": "4.6.2",
      "os": "linux",
      "version": "2.45.0",
      "date": "2026-11-01T14:39:37.000Z",
      "distro": "resolute",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/1f5da6f5718c3f213f6bc623704084a9866d738b4662299ff656254f3b384917",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.45.0",
      "date": "2026-11-01T17:25:33.000Z",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/9238608a26225bd2e284a128292ebb51cb2e65923b0ed4f2669755eeb883ba7f",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    },
    {
      "r": "4.6.2",
      "os": "mac",
      "version": "2.45.0",
      "date": "2026-11-01T17:25:39.000Z",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/9bc28facd52b08acc590c4e97c7ed0ad565a9563ed38ac28ceac4273ce26f8e1",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "2.45.0",
      "date": "2026-11-01T14:38:22.000Z",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/f12020a7232f2fe56c4aab1785fe1801f7577b58effcac3211656656aa928954",
      "status": "success",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "2.45.0",
      "date": "2026-11-01T14:22:43.000Z",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/f81d4a183f9026392948fb4ed4fa8ad8488b3f107f463a1b08a235308b8709bc",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "2.45.0",
      "date": "2026-11-01T14:22:29.000Z",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/225772190741cc8bd3ea80ba60c2ea3a04daf4b8d001397ab515f18601cc8276",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    },
    {
      "r": "4.6.2",
      "os": "win",
      "version": "2.45.0",
      "date": "2026-11-01T14:22:30.000Z",
      "commit": "0a235570236b75015684ac407024a05ab2686430",
      "fileid": "https://r2.ropensci.org/68c69e9b12f42c416f86d661184a21d2a50e4c210102ac12ef60777b2ed15f25",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/41310753268"
    }
  ]
}