{
  "_id": "6ae771a42e87f76f20acd368",
  "Package": "qusage",
  "Version": "2.47.0",
  "Date": "2013-01-20",
  "Title": "qusage: Quantitative Set Analysis for Gene Expression",
  "Authors@R": "c(person(\"Christopher Bolen\", \"Developer\", role = c(\"aut\",\n\"cre\"), email = \"cbolen1@gmail.com\"), person(\"Gur Yaari\",\n\"Developer\", role = \"aut\"), person(\"Juilee Thakar\",\n\"Developer\", role = \"aut\"), person(\"Hailong Meng\",\n\"Developer\", role = \"aut\"), person(\"Jacob Turner\",\n\"Developer\", role = \"aut\"), person(\"Derek Blankenship\",\n\"Developer\", role = \"aut\"), person(\"Steven Kleinstein\",\n\"Developer\", role = \"aut\"))",
  "Author": "Christopher Bolen and Gur Yaari, with contributions from Juilee\nThakar, Hailong Meng, Jacob Turner, Derek Blankenship, and\nSteven Kleinstein",
  "Maintainer": "Christopher Bolen <cbolen1@gmail.com>",
  "Description": "This package is an implementation the Quantitative Set\nAnalysis for Gene Expression (QuSAGE) method described in\n(Yaari G. et al, Nucl Acids Res, 2013). This is a novel Gene\nSet Enrichment-type test, which is designed to provide a\nfaster, more accurate, and easier to understand test for gene\nexpression studies. qusage accounts for inter-gene correlations\nusing the Variance Inflation Factor technique proposed by Wu et\nal. (Nucleic Acids Res, 2012). In addition, rather than simply\nevaluating the deviation from a null hypothesis with a single\nnumber (a P value), qusage quantifies gene set activity with a\ncomplete probability density function (PDF). From this PDF, P\nvalues and confidence intervals can be easily extracted.\nPreserving the PDF also allows for post-hoc analysis (e.g.,\npair-wise comparisons of gene set activity) while maintaining\nstatistical traceability. Finally, while qusage is compatible\nwith individual gene statistics from existing methods (e.g.,\nLIMMA), a Welch-based method is implemented that is shown to\nimprove specificity. The QuSAGE package also includes a mixed\neffects model implementation, as described in (Turner JA et al,\nBMC Bioinformatics, 2015), and a meta-analysis framework as\ndescribed in (Meng H, et al. PLoS Comput Biol. 2019). For\nquestions, contact Chris Bolen (cbolen1@gmail.com) or Steven\nKleinstein (steven.kleinstein@yale.edu)",
  "License": "GPL (>= 2)",
  "URL": "http://clip.med.yale.edu/qusage",
  "biocViews": "GeneSetEnrichment, Microarray, RNASeq, Software,\nImmunoOncology",
  "Config/pak/sysreqs": "libfftw3-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-04-28 12:38:06 UTC",
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    "getXcoords",
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    "newQSarray",
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    "numPathways",
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    "plotCIs",
    "plotCIsGenes",
    "plotCombinedPDF",
    "plotDensityCurves",
    "plotGeneSetDistributions",
    "print",
    "qgen",
    "qsTable",
    "qusage",
    "read.gmt",
    "summary",
    "twoCurve.pVal",
    "twoWay.pVal"
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      "name": "BTM.geneSets",
      "title": "Example Gene Sets",
      "object": "GeneSets",
      "file": "GeneSets.RData",
      "class": [
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      ],
      "fields": [],
      "table": false,
      "tojson": true
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    {
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      "object": "fluExample",
      "file": "fluExample.RData",
      "class": [
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        "array"
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      "table": true,
      "tojson": true
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    {
      "name": "flu.meta",
      "title": "Example gene expression set",
      "object": "fluExample",
      "file": "fluExample.RData",
      "class": [
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      ],
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        "Subject",
        "Hours",
        "Hours.Numeric",
        "Condition",
        "Gender",
        "Age"
      ],
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      "table": true,
      "tojson": true
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    {
      "name": "fluVaccine",
      "title": "Gene expression sets from Flu Vaccine trials",
      "object": "fluVaccine",
      "file": "fluVaccine.RData",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ISG.geneSet",
      "title": "Example Gene Sets",
      "object": "GeneSets",
      "file": "GeneSets.RData",
      "class": [
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      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "MSIG.geneSets",
      "title": "Example Gene Sets",
      "object": "GeneSets",
      "file": "GeneSets.RData",
      "class": [
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      ],
      "fields": [],
      "table": false,
      "tojson": true
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  "_help": [
    {
      "page": "aggregateGeneSet",
      "title": "Calculate Pathway Activation",
      "topics": [
        "aggregateGeneSet"
      ]
    },
    {
      "page": "calcBayesCI",
      "title": "Calculate pathway Confidence Intervals",
      "topics": [
        "calcBayesCI"
      ]
    },
    {
      "page": "calcVIF",
      "title": "Calculate Variance Inflation Factor",
      "topics": [
        "calcVIF"
      ]
    },
    {
      "page": "combinePDFs",
      "title": "Combine PDFs from multiple QuSAGE comparisons",
      "topics": [
        "combinePDFs"
      ]
    },
    {
      "page": "eset.full",
      "title": "Example gene expression set",
      "topics": [
        "eset.full",
        "flu.meta",
        "fluExample"
      ]
    },
    {
      "page": "fluVaccine",
      "title": "Gene expression sets from Flu Vaccine trials",
      "topics": [
        "fluVaccine"
      ]
    },
    {
      "page": "GeneSets",
      "title": "Example Gene Sets",
      "topics": [
        "BTM.geneSets",
        "GeneSets",
        "ISG.geneSet",
        "MSIG.geneSets"
      ]
    },
    {
      "page": "getXcoords",
      "title": "Get the X coordinates for the points of the PDF",
      "topics": [
        "getXcoords"
      ]
    },
    {
      "page": "makeComparison",
      "title": "Compare Genes Between Two Groups",
      "topics": [
        "makeComparison"
      ]
    },
    {
      "page": "newQSarray",
      "title": "The qusage Array Object",
      "topics": [
        "newQSarray"
      ]
    },
    {
      "page": "plotCIs",
      "title": "Plot Pathway Mean and Confidence Intervals",
      "topics": [
        "plotCIs"
      ]
    },
    {
      "page": "plotCIsGenes",
      "title": "Plot Gene Mean and Confidence Intervals",
      "topics": [
        "plotCIsGenes"
      ]
    },
    {
      "page": "plotCombinedPDF",
      "title": "Plot combined PDF for an individual pathway",
      "topics": [
        "plotCombinedPDF"
      ]
    },
    {
      "page": "plotDensityCurves",
      "title": "Plot gene set PDFs",
      "topics": [
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    },
    {
      "page": "plotGeneSetDistributions",
      "title": "Plot gene and gene set PDFs",
      "topics": [
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      ]
    },
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      "title": "Calculate p-values for gene set activity",
      "topics": [
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        "pdf.pVal",
        "twoCurve.pVal",
        "twoWay.pVal"
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      "topics": [
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        "head,QSarray-method",
        "numFeatures",
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      "title": "Summary of QSarray Results",
      "topics": [
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      ]
    },
    {
      "page": "qusage",
      "title": "Run qusage on an expression dataset",
      "topics": [
        "qusage"
      ]
    },
    {
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      "title": "Read in gene set information from .gmt files",
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        "A Simple Example",
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        "Meta-Analysis with qusage",
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      "created": "2013-09-06 21:06:45",
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