{
  "_id": "6a196808acfb0bcc41de844b",
  "Package": "BiSeq",
  "Type": "Package",
  "Title": "Processing and analyzing bisulfite sequencing data",
  "Version": "1.53.0",
  "Date": "2025-07-24",
  "Author": "Katja Hebestreit, Hans-Ulrich Klein",
  "Maintainer": "Katja Hebestreit <katja.hebestreit@gmail.com>",
  "Description": "The BiSeq package provides useful classes and functions to\nhandle and analyze targeted bisulfite sequencing (BS) data such\nas reduced-representation bisulfite sequencing (RRBS) data. In\nparticular, it implements an algorithm to detect differentially\nmethylated regions (DMRs). The package takes already aligned BS\ndata from one or multiple samples.",
  "License": "LGPL-3",
  "biocViews": "Genetics, Sequencing, MethylSeq, DNAMethylation",
  "Config/pak/sysreqs": "make libbz2-dev liblzma-dev libpng-dev libxml2-dev\nlibssl-dev xz-utils zlib1g-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-04-28 12:37:40 UTC",
  "RemoteUrl": "https://github.com/bioc/BiSeq",
  "RemoteRef": "HEAD",
  "RemoteSha": "773a1eaf9f126a5919cd27316c3d9a03cdb70516",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-29 08:32:23 UTC",
    "User": "root"
  },
  "MD5sum": "ddef9cfd210d15bb4be0ee79e30a8eff",
  "_user": "bioc",
  "_type": "src",
  "_file": "BiSeq_1.53.0.tar.gz",
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  "_filesize": 1214758,
  "_sha256": "17d63e1400ec07eef3a790157e4d6d58f5252f25ad4b7050e087eb6f65188d25",
  "_created": "2026-05-29T08:32:23.000Z",
  "_published": "2026-05-29T10:18:48.795Z",
  "_jobs": [
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  "_bioccheck": {
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    "warning": 3,
    "note": 18
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  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/26626792037",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/bioc/BiSeq",
  "_commit": {
    "id": "773a1eaf9f126a5919cd27316c3d9a03cdb70516",
    "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": 1777379860
  },
  "_maintainer": {
    "name": "Katja Hebestreit",
    "email": "katja.hebestreit@gmail.com",
    "login": "katjahebestreit",
    "description": "",
    "uuid": 8365428
  },
  "_distro": "noble",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5.0",
      "role": "Depends"
    },
    {
      "package": "methods",
      "role": "Depends"
    },
    {
      "package": "S4Vectors",
      "role": "Depends"
    },
    {
      "package": "IRanges",
      "version": ">= 1.17.24",
      "role": "Depends"
    },
    {
      "package": "GenomicRanges",
      "role": "Depends"
    },
    {
      "package": "SummarizedExperiment",
      "version": ">= 0.2.0",
      "role": "Depends"
    },
    {
      "package": "Formula",
      "role": "Depends"
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    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "BiocGenerics",
      "role": "Imports"
    },
    {
      "package": "Biobase",
      "role": "Imports"
    },
    {
      "package": "S4Vectors",
      "role": "Imports"
    },
    {
      "package": "IRanges",
      "role": "Imports"
    },
    {
      "package": "Seqinfo",
      "role": "Imports"
    },
    {
      "package": "GenomicRanges",
      "role": "Imports"
    },
    {
      "package": "SummarizedExperiment",
      "role": "Imports"
    },
    {
      "package": "rtracklayer",
      "role": "Imports"
    },
    {
      "package": "parallel",
      "role": "Imports"
    },
    {
      "package": "betareg",
      "role": "Imports"
    },
    {
      "package": "lokern",
      "role": "Imports"
    },
    {
      "package": "Formula",
      "role": "Imports"
    },
    {
      "package": "globaltest",
      "role": "Imports"
    }
  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-30",
      "n": 1
    },
    {
      "week": "2025-44",
      "n": 2
    },
    {
      "week": "2026-18",
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  ],
  "_tags": [],
  "_bioc": [
    {
      "branch": "devel",
      "version": "1.53.0",
      "bioc": "3.24"
    },
    {
      "branch": "release",
      "version": "1.52.0",
      "bioc": "3.23"
    }
  ],
  "_topics": [
    "genetics",
    "sequencing",
    "methylseq",
    "dnamethylation"
  ],
  "_userbio": {
    "uuid": 2286807,
    "type": "organization",
    "name": "Bioconductor",
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
  "_downloads": {
    "count": 522,
    "source": "https://www.bioconductor.org/packages/stats/bioc/BiSeq"
  },
  "_mentions": 33,
  "_searchresults": 46,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/BiSeq.html",
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "manual.pdf"
  ],
  "_realowner": "bioc",
  "_cranurl": false,
  "_exports": [
    "annotateGRanges",
    "betaRegression",
    "binomLikelihoodSmooth",
    "BSraw",
    "BSrel",
    "clusterSites",
    "clusterSitesToGR",
    "combine",
    "compareTwoSamples",
    "covBoxplots",
    "covStatistics",
    "estLocCor",
    "filterByCov",
    "filterBySharedRegions",
    "findDMRs",
    "globalTest",
    "limitCov",
    "logisticRegression",
    "makeVariogram",
    "methLevel",
    "methLevel<-",
    "methReads",
    "methReads<-",
    "plotBindingSites",
    "plotMeth",
    "plotMethMap",
    "plotSmoothMeth",
    "predictMeth",
    "rawToRel",
    "readBismark",
    "smoothVariogram",
    "summarizeRegions",
    "testClusters",
    "totalReads",
    "totalReads<-",
    "trimClusters",
    "writeBED"
  ],
  "_datasets": [
    {
      "name": "betaResults",
      "title": "The output of 'betaRegression'",
      "object": "betaResults",
      "file": "betaResults.RData",
      "class": [
        "data.frame"
      ],
      "fields": [
        "chr",
        "pos",
        "p.val",
        "meth.group1",
        "meth.group2",
        "meth.diff",
        "estimate",
        "std.error",
        "pseudo.R.sqrt",
        "cluster.id"
      ],
      "rows": 344,
      "table": true,
      "tojson": true
    },
    {
      "name": "betaResultsNull",
      "title": "The output of 'betaRegression' for resampled data",
      "object": "betaResultsNull",
      "file": "betaResultsNull.RData",
      "class": [
        "data.frame"
      ],
      "fields": [
        "chr",
        "pos",
        "p.val",
        "meth.group1",
        "meth.group2",
        "meth.diff",
        "estimate",
        "std.error",
        "pseudo.R.sqrt",
        "cluster.id"
      ],
      "rows": 344,
      "table": true,
      "tojson": true
    },
    {
      "name": "DMRs",
      "title": "The output of 'findDMRs'",
      "object": "DMRs",
      "file": "DMRs.RData",
      "class": [
        "GRanges"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "predictedMeth",
      "title": "The output of 'predictMeth'",
      "object": "predictedMeth",
      "file": "predictedMeth.RData",
      "class": [
        "BSrel"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "promoters",
      "title": "A 'GRanges' of promoters of the human genome",
      "object": "promoters",
      "file": "promoters.RData",
      "class": [
        "GRanges"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "rrbs",
      "title": "RRBS data of APL patient samples and controls.",
      "object": "rrbs",
      "file": "rrbs.RData",
      "class": [
        "BSraw"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "vario",
      "title": "Output of 'makeVariogram'",
      "object": "vario",
      "file": "vario.RData",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "annotateGRanges",
      "title": "Annotates a 'GRanges' object by means of a second 'GRanges' object",
      "topics": [
        "annotateGRanges",
        "annotateGRanges,GRanges,GRanges,character,character-method",
        "annotateGRanges,GRanges,GRanges,character,integer-method",
        "annotateGRanges,GRanges,GRanges,character,missing-method"
      ]
    },
    {
      "page": "betaRegression",
      "title": "A function to estimate and test a group factor within a beta regression",
      "topics": [
        "betaRegression",
        "betaRegression,formula,character,BSrel,missing-method",
        "betaRegression,formula,character,BSrel,numeric-method"
      ]
    },
    {
      "page": "betaResults",
      "title": "The output of 'betaRegression'",
      "topics": [
        "betaResults"
      ]
    },
    {
      "page": "betaResultsNull",
      "title": "The output of 'betaRegression' for resampled data",
      "topics": [
        "betaResultsNull"
      ]
    },
    {
      "page": "binomLikelihoodSmooth",
      "title": "Calculates local likelihood estimations for binomial random variables",
      "topics": [
        "binomLikelihoodSmooth",
        "binomLikelihoodSmooth,ANY-method"
      ]
    },
    {
      "page": "BSraw-class",
      "title": "Class to contain raw Bisulfite Sequencing (BiSeq) Data",
      "topics": [
        "BSraw",
        "BSraw,matrix,matrix,GRanges-method",
        "BSraw-class",
        "combine,BSraw,BSraw-method",
        "methReads",
        "methReads,BSraw-method",
        "methReads<-",
        "methReads<-,BSraw,matrix-method",
        "totalReads",
        "totalReads,BSraw-method",
        "totalReads<-",
        "totalReads<-,BSraw,matrix-method"
      ]
    },
    {
      "page": "BSrel-class",
      "title": "Class to contain Bisulfite Sequencing (BiSeq) Data",
      "topics": [
        "BSrel",
        "BSrel,matrix,GRanges-method",
        "BSrel-class",
        "combine,BSrel,BSrel-method",
        "methLevel",
        "methLevel,BSrel-method",
        "methLevel<-",
        "methLevel<-,BSrel,matrix-method"
      ]
    },
    {
      "page": "clusterSites",
      "title": "Assigns CpG cluster memberships on CpG sites within 'BSraw' objects",
      "topics": [
        "clusterSites",
        "clusterSites,BSraw,ANY,numeric,missing,missing,missing-method",
        "clusterSites,BSraw,ANY,numeric,missing,numeric,missing-method",
        "clusterSites,BSraw,ANY,numeric,numeric,missing,missing-method",
        "clusterSites,BSraw,ANY,numeric,numeric,numeric,missing-method",
        "clusterSites,BSraw,ANY,numeric,numeric,numeric,numeric-method",
        "clusterSites,BSraw,missing,missing,missing,missing,missing-method",
        "clusterSites,BSraw,missing,numeric,numeric,numeric,missing-method",
        "clusterSites,BSraw,missing,numeric,numeric,numeric,numeric-method"
      ]
    },
    {
      "page": "clusterSitesToGR",
      "title": "A function to obtain a 'GRanges' object of CpG clusters from 'BSraw' and 'BSrel' objects",
      "topics": [
        "clusterSitesToGR",
        "clusterSitesToGR,BSraw-method",
        "clusterSitesToGR,BSrel-method"
      ]
    },
    {
      "page": "compareTwoSamples",
      "title": "Detects DMRs by comparing two samples",
      "topics": [
        "compareTwoSamples",
        "compareTwoSamples,BSraw,character,character,numeric,numeric-method",
        "compareTwoSamples,BSraw,numeric,numeric,numeric,numeric-method",
        "compareTwoSamples,BSrel,character,character,numeric,numeric-method",
        "compareTwoSamples,BSrel,numeric,numeric,numeric,numeric-method"
      ]
    },
    {
      "page": "covBoxplots",
      "title": "Creates boxplots of coverages per sample",
      "topics": [
        "covBoxplots",
        "covBoxplots,BSraw-method"
      ]
    },
    {
      "page": "covStatistics",
      "title": "Prints a short summary of coverage statistics per sample",
      "topics": [
        "covStatistics",
        "covStatistics,BSraw-method",
        "covStatistics,BSrel-method"
      ]
    },
    {
      "page": "DMRs",
      "title": "The output of 'findDMRs'",
      "topics": [
        "DMRs"
      ]
    },
    {
      "page": "estLocCor",
      "title": "Estimates the correlations of the z-scores",
      "topics": [
        "estLocCor",
        "estLocCor,list-method"
      ]
    },
    {
      "page": "filterByCov",
      "title": "Filters regions (or single CpGs) of a 'BSraw' object with a minimum coverage",
      "topics": [
        "filterByCov",
        "filterByCov,BSraw,missing,logical-method",
        "filterByCov,BSraw,missing,missing-method",
        "filterByCov,BSraw,numeric,logical-method",
        "filterByCov,BSraw,numeric,missing-method"
      ]
    },
    {
      "page": "filterBySharedRegions",
      "title": "Reduces a 'BSraw' or 'BSrel' object to regions (or single CpGs) shared by a fraction of samples",
      "topics": [
        "filterBySharedRegions",
        "filterBySharedRegions,BSraw,ANY,missing,numeric,missing-method",
        "filterBySharedRegions,BSraw,ANY,missing,numeric,numeric-method",
        "filterBySharedRegions,BSraw,ANY,numeric,missing,missing-method",
        "filterBySharedRegions,BSraw,ANY,numeric,missing,numeric-method",
        "filterBySharedRegions,BSraw,missing,missing,missing,missing-method",
        "filterBySharedRegions,BSraw,missing,missing,missing,numeric-method",
        "filterBySharedRegions,BSraw,missing,missing,numeric,missing-method",
        "filterBySharedRegions,BSraw,missing,missing,numeric,numeric-method",
        "filterBySharedRegions,BSraw,missing,numeric,missing,missing-method",
        "filterBySharedRegions,BSraw,missing,numeric,missing,numeric-method",
        "filterBySharedRegions,BSrel,ANY,missing,numeric,ANY-method",
        "filterBySharedRegions,BSrel,ANY,numeric,missing,ANY-method",
        "filterBySharedRegions,BSrel,missing,missing,missing,ANY-method",
        "filterBySharedRegions,BSrel,missing,missing,numeric,ANY-method",
        "filterBySharedRegions,BSrel,missing,numeric,missing,ANY-method"
      ]
    },
    {
      "page": "findDMRs",
      "title": "Aggregates CpG sites to DMRs",
      "topics": [
        "findDMRs",
        "findDMRs,data.frame,missing,numeric,logical-method",
        "findDMRs,data.frame,missing,numeric,missing-method",
        "findDMRs,data.frame,numeric,numeric,logical-method",
        "findDMRs,data.frame,numeric,numeric,missing-method"
      ]
    },
    {
      "page": "globalTest",
      "title": "Test whether at least one CpG is differentially methylated in a given genomic region",
      "topics": [
        "globalTest",
        "globalTest,ANY,BSrel-method"
      ]
    },
    {
      "page": "limitCov",
      "title": "Limits the coverage of a 'BSraw' object",
      "topics": [
        "limitCov",
        "limitCov,BSraw,numeric-method"
      ]
    },
    {
      "page": "logisticRegression",
      "title": "Estimates and tests a group factor",
      "topics": [
        "logisticRegression",
        "logisticRegression,formula,character,BSrel,missing-method",
        "logisticRegression,formula,character,BSrel,numeric-method"
      ]
    },
    {
      "page": "makeVariogram",
      "title": "Variogram estimator.",
      "topics": [
        "makeVariogram",
        "makeVariogram,data.frame,logical,missing,missing-method",
        "makeVariogram,data.frame,logical,missing,numeric-method",
        "makeVariogram,data.frame,logical,numeric,missing-method",
        "makeVariogram,data.frame,logical,numeric,numeric-method",
        "makeVariogram,data.frame,missing,missing,missing-method",
        "makeVariogram,data.frame,missing,numeric,numeric-method"
      ]
    },
    {
      "page": "plotBindingSites",
      "title": "Plots the mean methylation of given regions",
      "topics": [
        "plotBindingSites",
        "plotBindingSites,BSraw,GRanges-method",
        "plotBindingSites,BSrel,GRanges-method"
      ]
    },
    {
      "page": "plotMeth",
      "title": "Plots raw and smoothed methylation data for a given region",
      "topics": [
        "plotMeth",
        "plotMeth,BSraw,BSrel,GRanges-method"
      ]
    },
    {
      "page": "plotMethMap",
      "title": "Plots methylation values of multiple samples in a given region",
      "topics": [
        "plotMethMap",
        "plotMethMap,BSraw,GRanges,factor,logical-method",
        "plotMethMap,BSraw,GRanges,factor,missing-method",
        "plotMethMap,BSraw,GRanges,missing,logical-method",
        "plotMethMap,BSraw,GRanges,missing,missing-method",
        "plotMethMap,BSrel,GRanges,factor,logical-method",
        "plotMethMap,BSrel,GRanges,factor,missing-method",
        "plotMethMap,BSrel,GRanges,missing,logical-method",
        "plotMethMap,BSrel,GRanges,missing,missing-method"
      ]
    },
    {
      "page": "plotSmoothMeth",
      "title": "Plots smoothed methylation values for a bunch of samples and a given region",
      "topics": [
        "plotSmoothMeth",
        "plotSmoothMeth,BSrel,GRanges,ANY,logical-method",
        "plotSmoothMeth,BSrel,GRanges,ANY,missing-method"
      ]
    },
    {
      "page": "predictedMeth",
      "title": "The output of 'predictMeth'",
      "topics": [
        "predictedMeth"
      ]
    },
    {
      "page": "predictMeth",
      "title": "Predicts methylation levels along CpG sites or for a grid of sites in CpG clusters.",
      "topics": [
        "predictMeth",
        "predictMeth,BSraw,missing,missing,missing-method",
        "predictMeth,BSraw,missing,missing,numeric-method",
        "predictMeth,BSraw,numeric,missing,missing-method",
        "predictMeth,BSraw,numeric,missing,numeric-method",
        "predictMeth,BSraw,numeric,numeric,numeric-method"
      ]
    },
    {
      "page": "promoters",
      "title": "A 'GRanges' of promoters of the human genome",
      "topics": [
        "promoters"
      ]
    },
    {
      "page": "rawToRel",
      "title": "Converts a 'BSraw' object to a 'BSrel' object",
      "topics": [
        "rawToRel",
        "rawToRel,BSraw-method"
      ]
    },
    {
      "page": "readBismark",
      "title": "Reads cytosine methylation stati determined by Bismark",
      "topics": [
        "readBismark",
        "readBismark,character,character-method",
        "readBismark,character,data.frame-method",
        "readBismark,character,DataFrame-method"
      ]
    },
    {
      "page": "rrbs",
      "title": "RRBS data of APL patient samples and controls.",
      "topics": [
        "rrbs"
      ]
    },
    {
      "page": "smoothVariogram",
      "title": "Smoothes variogram",
      "topics": [
        "smoothVariogram",
        "smoothVariogram,list,numeric,missing-method",
        "smoothVariogram,list,numeric,numeric-method",
        "smoothVariogram,matrix,numeric,missing-method",
        "smoothVariogram,matrix,numeric,numeric-method"
      ]
    },
    {
      "page": "summarizeRegions",
      "title": "Aggregates methylation information of single CpG sites",
      "topics": [
        "summarizeRegions",
        "summarizeRegions,BSraw,GRanges,logical-method",
        "summarizeRegions,BSraw,GRanges,missing-method",
        "summarizeRegions,BSrel,GRanges,logical-method",
        "summarizeRegions,BSrel,GRanges,missing-method"
      ]
    },
    {
      "page": "testClusters",
      "title": "Tests CpG clusters",
      "topics": [
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