{
  "_id": "6a494c83f6c47c441949968b",
  "Package": "preciseTAD",
  "Type": "Package",
  "Title": "preciseTAD: A machine learning framework for precise TAD\nboundary prediction",
  "Version": "1.23.0",
  "Authors@R": "c(\nperson(\"Spiro\", \"Stilianoudakis\",\nemail = \"stilianoudasc@vcu.edu\",\nrole = c(\"aut\")),\nperson(\"Mikhail\", \"Dozmorov\",\nemail = \"mikhail.dozmorov@gmail.com\",\nrole = c(\"aut\", \"cre\")))",
  "Description": "preciseTAD provides functions to predict the location of\nboundaries of topologically associated domains (TADs) and\nchromatin loops at base-level resolution. As an input, it takes\nBED-formatted genomic coordinates of domain boundaries detected\nfrom low-resolution Hi-C data, and coordinates of\nhigh-resolution genomic annotations from ENCODE or other\nconsortia. preciseTAD employs several feature engineering\nstrategies and resampling techniques to address class\nimbalance, and trains an optimized random forest model for\npredicting low-resolution domain boundaries. Translated on a\nbase-level, preciseTAD predicts the probability for each base\nto be a boundary. Density-based clustering and scalable\npartitioning techniques are used to detect precise boundary\nregions and summit points. Compared with low-resolution\nboundaries, preciseTAD boundaries are highly enriched for CTCF,\nRAD21, SMC3, and ZNF143 signal and more conserved across cell\nlines. The pre-trained model can accurately predict boundaries\nin another cell line using CTCF, RAD21, SMC3, and ZNF143\nannotation data for this cell line.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "LazyData": "true",
  "RoxygenNote": "7.1.1",
  "VignetteBuilder": "knitr",
  "biocViews": "Software, HiC, Sequencing, Clustering, Classification,\nFunctionalGenomics, FeatureExtraction",
  "BugReports": "https://github.com/dozmorovlab/preciseTAD/issues",
  "URL": "https://github.com/dozmorovlab/preciseTAD",
  "Config/pak/sysreqs": "cmake make libbz2-dev libicu-dev liblzma-dev\nlibpng-dev libuv1-dev libxml2-dev libssl-dev xz-utils\nzlib1g-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-04-28 12:53:42 UTC",
  "RemoteUrl": "https://github.com/bioc/preciseTAD",
  "RemoteRef": "HEAD",
  "RemoteSha": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-07-03 19:43:56 UTC",
    "User": "root"
  },
  "Author": "Spiro Stilianoudakis [aut],\nMikhail Dozmorov [aut, cre]",
  "Maintainer": "Mikhail Dozmorov <mikhail.dozmorov@gmail.com>",
  "_user": "bioc",
  "_type": "src",
  "_file": "preciseTAD_1.23.0.tar.gz",
  "_fileid": "https://r2.ropensci.org/da6e6572123335ef0be887111c6da3b0a02f41a13efb9e125e81d8356684f5cf",
  "_filesize": 4237702,
  "_sha256": "da6e6572123335ef0be887111c6da3b0a02f41a13efb9e125e81d8356684f5cf",
  "_expires": "2026-10-12T18:10:07.000Z",
  "_created": "2026-07-03T19:43:56.000Z",
  "_published": "2026-07-04T18:10:11.342Z",
  "_bioccheck": {
    "error": 0,
    "warning": 0,
    "note": 10
  },
  "_host": "GitHub-Actions",
  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827",
  "_status": "success",
  "_upstream": "https://github.com/bioc/preciseTAD",
  "_commit": {
    "id": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
    "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": 1777380822
  },
  "_maintainer": {
    "name": "Mikhail Dozmorov",
    "email": "mikhail.dozmorov@gmail.com",
    "login": "mdozmorov",
    "twitter": "@mikhaildozmorov",
    "description": "Bioinformatician, interested in 3D genomics, cancer, statistics, programming, machine and deep learning",
    "uuid": 864945
  },
  "_distro": "resolute",
  "_jobs": [
    {
      "job": 85155076052,
      "time": 349,
      "config": "bioc-checks",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "8073899019"
    },
    {
      "job": 85155075935,
      "time": 805,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "8073986911"
    },
    {
      "job": 85155076118,
      "time": 797,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "8073985564"
    },
    {
      "job": 85155076107,
      "time": 400,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "8073909418"
    },
    {
      "job": 85155076058,
      "time": 469,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "8073922863"
    },
    {
      "job": 85155076013,
      "time": 601,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "8073830447"
    },
    {
      "job": 85155075926,
      "time": 306,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "8073890971"
    },
    {
      "job": 85155076015,
      "time": 742,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "8073975021"
    },
    {
      "job": 85155076115,
      "time": 609,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "8073949789"
    },
    {
      "job": 85155076110,
      "time": 685,
      "config": "windows-release",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "8073964646"
    }
  ],
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.1",
      "role": "Depends"
    },
    {
      "package": "S4Vectors",
      "role": "Imports"
    },
    {
      "package": "IRanges",
      "role": "Imports"
    },
    {
      "package": "GenomicRanges",
      "role": "Imports"
    },
    {
      "package": "randomForest",
      "role": "Imports"
    },
    {
      "package": "ModelMetrics",
      "role": "Imports"
    },
    {
      "package": "e1071",
      "role": "Imports"
    },
    {
      "package": "PRROC",
      "role": "Imports"
    },
    {
      "package": "pROC",
      "role": "Imports"
    },
    {
      "package": "caret",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "cluster",
      "role": "Imports"
    },
    {
      "package": "dbscan",
      "role": "Imports"
    },
    {
      "package": "doSNOW",
      "role": "Imports"
    },
    {
      "package": "foreach",
      "role": "Imports"
    },
    {
      "package": "pbapply",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "parallel",
      "role": "Imports"
    },
    {
      "package": "gtools",
      "role": "Imports"
    },
    {
      "package": "rCGH",
      "role": "Imports"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "testthat",
      "role": "Suggests"
    },
    {
      "package": "BiocCheck",
      "role": "Suggests"
    },
    {
      "package": "BiocManager",
      "role": "Suggests"
    },
    {
      "package": "BiocStyle",
      "role": "Suggests"
    }
  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-44",
      "n": 2
    },
    {
      "week": "2026-18",
      "n": 2
    }
  ],
  "_tags": [],
  "_bioc": [
    {
      "branch": "devel",
      "version": "1.23.0",
      "bioc": "3.24"
    },
    {
      "branch": "release",
      "version": "1.22.0",
      "bioc": "3.23"
    }
  ],
  "_topics": [
    "software",
    "hic",
    "sequencing",
    "clustering",
    "classification",
    "functionalgenomics",
    "featureextraction"
  ],
  "_stars": 8,
  "_contributors": [
    {
      "user": "stilianoudakis",
      "count": 83,
      "uuid": 31807065
    },
    {
      "user": "mdozmorov",
      "count": 71,
      "uuid": 864945
    },
    {
      "user": "nturaga",
      "count": 6,
      "uuid": 2746443
    }
  ],
  "_userbio": {
    "uuid": 2286807,
    "type": "organization",
    "name": "Bioconductor",
    "followers": 445,
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
  "_devurl": "https://github.com/dozmorovlab/precisetad",
  "_searchresults": 23,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/preciseTAD.html",
    "extra/readme.html",
    "extra/readme.md",
    "LICENSE",
    "manual.pdf"
  ],
  "_homeurl": "https://github.com/dozmorovlab/precisetad",
  "_realowner": "bioc",
  "_cranurl": false,
  "_exports": [
    "bedToGRangesList",
    "createTADdata",
    "extractBoundaries",
    "juicer_func",
    "preciseTAD",
    "TADrandomForest",
    "TADrfe"
  ],
  "_datasets": [
    {
      "name": "arrowhead_gm12878_5kb",
      "title": "Domain data from ARROWHEAD TAD-caller for GM12878 at 5 kb",
      "object": "arrowhead_gm12878_5kb",
      "class": [
        "data.frame"
      ],
      "fields": [
        "V1",
        "V2",
        "V3"
      ],
      "rows": 8409,
      "table": true,
      "tojson": true
    },
    {
      "name": "tfbsList",
      "title": "A list of the chromosomal coordinates for 26 transcription factor binding sites from the Gm12878 cell line",
      "object": "tfbsList",
      "class": [
        "CompressedGRangesList"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    }
  ],
  "_help": [
    {
      "page": "arrowhead_gm12878_5kb",
      "title": "Domain data from ARROWHEAD TAD-caller for GM12878 at 5 kb",
      "topics": [
        "arrowhead_gm12878_5kb"
      ]
    },
    {
      "page": "bedToGRangesList",
      "title": "Function to create a GRangesList object from functional genomic annotation data in the form of BED files",
      "topics": [
        "bedToGRangesList"
      ]
    },
    {
      "page": "binary_func",
      "title": "Helper function used to create binary overlap type feature space",
      "topics": [
        "binary_func"
      ]
    },
    {
      "page": "count_func",
      "title": "Helper function used to create count overlap type feature space",
      "topics": [
        "count_func"
      ]
    },
    {
      "page": "createTADdata",
      "title": "Function to create a data matrix used for building a predictive model to classify boundary regions from functional genomic elements",
      "topics": [
        "createTADdata"
      ]
    },
    {
      "page": "distance_func",
      "title": "Helper function used to create (log2) distance type feature space",
      "topics": [
        "distance_func"
      ]
    },
    {
      "page": "extractBoundaries",
      "title": "Function to extract boundaries from domain data.",
      "topics": [
        "extractBoundaries"
      ]
    },
    {
      "page": "juicer_func",
      "title": "Helper function for transforming a GRanges object into matrix form to be saved as .txt or .BED file and imported into juicer",
      "topics": [
        "juicer_func"
      ]
    },
    {
      "page": "percent_func",
      "title": "Helper function used to create percent overlap type feature space",
      "topics": [
        "percent_func"
      ]
    },
    {
      "page": "preciseTAD",
      "title": "Precise TAD boundary prediction at base-level resolution using density-based spatial clustering and partitioning techniques",
      "topics": [
        "preciseTAD"
      ]
    },
    {
      "page": "signal_func",
      "title": "Helper function used to create signal type feature space",
      "topics": [
        "signal_func"
      ]
    },
    {
      "page": "TADrandomForest",
      "title": "A wrapper function passed to 'caret::train' to apply a random forest classification algorithm built and tested on user-defined binned domain data from 'createTADdata'.",
      "topics": [
        "TADrandomForest"
      ]
    },
    {
      "page": "TADrfe",
      "title": "A wrapper function passed to 'caret::rfe' to apply recursive feature elimination (RFE) on binned domain data as a feature reduction technique for random forests. Backward elimination is performed from p down to 2, by powers of 2, where p is the number of features in the data.",
      "topics": [
        "TADrfe"
      ]
    },
    {
      "page": "tfbsList",
      "title": "A list of the chromosomal coordinates for 26 transcription factor binding sites from the Gm12878 cell line",
      "topics": [
        "tfbsList"
      ]
    }
  ],
  "_readme": "https://github.com/bioc/preciseTAD/raw/HEAD/README.md",
  "_rundeps": [
    "abind",
    "aCGH",
    "affy",
    "affyio",
    "AnnotationDbi",
    "askpass",
    "base64enc",
    "BH",
    "Biobase",
    "BiocBaseUtils",
    "BiocGenerics",
    "BiocIO",
    "BiocManager",
    "BiocParallel",
    "Biostrings",
    "bit",
    "bit64",
    "bitops",
    "blob",
    "bslib",
    "cachem",
    "caret",
    "cigarillo",
    "class",
    "cli",
    "clock",
    "cluster",
    "codetools",
    "commonmark",
    "cpp11",
    "crayon",
    "curl",
    "data.table",
    "DBI",
    "dbscan",
    "DelayedArray",
    "diagram",
    "digest",
    "DNAcopy",
    "doSNOW",
    "dplyr",
    "e1071",
    "farver",
    "fastmap",
    "fontawesome",
    "foreach",
    "formatR",
    "fs",
    "futile.logger",
    "futile.options",
    "future",
    "future.apply",
    "generics",
    "GenomicAlignments",
    "GenomicFeatures",
    "GenomicRanges",
    "ggplot2",
    "globals",
    "glue",
    "gower",
    "gtable",
    "gtools",
    "hardhat",
    "htmltools",
    "httpuv",
    "httr",
    "ipred",
    "IRanges",
    "isoband",
    "iterators",
    "jquerylib",
    "jsonlite",
    "KEGGREST",
    "KernSmooth",
    "labeling",
    "lambda.r",
    "later",
    "lattice",
    "lava",
    "lifecycle",
    "limma",
    "listenv",
    "lubridate",
    "magrittr",
    "MASS",
    "Matrix",
    "MatrixGenerics",
    "matrixStats",
    "mclust",
    "memoise",
    "mime",
    "ModelMetrics",
    "multtest",
    "nlme",
    "nnet",
    "numDeriv",
    "openssl",
    "org.Hs.eg.db",
    "otel",
    "parallelly",
    "pbapply",
    "pillar",
    "pkgconfig",
    "plyr",
    "png",
    "preprocessCore",
    "pROC",
    "prodlim",
    "progressr",
    "promises",
    "proxy",
    "PRROC",
    "purrr",
    "R6",
    "randomForest",
    "rappdirs",
    "rCGH",
    "RColorBrewer",
    "Rcpp",
    "RCurl",
    "recipes",
    "reshape2",
    "restfulr",
    "Rhtslib",
    "rjson",
    "rlang",
    "rpart",
    "Rsamtools",
    "RSQLite",
    "rtracklayer",
    "S4Arrays",
    "S4Vectors",
    "S7",
    "sass",
    "scales",
    "Seqinfo",
    "shape",
    "shiny",
    "snow",
    "sourcetools",
    "SparseArray",
    "sparsevctrs",
    "SQUAREM",
    "statmod",
    "stringi",
    "stringr",
    "SummarizedExperiment",
    "survival",
    "sys",
    "tibble",
    "tidyr",
    "tidyselect",
    "timechange",
    "timeDate",
    "TxDb.Hsapiens.UCSC.hg18.knownGene",
    "TxDb.Hsapiens.UCSC.hg19.knownGene",
    "TxDb.Hsapiens.UCSC.hg38.knownGene",
    "tzdb",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr",
    "XML",
    "xtable",
    "XVector",
    "yaml"
  ],
  "_vignettes": [
    {
      "source": "preciseTAD.Rmd",
      "filename": "preciseTAD.html",
      "title": "preciseTAD Vignette",
      "author": "Spiro Stilianoudakis, Mikhail Dozmorov",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Input data",
        "preciseTAD functionality and output",
        "Getting Started",
        "Installation",
        "Implementation",
        "Model building",
        "Construction of the data matrix",
        "Feature selection using recursive feature elimination",
        "Implementing a random forest for boundary prediction",
        "Precise boundary prediction",
        "Running preciseTAD",
        "Using preciseTAD with Juicebox",
        "Cross-cell-type prediction",
        "References"
      ],
      "created": "2020-06-19 15:59:09",
      "modified": "2021-09-28 16:52:33",
      "commits": 45
    }
  ],
  "_score": 5.565847818673518,
  "_indexed": true,
  "_nocasepkg": "precisetad",
  "_universes": [
    "bioc",
    "mdozmorov",
    "dozmorovlab"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "1.23.0",
      "date": "2026-07-03T19:50:44.000Z",
      "distro": "resolute",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/b4d98711d0a2868d6aa71d5fe04f42f2be173ec675fa397b7630c6de6398854f",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "1.23.0",
      "date": "2026-07-03T19:50:14.000Z",
      "distro": "resolute",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/b776139609f9df117d0b7c4a2314cbbdd8f67efd078c37d2b9e6be4d64598d21",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "1.23.0",
      "date": "2026-07-03T19:46:39.000Z",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/9ad06bdec9bedee230fae9459e00fdeec1ad0ecd77ce8eb5005de773ab534690",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "1.23.0",
      "date": "2026-07-03T19:47:01.000Z",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/ce013a941eeadd24fad16ec188c110310d68be8d9fe762914b300f4ace9285a1",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "1.23.0",
      "date": "2026-07-03T19:49:52.000Z",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/709198c935b25a9cd9ad4c183e2c209628aa3b5d87c7d97ed6ec4de0be4d9194",
      "status": "success",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "1.23.0",
      "date": "2026-07-03T19:47:40.000Z",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/81e23f3e7621efd060e64e4e42e55f583c8bc0721b1caed30972da4d24c267d8",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "1.23.0",
      "date": "2026-07-03T19:47:07.000Z",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/d90a454bf6fdeed494816567c1a092cb1f42aa94cbe5c112bf7968f7ce74b829",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "1.23.0",
      "date": "2026-07-03T19:47:39.000Z",
      "commit": "9f07a14d91a01296708baf1bbb9854ec55c0872c",
      "fileid": "https://r2.ropensci.org/eeb00b8f36293c6ddefb9adb95946b0b34801c2344b230811bba969866fcd148",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/28680064827"
    }
  ]
}