{
  "_id": "6a1ae5c01d7bb097a09f007b",
  "Package": "MPRAnalyze",
  "Type": "Package",
  "Title": "Statistical Analysis of MPRA data",
  "Version": "1.31.0",
  "Authors@R": "c(\nperson('Tal', 'Ashuach', NULL, 'tal_ashuach@berkeley.edu', c('aut', 'cre')),\nperson('David S', 'Fischer', NULL, 'david.fischer@helmholtz-muenchen.de', 'aut'),\nperson('Anat', 'Kriemer', NULL, 'anat.kreimer@gmail.com', 'ctb'),\nperson('Fabian', 'Theis', NULL, 'fabian.theis@helmholtz-muenchen.de', 'ctb'),\nperson('Nir', 'Yosef', NULL, 'niryosef@berkeley.edu', 'ctb'))",
  "Author": "Tal Ashuach [aut, cre], David S Fischer [aut], Anat Kriemer\n[ctb], Fabian J Theis [ctb], Nir Yosef [ctb],",
  "Maintainer": "Tal Ashuach <tal_ashuach@berkeley.edu>",
  "Description": "MPRAnalyze provides statistical framework for the analysis\nof data generated by Massively Parallel Reporter Assays\n(MPRAs), used to directly measure enhancer activity. MPRAnalyze\ncan be used for quantification of enhancer activity,\nclassification of active enhancers and comparative analyses of\nenhancer activity between conditions. MPRAnalyze construct a\nnested pair of generalized linear models (GLMs) to relate the\nDNA and RNA observations, easily adjustable to various\nexperimental designs and conditions, and provides a set of\nrigorous statistical testig schemes.",
  "License": "GPL-3",
  "Encoding": "UTF-8",
  "biocViews": "ImmunoOncology, Software, StatisticalMethod, Sequencing,\nGeneExpression, CellBiology, CellBasedAssays,\nDifferentialExpression, ExperimentalDesign, Classification",
  "ByteCompile": "true",
  "BugReports": "https://github.com/YosefLab/MPRAnalyze",
  "URL": "https://github.com/YosefLab/MPRAnalyze",
  "RoxygenNote": "7.1.1",
  "VignetteBuilder": "knitr",
  "Config/pak/sysreqs": "zlib1g-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-04-28 12:48:51 UTC",
  "RemoteUrl": "https://github.com/bioc/MPRAnalyze",
  "RemoteRef": "HEAD",
  "RemoteSha": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-30 09:36:19 UTC",
    "User": "root"
  },
  "MD5sum": "822ee01d5e6bf8c81833ed252570a5b1",
  "_user": "bioc",
  "_type": "src",
  "_file": "MPRAnalyze_1.31.0.tar.gz",
  "_fileid": "778aa60e6f8d5ef6c183b35521565e44ebac855bc6f934b8d8efefb913afae83",
  "_filesize": 498007,
  "_sha256": "778aa60e6f8d5ef6c183b35521565e44ebac855bc6f934b8d8efefb913afae83",
  "_created": "2026-05-30T09:36:19.000Z",
  "_published": "2026-05-30T13:27:28.536Z",
  "_jobs": [
    {
      "job": 78640073436,
      "time": 162,
      "config": "bioc-checks",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7307324757"
    },
    {
      "job": 78640073438,
      "time": 279,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7307332831"
    },
    {
      "job": 78640073435,
      "time": 306,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7307337711"
    },
    {
      "job": 78640073450,
      "time": 183,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7308507190"
    },
    {
      "job": 78640073432,
      "time": 144,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7308499240"
    },
    {
      "job": 78639438001,
      "time": 250,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7307225873"
    },
    {
      "job": 78640073429,
      "time": 123,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7307318046"
    },
    {
      "job": 78640073430,
      "time": 214,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "OK",
      "artifact": "7307323874"
    },
    {
      "job": 78640073448,
      "time": 208,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "OK",
      "artifact": "7307323261"
    },
    {
      "job": 78640073443,
      "time": 207,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7307323183"
    }
  ],
  "_bioccheck": {
    "error": 0,
    "warning": 0,
    "note": 12
  },
  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/bioc/MPRAnalyze",
  "_commit": {
    "id": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
    "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": 1777380531
  },
  "_maintainer": {
    "name": "Tal Ashuach",
    "email": "tal_ashuach@berkeley.edu"
  },
  "_distro": "noble",
  "_registered": true,
  "_dependencies": [
    {
      "package": "BiocParallel",
      "role": "Imports"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "progress",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "SummarizedExperiment",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    }
  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-44",
      "n": 2
    },
    {
      "week": "2026-18",
      "n": 2
    }
  ],
  "_tags": [],
  "_bioc": [
    {
      "branch": "devel",
      "version": "1.31.0",
      "bioc": "3.24"
    },
    {
      "branch": "release",
      "version": "1.30.0",
      "bioc": "3.23"
    }
  ],
  "_topics": [
    "immunooncology",
    "software",
    "statisticalmethod",
    "sequencing",
    "geneexpression",
    "cellbiology",
    "cellbasedassays",
    "differentialexpression",
    "experimentaldesign",
    "classification"
  ],
  "_stars": 12,
  "_contributors": [
    {
      "user": "talashuach",
      "count": 164,
      "uuid": 22898826
    },
    {
      "user": "nturaga",
      "count": 8,
      "uuid": 2746443
    },
    {
      "user": "davidsebfischer",
      "count": 2,
      "uuid": 11200205
    },
    {
      "user": "vobencha",
      "count": 2,
      "uuid": 2466173
    },
    {
      "user": "kayla-morrell",
      "count": 1,
      "uuid": 32339524
    }
  ],
  "_userbio": {
    "uuid": 2286807,
    "type": "organization",
    "name": "Bioconductor",
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
  "_downloads": {
    "count": 328,
    "source": "https://www.bioconductor.org/packages/stats/bioc/MPRAnalyze"
  },
  "_mentions": 5,
  "_devurl": "https://github.com/yoseflab/mpranalyze",
  "_searchresults": 46,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/MPRAnalyze.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/yoseflab/mpranalyze",
  "_realowner": "bioc",
  "_cranurl": false,
  "_exports": [
    "analyzeComparative",
    "analyzeQuantification",
    "controls",
    "dnaAnnot",
    "dnaCounts",
    "dnaDepth",
    "estimateDepthFactors",
    "getAlpha",
    "getDistrParam_DNA",
    "getDistrParam_RNA",
    "getFits_DNA",
    "getFits_RNA",
    "getModelParameters_DNA",
    "getModelParameters_RNA",
    "model",
    "MpraObject",
    "rnaAnnot",
    "rnaCounts",
    "rnaDepth",
    "rowAnnot",
    "setDepthFactors",
    "setModel",
    "simulateMPRA",
    "testCoefficient",
    "testEmpirical",
    "testLrt"
  ],
  "_datasets": [
    {
      "name": "ce.colAnnot",
      "title": "Sample MPRA data",
      "object": "ChrEpi",
      "file": "ChrEpi.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "batch",
        "condition",
        "barcode"
      ],
      "rows": 40,
      "table": true,
      "tojson": true
    },
    {
      "name": "ce.control",
      "title": "Sample MPRA data",
      "object": "ChrEpi",
      "file": "ChrEpi.rda",
      "class": [
        "logical"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    },
    {
      "name": "ce.dnaCounts",
      "title": "Sample MPRA data",
      "object": "ChrEpi",
      "file": "ChrEpi.rda",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
        "MT.1.001",
        "MT.1.002",
        "MT.1.003",
        "MT.1.004",
        "MT.1.005",
        "MT.1.006",
        "MT.1.007",
        "MT.1.008",
        "MT.1.009",
        "MT.1.010",
        "MT.2.001",
        "MT.2.002",
        "MT.2.003",
        "MT.2.004",
        "MT.2.005",
        "MT.2.006",
        "MT.2.007",
        "MT.2.008",
        "MT.2.009",
        "MT.2.010",
        "WT.1.001",
        "WT.1.002",
        "WT.1.003",
        "WT.1.004",
        "WT.1.005",
        "WT.1.006",
        "WT.1.007",
        "WT.1.008",
        "WT.1.009",
        "WT.1.010",
        "WT.2.001",
        "WT.2.002",
        "WT.2.003",
        "WT.2.004",
        "WT.2.005",
        "WT.2.006",
        "WT.2.007",
        "WT.2.008",
        "WT.2.009",
        "WT.2.010"
      ],
      "rows": 110,
      "table": true,
      "tojson": true
    },
    {
      "name": "ce.rnaCounts",
      "title": "Sample MPRA data",
      "object": "ChrEpi",
      "file": "ChrEpi.rda",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
        "MT.1.001",
        "MT.1.002",
        "MT.1.003",
        "MT.1.004",
        "MT.1.005",
        "MT.1.006",
        "MT.1.007",
        "MT.1.008",
        "MT.1.009",
        "MT.1.010",
        "MT.2.001",
        "MT.2.002",
        "MT.2.003",
        "MT.2.004",
        "MT.2.005",
        "MT.2.006",
        "MT.2.007",
        "MT.2.008",
        "MT.2.009",
        "MT.2.010",
        "WT.1.001",
        "WT.1.002",
        "WT.1.003",
        "WT.1.004",
        "WT.1.005",
        "WT.1.006",
        "WT.1.007",
        "WT.1.008",
        "WT.1.009",
        "WT.1.010",
        "WT.2.001",
        "WT.2.002",
        "WT.2.003",
        "WT.2.004",
        "WT.2.005",
        "WT.2.006",
        "WT.2.007",
        "WT.2.008",
        "WT.2.009",
        "WT.2.010"
      ],
      "rows": 110,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "analyzeComparative",
      "title": "Run a comparative analysis between conditions",
      "topics": [
        "analyzeComparative"
      ]
    },
    {
      "page": "analyzeQuantification",
      "title": "Perform quantitative analysis on the MPRA data. This analysis aims to determine which sequences have a regulatory function, when no condition is being tested.",
      "topics": [
        "analyzeQuantification"
      ]
    },
    {
      "page": "ChrEpi",
      "title": "Sample MPRA data",
      "topics": [
        "ce.colAnnot",
        "ce.control",
        "ce.dnaCounts",
        "ce.rnaCounts",
        "ChrEpi"
      ]
    },
    {
      "page": "estimateDepthFactors",
      "title": "estimate library size correction factors",
      "topics": [
        "estimateDepthFactors"
      ]
    },
    {
      "page": "getAlpha",
      "title": "return the fitted value for the transcription rate.",
      "topics": [
        "getAlpha"
      ]
    },
    {
      "page": "getDistrParam",
      "title": "Get model distribution parameters from an MpraObject of a given candidate enhancer",
      "topics": [
        "getDistrParam_DNA",
        "getDistrParam_RNA"
      ]
    },
    {
      "page": "getFits_DNA",
      "title": "Get DNA model-based estimates from an MpraObject (the expected values based on the model). These can be compared with the observed counts to assess goodness of fit.",
      "topics": [
        "getFits_DNA"
      ]
    },
    {
      "page": "getFits_RNA",
      "title": "Get RNA model-based estimates from an MpraObject (the expected values based on the model). These can be compared with the observed counts to assess goodness of fit.",
      "topics": [
        "getFits_RNA"
      ]
    },
    {
      "page": "extractModelParameters",
      "title": "extract the DNA model parameters",
      "topics": [
        "extractModelParameters_DNA",
        "extractModelParameters_RNA",
        "getModelParameters_DNA",
        "getModelParameters_RNA"
      ]
    },
    {
      "page": "MpraObject",
      "title": "MpraObject",
      "topics": [
        "controls",
        "controls,MpraObject-method",
        "dnaAnnot",
        "dnaAnnot,MpraObject-method",
        "dnaCounts",
        "dnaCounts,MpraObject-method",
        "dnaDepth",
        "dnaDepth,MpraObject-method",
        "model",
        "model,MpraObject-method",
        "MpraObject",
        "MpraObject,matrix-method",
        "MpraObject,SummarizedExperiment-method",
        "rnaAnnot",
        "rnaAnnot,MpraObject-method",
        "rnaCounts",
        "rnaCounts,MpraObject-method",
        "rnaDepth",
        "rnaDepth,MpraObject-method",
        "rowAnnot",
        "rowAnnot,MpraObject-method"
      ]
    },
    {
      "page": "setDepthFactors",
      "title": "Manually set library depth correction factors",
      "topics": [
        "setDepthFactors"
      ]
    },
    {
      "page": "setModel",
      "title": "Set the distributional model used. Default is gamma.pois, and is recommended. Other supoprted models are ln.nb in which the DNA follows a log-normal distribution and the RNA follows a negative binomial, and ln.ln in which both follow log-normal distributions. To use alternative distributional models, use this function before fitting the model.",
      "topics": [
        "setModel"
      ]
    },
    {
      "page": "simulateMPRA",
      "title": "Simulate an MPRA dataset",
      "topics": [
        "simulateMPRA"
      ]
    },
    {
      "page": "testCoefficient",
      "title": "Calculate the significance of a factor in the regression model",
      "topics": [
        "testCoefficient"
      ]
    },
    {
      "page": "testEmpirical",
      "title": "test for significant activity (quantitative analysis) using various empirical tests (see details)",
      "topics": [
        "testEmpirical"
      ]
    },
    {
      "page": "testLrt",
      "title": "Calculate likelihood ratio test for the specific nested model",
      "topics": [
        "testLrt"
      ]
    }
  ],
  "_readme": "https://github.com/bioc/MPRAnalyze/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "BH",
    "Biobase",
    "BiocGenerics",
    "BiocParallel",
    "cli",
    "codetools",
    "cpp11",
    "crayon",
    "DelayedArray",
    "formatR",
    "futile.logger",
    "futile.options",
    "generics",
    "GenomicRanges",
    "glue",
    "hms",
    "IRanges",
    "lambda.r",
    "lattice",
    "lifecycle",
    "Matrix",
    "MatrixGenerics",
    "matrixStats",
    "pkgconfig",
    "prettyunits",
    "progress",
    "R6",
    "rlang",
    "S4Arrays",
    "S4Vectors",
    "Seqinfo",
    "snow",
    "SparseArray",
    "SummarizedExperiment",
    "vctrs",
    "XVector"
  ],
  "_vignettes": [
    {
      "source": "vignette.Rmd",
      "filename": "vignette.html",
      "title": "Analyzing MPRA data with MPRAnalyze",
      "author": "Tal Ashuach",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Setup",
        "Formatting the data",
        "Creating an MpraObject object",
        "Library size normalization",
        "Model Design",
        "DNA design of paired factors only",
        "including barcode annotations in the design",
        "Type of analysis",
        "Modeling barcodes in the DNA model only",
        "Quantification Analysis",
        "Comparative Analysis",
        "Allelic Comparison / Mutagensis Analyses",
        "scalable mode (from version 1.7.0)"
      ],
      "created": "2018-05-13 16:30:08",
      "modified": "2020-08-21 07:23:35",
      "commits": 9
    }
  ],
  "_score": 7.042969073393181,
  "_indexed": true,
  "_nocasepkg": "mpranalyze",
  "_universes": [
    "bioc",
    "yoseflab"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.31.0",
      "date": "2026-05-30T09:52:20.000Z",
      "distro": "noble",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "b92948d6fcf6f78da20b8969b4cd483847404f5a170fbc0f182899d9054ae7f4",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "1.31.0",
      "date": "2026-05-30T09:53:24.000Z",
      "distro": "noble",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "7654f837c53ae7b31ab65cb72798a7bec74d3cfa7eb51c66813895bc18cbab46",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.31.0",
      "date": "2026-05-30T13:25:28.000Z",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "1623aac002d2920ac1b7a1885b2f72e0684951ca920b97f3772bf68450278360",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "1.31.0",
      "date": "2026-05-30T13:24:27.000Z",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "9f42c080c1c1f727ec62ac69256c13bb8178c2631b77aeed1a0051f6d389bfe9",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.31.0",
      "date": "2026-05-30T09:52:02.000Z",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "4e9fa47ba7054f14b9dfb8dab7c123ff2f496fb1261a87b512b6033fdbd3a785",
      "status": "success",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.31.0",
      "date": "2026-05-30T09:50:51.000Z",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "29e6392e616019e3fb6adfc85e2d9445c7c86bcf51d9ec421411efda9876112e",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.31.0",
      "date": "2026-05-30T09:50:32.000Z",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "4e47dbeb048102f01348d05c90c42e28db62a8a41563988d73b0efd4d5ac21c3",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "1.31.0",
      "date": "2026-05-30T09:50:37.000Z",
      "commit": "cd479d72eef454ef3deb08d414f53aeecf92b1f4",
      "fileid": "e0942b4defa65c4714b7c141cb1c368065a99a0bcc8c0abf59d80c1bf98e6d72",
      "status": "success",
      "check": "OK",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/26675904178"
    }
  ]
}