{
  "_id": "6a1aeca31d7bb097a09f4a18",
  "Package": "tLOH",
  "Version": "1.20.0",
  "Type": "Package",
  "Date": "2021-05-5",
  "Title": "Assessment of evidence for LOH in spatial transcriptomics\npre-processed data using Bayes factor calculations",
  "Authors@R": "c(\nperson(\"Michelle\", \"Webb\", email=\"michelgw@usc.edu\",role=c(\"cre\",\"aut\")),\nperson(\"David\",\"Craig\",email=\"davidwcr@usc.edu\", role=c(\"aut\"))\n)",
  "Description": "tLOH, or transcriptomicsLOH, assesses evidence for loss of\nheterozygosity (LOH) in pre-processed spatial transcriptomics\ndata. This tool requires spatial transcriptomics cluster and\nallele count information at likely heterozygous\nsingle-nucleotide polymorphism (SNP) positions in VCF format.\nBayes factors are calculated at each SNP to determine\nlikelihood of potential loss of heterozygosity event. Two\nplotting functions are included to visualize allele fraction\nand aggregated Bayes factor per chromosome. Data generated with\nthe 10X Genomics Visium Spatial Gene Expression platform must\nbe pre-processed to obtain an individual sample VCF with\ncolumns for each cluster. Required fields are allele depth (AD)\nwith counts for reference/alternative alleles and read depth\n(DP).",
  "License": "MIT + file LICENSE",
  "URL": "https://github.com/USCDTG/tLOH",
  "Encoding": "UTF-8",
  "VignetteBuilder": "knitr",
  "BugReports": "https://github.com/USCDTG/tLOH/issues",
  "biocViews": "CopyNumberVariation, Transcription, SNP, GeneExpression,\nTranscriptomics",
  "RoxygenNote": "7.2.1",
  "PackageStatus": "Deprecated",
  "Config/pak/sysreqs": "make libbz2-dev libicu-dev liblzma-dev libpng-dev\nlibxml2-dev libssl-dev libx11-dev xz-utils zlib1g-dev",
  "Repository": "https://bioc-release.r-universe.dev",
  "Date/Publication": "2026-04-28 12:55:52 UTC",
  "RemoteUrl": "https://github.com/bioc/tLOH",
  "RemoteRef": "RELEASE_3_23",
  "RemoteSha": "d2ec0cce884394d40dbc883f2f27b1d6dd6732b9",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-30 09:41:44 UTC",
    "User": "root"
  },
  "Author": "Michelle Webb [cre, aut],\nDavid Craig [aut]",
  "Maintainer": "Michelle Webb <michelgw@usc.edu>",
  "MD5sum": "e02cb4948bec4847c5af0d79e0caa211",
  "_user": "bioc-release",
  "_type": "src",
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  "_created": "2026-05-30T09:41:44.000Z",
  "_published": "2026-05-30T13:56:51.064Z",
  "_jobs": [
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  "_host": "GitHub-Actions",
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    "author": "A Wokaty <andres.wokaty@sph.cuny.edu>",
    "committer": "A Wokaty <andres.wokaty@sph.cuny.edu>",
    "message": "bump x.y.z version to even y prior to creation of RELEASE_3_23 branch\n",
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    "name": "Michelle Webb",
    "email": "michelgw@usc.edu",
    "login": "michelgw",
    "description": "",
    "uuid": 31837356
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      "version": ">= 4.2",
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      "package": "dplyr",
      "role": "Imports"
    },
    {
      "package": "VariantAnnotation",
      "role": "Imports"
    },
    {
      "package": "GenomicRanges",
      "role": "Imports"
    },
    {
      "package": "MatrixGenerics",
      "role": "Imports"
    },
    {
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      "role": "Imports"
    },
    {
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      "role": "Imports"
    },
    {
      "package": "naniar",
      "role": "Imports"
    },
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      "role": "Imports"
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      "role": "Suggests"
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  "_owner": "bioc",
  "_selfowned": false,
  "_usedby": 0,
  "_updates": [
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      "n": 2
    },
    {
      "week": "2026-14",
      "n": 1
    },
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  ],
  "_tags": [],
  "_topics": [
    "copynumbervariation",
    "transcription",
    "snp",
    "geneexpression",
    "transcriptomics"
  ],
  "_stars": 3,
  "_contributors": [
    {
      "user": "nturaga",
      "count": 6,
      "uuid": 2746443
    },
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  "_userbio": {
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    "type": "organization",
    "name": "Bioconductor",
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
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    "source": "https://www.bioconductor.org/packages/stats/bioc/tLOH"
  },
  "_devurl": "https://github.com/uscdtg/tloh",
  "_searchresults": 4,
  "_rbuild": "4.6.0",
  "_assets": [
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    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/readme.html",
    "extra/readme.md",
    "extra/tLOH.html",
    "manual.pdf"
  ],
  "_cranurl": false,
  "_exports": [
    "aggregateCHRPlot",
    "alleleFrequencyPlot",
    "documentErrorRegions",
    "hiddenMarkovAnalysis",
    "marginalLikelihoodM1",
    "marginalLikelihoodM2",
    "marginalM1Calc",
    "marginalM2CalcBHET",
    "marginalM2CalcBLOH",
    "modePeakCalc",
    "prepareHMMdataframes",
    "regionAnalysis",
    "regionFinalize",
    "removeOutlierFromCalc",
    "runHMM_1",
    "runHMM_2",
    "runHMM_3",
    "splitByChromosome",
    "summarizeRegions1",
    "summarizeRegions2",
    "tLOHCalc",
    "tLOHCalcUpdate",
    "tLOHDataImport"
  ],
  "_datasets": [
    {
      "name": "humanGBMsampleAC",
      "title": "Imported dataset of a human glioblastoma spatial transcriptomics sample processed with tLOHImportData.",
      "object": "humanGBMsampleAC",
      "file": "humanGBMsampleAC.rda",
      "class": [
        "data.frame"
      ],
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        "CLUSTER",
        "TOTAL",
        "REF",
        "ALT",
        "CHR",
        "POS"
      ],
      "rows": 34601,
      "table": true,
      "tojson": true
    },
    {
      "name": "initialStartProbabilities",
      "title": "Imported dataset of sample start probabilities for hiddenMarkovAnalysis",
      "object": "initialStartProbabilities",
      "file": "initialStartProbabilities.rda",
      "class": [
        "data.frame"
      ],
      "fields": [
        "initProb1",
        "initProb2"
      ],
      "rows": 22,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "aggregateCHRPlot",
      "title": "Visualization of data output from the tLOHCalc function, aggregated per chromosome",
      "topics": [
        "aggregateCHRPlot"
      ]
    },
    {
      "page": "alleleFrequencyPlot",
      "title": "Visualization of data output from the tLOHCalc function",
      "topics": [
        "alleleFrequencyPlot"
      ]
    },
    {
      "page": "documentErrorRegions",
      "title": "Identification of Errors",
      "topics": [
        "documentErrorRegions"
      ]
    },
    {
      "page": "hiddenMarkovAnalysis",
      "title": "Run Multi-Step HMM Analysis on tLOHCalcUpdate output",
      "topics": [
        "hiddenMarkovAnalysis"
      ]
    },
    {
      "page": "humanGBMsampleAC",
      "title": "Imported dataset of a human glioblastoma spatial transcriptomics sample processed with tLOHImportData.",
      "topics": [
        "humanGBMsampleAC"
      ]
    },
    {
      "page": "initialStartProbabilities",
      "title": "Imported dataset of sample start probabilities for hiddenMarkovAnalysis",
      "topics": [
        "initialStartProbabilities"
      ]
    },
    {
      "page": "marginalLikelihoodM1",
      "title": "Marginal M1 Calculation",
      "topics": [
        "marginalLikelihoodM1"
      ]
    },
    {
      "page": "marginalLikelihoodM2",
      "title": "Marginal M2 Calculation",
      "topics": [
        "marginalLikelihoodM2"
      ]
    },
    {
      "page": "marginalM1Calc",
      "title": "Calculate marginal of Model 1",
      "topics": [
        "marginalM1Calc"
      ]
    },
    {
      "page": "marginalM2CalcBHET",
      "title": "Calculation of marginal M2 het",
      "topics": [
        "marginalM2CalcBHET"
      ]
    },
    {
      "page": "marginalM2CalcBLOH",
      "title": "Marginal M2 Calculation",
      "topics": [
        "marginalM2CalcBLOH"
      ]
    },
    {
      "page": "modePeakCalc",
      "title": "Calculation of mode peak",
      "topics": [
        "modePeakCalc"
      ]
    },
    {
      "page": "prepareHMMdataframes",
      "title": "Prepare dataframes for HMM analysis",
      "topics": [
        "prepareHMMdataframes"
      ]
    },
    {
      "page": "regionAnalysis",
      "title": "Summary of HMM Regions",
      "topics": [
        "regionAnalysis"
      ]
    },
    {
      "page": "regionFinalize",
      "title": "Summary of HMM Regions",
      "topics": [
        "regionFinalize"
      ]
    },
    {
      "page": "removeOutlierFromCalc",
      "title": "Removes outliers",
      "topics": [
        "cols",
        "dataframe",
        "newValue",
        "removeOutlierFromCalc",
        "rows"
      ]
    },
    {
      "page": "runHMM_1",
      "title": "Step 1 of HMM process",
      "topics": [
        "runHMM_1"
      ]
    },
    {
      "page": "runHMM_2",
      "title": "Step 2 of HMM process",
      "topics": [
        "runHMM_2"
      ]
    },
    {
      "page": "runHMM_3",
      "title": "Step 3 of HMM process",
      "topics": [
        "runHMM_3"
      ]
    },
    {
      "page": "splitByChromosome",
      "title": "Split dataframe into individual chromosome dataframes",
      "topics": [
        "splitByChromosome"
      ]
    },
    {
      "page": "summarizeRegions1",
      "title": "Step 1 of region summary",
      "topics": [
        "summarizeRegions1"
      ]
    },
    {
      "page": "summarizeRegions2",
      "title": "Step 2 of region summary",
      "topics": [
        "summarizeRegions2"
      ]
    },
    {
      "page": "tLOHCalc",
      "title": "Assement of evidence for LOH in clusters from spatial transcriptomics data",
      "topics": [
        "tLOHCalc"
      ]
    },
    {
      "page": "tLOHCalcUpdate",
      "title": "Assement of evidence for LOH in clusters from spatial transcriptomics allele count data",
      "topics": [
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      ]
    },
    {
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      "title": "Import VCF for tLOHCalc",
      "topics": [
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      "status": "failure",
      "check": "ERROR",
      "buildurl": "https://github.com/r-universe/bioc-release/actions/runs/26680127636"
    }
  ]
}