{
  "_id": "6a3ae1965cdecea1d67efdfa",
  "Package": "deepSNV",
  "Maintainer": "Moritz Gerstung <moritz.gerstung@ebi.ac.uk>",
  "License": "GPL-3",
  "Title": "Detection of subclonal SNVs in deep sequencing data.",
  "biocViews": "GeneticVariability, SNP, Sequencing, Genetics, DataImport",
  "Type": "Package",
  "LazyLoad": "yes",
  "Authors@R": "c( person(\"Niko\",\"Beerenwinkel\", role=\"ths\"),\nperson(\"Raul\", \"Alcantara\", role=\"ctb\"),\nperson(\"David\", \"Jones\", role = \"ctb\"),\nperson(\"John\", \"Marshall\", role = \"ctb\"),\nperson(\"Inigo\", \"Martincorena\", role = \"ctb\"),\nperson(\"Moritz\",\"Gerstung\",\nemail = \"moritz.gerstung@ebi.ac.uk\", role= c(\"aut\",\"cre\")) )",
  "Description": "This package provides provides quantitative variant\ncallers for detecting subclonal mutations in ultra-deep (>=100x\ncoverage) sequencing experiments. The deepSNV algorithm is used\nfor a comparative setup with a control experiment of the same\nloci and uses a beta-binomial model and a likelihood ratio test\nto discriminate sequencing errors and subclonal SNVs. The\nshearwater algorithm computes a Bayes classifier based on a\nbeta-binomial model for variant calling with multiple samples\nfor precisely estimating model parameters - such as local error\nrates and dispersion - and prior knowledge, e.g. from variation\ndata bases such as COSMIC.",
  "Version": "1.59.0",
  "VignetteBuilder": "knitr",
  "SystemRequirements": "GNU make",
  "RoxygenNote": "7.0.2",
  "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 12:36:15 UTC",
  "RemoteUrl": "https://github.com/bioc/deepSNV",
  "RemoteRef": "HEAD",
  "RemoteSha": "f250bac75e43026adb479ae141b28b3abf296989",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-06-23 19:22:47 UTC",
    "User": "root"
  },
  "Author": "Niko Beerenwinkel [ths],\nRaul Alcantara [ctb],\nDavid Jones [ctb],\nJohn Marshall [ctb],\nInigo Martincorena [ctb],\nMoritz Gerstung [aut, cre]",
  "MD5sum": "ae3fdda17e9ec82582470d1e1d900337",
  "_user": "bioc",
  "_type": "src",
  "_file": "deepSNV_1.59.0.tar.gz",
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  "_created": "2026-06-23T19:22:47.000Z",
  "_published": "2026-06-23T19:42:14.065Z",
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    "warning": 8,
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  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/28050883142",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/bioc/deepSNV",
  "_commit": {
    "id": "f250bac75e43026adb479ae141b28b3abf296989",
    "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": 1777379775
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  "_maintainer": {
    "name": "Moritz Gerstung",
    "email": "moritz.gerstung@ebi.ac.uk",
    "login": "mg14",
    "bluesky": "@moritzgerstung.bsky.social",
    "twitter": "@MoritzGerstung",
    "description": "Division head and Prof for AI in Oncology",
    "uuid": 6615711
  },
  "_distro": "resolute",
  "_registered": true,
  "_dependencies": [
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      "package": "R",
      "version": ">= 2.13.0",
      "role": "Depends"
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    {
      "package": "methods",
      "role": "Depends"
    },
    {
      "package": "graphics",
      "role": "Depends"
    },
    {
      "package": "parallel",
      "role": "Depends"
    },
    {
      "package": "IRanges",
      "role": "Depends"
    },
    {
      "package": "GenomicRanges",
      "role": "Depends"
    },
    {
      "package": "SummarizedExperiment",
      "role": "Depends"
    },
    {
      "package": "Biostrings",
      "role": "Depends"
    },
    {
      "package": "VGAM",
      "role": "Depends"
    },
    {
      "package": "VariantAnnotation",
      "version": ">= 1.27.6",
      "role": "Depends"
    },
    {
      "package": "Rhtslib",
      "version": ">= 1.13.1",
      "role": "LinkingTo"
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    {
      "package": "Rhtslib",
      "role": "Imports"
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    {
      "package": "RColorBrewer",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
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  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 1,
  "_updates": [
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      "week": "2025-44",
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    },
    {
      "week": "2026-18",
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  "_tags": [],
  "_bioc": [
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      "version": "1.59.0",
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    },
    {
      "branch": "release",
      "version": "1.58.0",
      "bioc": "3.23"
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  ],
  "_topics": [
    "geneticvariability",
    "snp",
    "sequencing",
    "genetics",
    "dataimport",
    "curl",
    "bzip2",
    "xz-utils",
    "zlib",
    "cpp"
  ],
  "_userbio": {
    "uuid": 2286807,
    "type": "organization",
    "name": "Bioconductor",
    "followers": 441,
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
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  "_mentions": 26,
  "_searchresults": 60,
  "_rbuild": "4.6.0",
  "_assets": [
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    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/deepSNV.html",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "manual.pdf"
  ],
  "_realowner": "bioc",
  "_cranurl": false,
  "_exports": [
    "bam2R",
    "bbb",
    "betabinLRT",
    "bf2Vcf",
    "consensusSequence",
    "control",
    "coordinates",
    "dbetabinom",
    "deepSNV",
    "estimateDirichlet",
    "estimateDispersion",
    "loadAllData",
    "makePrior",
    "manhattanPlot",
    "mcChunk",
    "normalize",
    "p.combine",
    "p.val",
    "pbetabinom",
    "qvals2Vcf",
    "repeatMask",
    "RF",
    "show",
    "summary",
    "test"
  ],
  "_datasets": [
    {
      "name": "counts",
      "title": "Example count table",
      "object": "counts",
      "file": "counts.RData",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
        "A",
        "T",
        "C",
        "G",
        "-",
        "N",
        "INS",
        "DEL",
        "HEAD",
        "TAIL",
        "QUAL",
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        "t",
        "c",
        "g",
        "_",
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        "del",
        "head",
        "tail",
        "qual"
      ],
      "rows": 21,
      "table": true,
      "tojson": true
    },
    {
      "name": "HIVmix",
      "title": "Example .bam data and true SNVs.",
      "object": "HIVmix",
      "file": "HIVmix.RData",
      "class": [
        "deepSNV"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "phiX",
      "title": "Example phiX data",
      "object": "phiX",
      "file": "phiX.RData",
      "class": [
        "deepSNV"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "pi",
      "title": "Example prior",
      "object": "pi",
      "file": "pi.RData",
      "class": [
        "matrix",
        "array"
      ],
      "fields": {},
      "rows": 3917,
      "table": true,
      "tojson": true
    },
    {
      "name": "RCC",
      "title": "Example RCC data",
      "object": "RCC",
      "file": "RCC.RData",
      "class": [
        "deepSNV"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "trueSNVs",
      "title": "Example .bam data and true SNVs.",
      "object": "trueSNVs",
      "file": "trueSNVs.RData",
      "class": [
        "matrix",
        "array"
      ],
      "fields": [
        "A",
        "T",
        "C",
        "G",
        "-"
      ],
      "rows": 1512,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "deepSNV-package",
      "title": "Detection of subclonal SNVs in deep sequencing experiments",
      "topics": [
        "deepSNV-package"
      ]
    },
    {
      "page": "bam2R",
      "title": "Read nucleotide counts from a .bam file",
      "topics": [
        "bam2R"
      ]
    },
    {
      "page": "shearwater",
      "title": "Bayesian beta-binomal test, codename shearwater",
      "topics": [
        "bbb",
        "shearwater"
      ]
    },
    {
      "page": "betabinLRT",
      "title": "ShearwaterML",
      "topics": [
        "betabinLRT"
      ]
    },
    {
      "page": "bf2Vcf",
      "title": "Function to create a 'VCF' object with variant calls from an array of Bayes factors.",
      "topics": [
        "bf2Vcf"
      ]
    },
    {
      "page": "consensusSequence-methods",
      "title": "Calculate the consensus sequence.",
      "topics": [
        "consensusSequence",
        "consensusSequence,deepSNV-method",
        "consensusSequence,matrix-method"
      ]
    },
    {
      "page": "control-methods",
      "title": "Get control counts",
      "topics": [
        "control",
        "control,deepSNV-method"
      ]
    },
    {
      "page": "coordinates-methods",
      "title": "Get coordinates",
      "topics": [
        "coordinates",
        "coordinates,deepSNV-method"
      ]
    },
    {
      "page": "counts",
      "title": "Example count table",
      "topics": [
        "counts"
      ]
    },
    {
      "page": "dbetabinom",
      "title": "Beta-binomial probability distribution",
      "topics": [
        "dbetabinom"
      ]
    },
    {
      "page": "deepSNV-methods",
      "title": "Test two matched deep sequencing experiments for low-frequency SNVs.",
      "topics": [
        "deepSNV",
        "deepSNV,character,character-method",
        "deepSNV,character,matrix-method",
        "deepSNV,deepSNV,missing-method",
        "deepSNV,matrix,character-method",
        "deepSNV,matrix,matrix-method"
      ]
    },
    {
      "page": "deepSNV-class",
      "title": "deepSNV class.",
      "topics": [
        "deepSNV-class"
      ]
    },
    {
      "page": "estimateDirichlet-methods",
      "title": "Learn a base-specific Dirichlet prior.",
      "topics": [
        "estimateDirichlet",
        "estimateDirichlet,deepSNV-method",
        "estimateDirichlet,matrix-method"
      ]
    },
    {
      "page": "estimateDispersion-methods",
      "title": "Estimate the Dispersion factor in a beta-binomial model.",
      "topics": [
        "estimateDispersion",
        "estimateDispersion,deepSNV,missing-method",
        "estimateDispersion,matrix,matrix-method"
      ]
    },
    {
      "page": "estimateRho",
      "title": "Helper function for estimating the dispersion factor rho",
      "topics": [
        "estimateRho"
      ]
    },
    {
      "page": "Extract-methods",
      "title": "Subsetting for deepSNV objects.",
      "topics": [
        "Extract",
        "[,deepSNV,ANY,ANY,ANY-method"
      ]
    },
    {
      "page": "loadAllData",
      "title": "Function to load all data from a list of bam files",
      "topics": [
        "loadAllData"
      ]
    },
    {
      "page": "makePrior",
      "title": "Compute a prior from a COSMIC VCF object",
      "topics": [
        "makePrior"
      ]
    },
    {
      "page": "manhattanPlot",
      "title": "Manhattan plot.",
      "topics": [
        "manhattanPlot"
      ]
    },
    {
      "page": "mcChunk",
      "title": "Little helper function to split the count objects into a smaller digestible chunks and run function FUN on each subset",
      "topics": [
        "mcChunk"
      ]
    },
    {
      "page": "normalize-methods",
      "title": "Normalize nucleotide counts.",
      "topics": [
        "normalize",
        "normalize,deepSNV,missing-method",
        "normalize,matrix,matrix-method"
      ]
    },
    {
      "page": "p.combine",
      "title": "Combine two p-values",
      "topics": [
        "p.combine"
      ]
    },
    {
      "page": "p.val-methods",
      "title": "Get p-values",
      "topics": [
        "p.val",
        "p.val,deepSNV-method"
      ]
    },
    {
      "page": "pbetabinom",
      "title": "Cumulative beta-binomial probability distribution",
      "topics": [
        "pbetabinom"
      ]
    },
    {
      "page": "phiX",
      "title": "Example phiX data",
      "topics": [
        "phiX"
      ]
    },
    {
      "page": "pi",
      "title": "Example prior",
      "topics": [
        "pi"
      ]
    },
    {
      "page": "plot.deepSNV",
      "title": "Scatter plot of relative nucleotide frequencies.",
      "topics": [
        "plot.deepSNV"
      ]
    },
    {
      "page": "qvals2Vcf",
      "title": "Function to create a 'VCF' object with variant calls from an array of q-values.",
      "topics": [
        "qvals2Vcf"
      ]
    },
    {
      "page": "RCC",
      "title": "Example RCC data",
      "topics": [
        "RCC"
      ]
    },
    {
      "page": "repeatMask-methods",
      "title": "Mask homopolymeric repeats.",
      "topics": [
        "repeatMask",
        "repeatMask,deepSNV-method",
        "repeatMask,DNAString-method"
      ]
    },
    {
      "page": "RF",
      "title": "Relative frequencies.",
      "topics": [
        "RF"
      ]
    },
    {
      "page": "show-deepSNV-method",
      "title": "Show method for deepSNV objects",
      "topics": [
        "show,deepSNV-method"
      ]
    },
    {
      "page": "summary-methods",
      "title": "Summary of a deepSNV object",
      "topics": [
        "summary",
        "summary,deepSNV-method"
      ]
    },
    {
      "page": "test-methods",
      "title": "Get test counts",
      "topics": [
        "test",
        "test,deepSNV-method"
      ]
    },
    {
      "page": "trueSNVs",
      "title": "Example .bam data and true SNVs.",
      "topics": [
        "HIVmix",
        "trueSNVs"
      ]
    }
  ],
  "_readme": "https://github.com/bioc/deepSNV/raw/HEAD/README.md",
  "_rundeps": [
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    "AnnotationDbi",
    "askpass",
    "BH",
    "Biobase",
    "BiocBaseUtils",
    "BiocGenerics",
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      "headers": "libcurl4-openssl-dev",
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  "_vignettes": [
    {
      "source": "deepSNV.Rnw",
      "filename": "deepSNV.pdf",
      "title": "An R package for detecting low frequency variants in deep sequencing experiments",
      "engine": "knitr::knitr",
      "headings": [
        "1 Introduction",
        "2 Working example",
        "3 Normalization",
        "4 Overdispersion",
        "5 sessionInfo()"
      ],
      "created": "2013-06-25 13:49:40",
      "modified": "2013-07-12 17:17:36",
      "commits": 2
    },
    {
      "source": "shearwaterML.Rmd",
      "filename": "shearwaterML.html",
      "title": "Shearwater ML",
      "author": "Inigo Martincorena and Moritz Gerstung",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Shearwater ML",
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