{
  "_id": "6a1418bbacfb0bcc41d3cc1a",
  "Package": "EZbakR",
  "Title": "Analyze and Integrate Any Type of Nucleotide Recoding RNA-Seq\nData",
  "Version": "0.2.0",
  "Authors@R": "person(given = \"Isaac\",\nfamily = \"Vock\",\nrole = c(\"aut\", \"cre\", \"cph\"),\nemail = \"isaac.vock@gmail.com\",\ncomment = c(ORCID = \"0000-0002-7178-6886\"))",
  "Description": "A complete rewrite and reimagining of 'bakR' (see 'Vock et\nal.' (2025) <doi:10.1371/journal.pcbi.1013179>). Designed to\nsupport a wide array of analyses of nucleotide recoding RNA-seq\n(NR-seq) datasets of any type, including\nTimeLapse-seq/SLAM-seq/TUC-seq, Start-TimeLapse-seq (STL-seq),\nTT-TimeLapse-seq (TT-TL-seq), and subcellular NR-seq. 'EZbakR'\nextends standard NR-seq standard NR-seq mutational modeling to\nsupport multi-label analyses (e.g., 4sU and 6sG dual labeling),\nand implements an improved hierarchical model to better account\nfor transcript-to-transcript variance in metabolic label\nincorporation. 'EZbakR' also generalized dynamical systems\nmodeling of NR-seq data to support analyses of premature mRNA\nprocessing and flow between subcellular compartments. Finally,\n'EZbakR' implements flexible and well-powered comparative\nanalyses of all estimated parameters via design\nmatrix-specified generalized linear modeling.",
  "License": "MIT + file LICENSE",
  "Encoding": "UTF-8",
  "Roxygen": "list(markdown = TRUE)",
  "RoxygenNote": "7.3.2",
  "Config/testthat/edition": "3",
  "biocViews": "",
  "LazyData": "true",
  "VignetteBuilder": "knitr",
  "URL": "https://isaacvock.github.io/EZbakR/,\nhttps://github.com/isaacvock/EZbakR",
  "BugReports": "https://github.com/isaacvock/EZbakR/issues",
  "Config/pak/sysreqs": "cmake libicu-dev libssl-dev",
  "Repository": "https://isaacvock.r-universe.dev",
  "Date/Publication": "2026-01-25 02:22:38 UTC",
  "RemoteUrl": "https://github.com/isaacvock/ezbakr",
  "RemoteRef": "HEAD",
  "RemoteSha": "dd3e89ee7867330b31584455455a0380f32a61c7",
  "NeedsCompilation": "no",
  "Packaged": {
    "Date": "2026-05-25 09:34:47 UTC",
    "User": "root"
  },
  "Author": "Isaac Vock [aut, cre, cph] (ORCID:\n<https://orcid.org/0000-0002-7178-6886>)",
  "Maintainer": "Isaac Vock <isaac.vock@gmail.com>",
  "MD5sum": "acbeeaa2839eae921c0c2c6694316d9d",
  "_user": "isaacvock",
  "_type": "src",
  "_file": "EZbakR_0.2.0.tar.gz",
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  "_sha256": "5e72ed24195cc6caff112625e644e6b1f36360ffa1bbb0bd8c2582e7c235c77a",
  "_created": "2026-05-25T09:34:47.000Z",
  "_published": "2026-05-25T09:39:07.125Z",
  "_distro": "noble",
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  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/isaacvock/ezbakr",
  "_commit": {
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    "author": "isaacvock <isaac.vock@gmail.com>",
    "committer": "isaacvock <isaac.vock@gmail.com>",
    "message": "Bump to 0.2.0\n",
    "time": 1769307758
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  "_maintainer": {
    "name": "Isaac Vock",
    "email": "isaac.vock@gmail.com",
    "login": "isaacvock",
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    "uuid": 97462739,
    "orcid": "0000-0002-7178-6886"
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  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 3.5",
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    },
    {
      "package": "arrow",
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    },
    {
      "package": "data.table",
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    },
    {
      "package": "dplyr",
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    {
      "package": "ggplot2",
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    {
      "package": "magrittr",
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  "_updates": [
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  ],
  "_tags": [
    {
      "name": "v0.1.0",
      "date": "2025-12-04"
    }
  ],
  "_topics": [
    "nrseq",
    "rna-kinetics",
    "slam-seq",
    "slamseq",
    "timelapse-seq"
  ],
  "_stars": 1,
  "_contributors": [
    {
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  ],
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    "count": 182,
    "source": "https://cranlogs.r-pkg.org/downloads/total/last-month/EZbakR"
  },
  "_devurl": "https://github.com/isaacvock/ezbakr",
  "_pkgdown": "https://isaacvock.github.io/EZbakR/",
  "_searchresults": 13,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/EZbakR.html",
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    "extra/NEWS.txt",
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    "extra/readme.md",
    "manual.pdf"
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  "_homeurl": "https://github.com/isaacvock/ezbakr",
  "_realowner": "isaacvock",
  "_cranurl": true,
  "_releases": [
    {
      "version": "0.1.0",
      "date": "2025-12-11"
    }
  ],
  "_exports": [
    "AverageAndRegularize",
    "CompareParameters",
    "CorrectDropout",
    "create_fraction_design",
    "DeconvolveFractions",
    "EstimateFractions",
    "EstimateIsoformFractions",
    "EstimateKinetics",
    "EstimateMutRates",
    "EZbakRArrowData",
    "EZbakRData",
    "EZbakRFractions",
    "EZbakRKinetics",
    "EZDynamics",
    "EZget",
    "EZMAPlot",
    "EZpcaPlot",
    "EZQC",
    "EZSimulate",
    "EZVolcanoPlot",
    "get_normalized_read_counts",
    "ImportIsoformQuant",
    "NormalizeForDropout",
    "SimpleSim",
    "SimulateIsoforms",
    "SimulateMultiCondition",
    "SimulateMultiLabel",
    "SimulateOneRep",
    "VectSimulateMultiLabel",
    "VisualizeDropout"
  ],
  "_datasets": [
    {
      "name": "example_cB",
      "title": "Example cB table",
      "object": "example_cB",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "sample",
        "rname",
        "GF",
        "XF",
        "TC",
        "nT",
        "n"
      ],
      "rows": 10000,
      "table": true,
      "tojson": true
    },
    {
      "name": "example_metadf",
      "title": "Example metadf",
      "object": "example_metadf",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "sample",
        "tl",
        "genotype"
      ],
      "rows": 6,
      "table": true,
      "tojson": true
    },
    {
      "name": "ode_models",
      "title": "Example ODE model graphs and formulas",
      "object": "ode_models",
      "class": [
        "list"
      ],
      "fields": [],
      "table": false,
      "tojson": false
    },
    {
      "name": "standard_fraction_design",
      "title": "Standard 'fraction_design' table for 'EstimateFractions'",
      "object": "standard_fraction_design",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "TC",
        "present"
      ],
      "rows": 2,
      "table": true,
      "tojson": true
    },
    {
      "name": "tilac_fraction_design",
      "title": "TILAC 'fraction_design' table for 'EstimateFractions'",
      "object": "tilac_fraction_design",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "TC",
        "GA",
        "present"
      ],
      "rows": 4,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "AverageAndRegularize",
      "title": "Average parameter estimates across replicates, and regularize variance estimates",
      "topics": [
        "AverageAndRegularize"
      ]
    },
    {
      "page": "CompareParameters",
      "title": "Get contrasts of estimated parameters",
      "topics": [
        "CompareParameters"
      ]
    },
    {
      "page": "CorrectDropout",
      "title": "Correct for experimental/bioinformatic dropout of labeled RNA.",
      "topics": [
        "CorrectDropout"
      ]
    },
    {
      "page": "create_fraction_design",
      "title": "Generate a 'fraction_design' table for 'EstimateFractions'.",
      "topics": [
        "create_fraction_design"
      ]
    },
    {
      "page": "DeconvolveFractions",
      "title": "Deconvolve multi-feature fractions.",
      "topics": [
        "DeconvolveFractions"
      ]
    },
    {
      "page": "EstimateFractions",
      "title": "Estimate fractions of each RNA population.",
      "topics": [
        "EstimateFractions",
        "EstimateFractions.EZbakRArrowData",
        "EstimateFractions.EZbakRData"
      ]
    },
    {
      "page": "EstimateIsoformFractions",
      "title": "Estimate isoform-specific fraction news (or more generally \"fractions\").",
      "topics": [
        "EstimateIsoformFractions"
      ]
    },
    {
      "page": "EstimateKinetics",
      "title": "Estimate kinetic parameters",
      "topics": [
        "EstimateKinetics"
      ]
    },
    {
      "page": "EstimateMutRates",
      "title": "Estimate mutation rates",
      "topics": [
        "EstimateMutRates",
        "EstimateMutRates.EZbakRArrowData",
        "EstimateMutRates.EZbakRData"
      ]
    },
    {
      "page": "example_cB",
      "title": "Example cB table",
      "topics": [
        "example_cB"
      ]
    },
    {
      "page": "example_metadf",
      "title": "Example metadf",
      "topics": [
        "example_metadf"
      ]
    },
    {
      "page": "EZbakRArrowData",
      "title": "'EZbakRArrowData' object helper function for users",
      "topics": [
        "EZbakRArrowData"
      ]
    },
    {
      "page": "EZbakRData",
      "title": "'EZbakRData' object helper function for users",
      "topics": [
        "EZbakRData"
      ]
    },
    {
      "page": "EZbakRFractions",
      "title": "'EZbakRFractions' helper function for users",
      "topics": [
        "EZbakRFractions"
      ]
    },
    {
      "page": "EZbakRKinetics",
      "title": "'EZbakRKinetics' helper function for users",
      "topics": [
        "EZbakRKinetics"
      ]
    },
    {
      "page": "EZDynamics",
      "title": "Generalized dynamical systems modeling",
      "topics": [
        "EZDynamics"
      ]
    },
    {
      "page": "EZget",
      "title": "Easily get EZbakR table of estimates of interest",
      "topics": [
        "EZget"
      ]
    },
    {
      "page": "EZMAPlot",
      "title": "Make an MAPlot from EZbakR comparison",
      "topics": [
        "EZMAPlot"
      ]
    },
    {
      "page": "EZpcaPlot",
      "title": "Make an MAPlot from EZbakR comparison",
      "topics": [
        "EZpcaPlot"
      ]
    },
    {
      "page": "EZQC",
      "title": "Run quality control checks",
      "topics": [
        "EZQC"
      ]
    },
    {
      "page": "EZQC.EZbakRArrowData",
      "title": "Run quality control checks",
      "topics": [
        "EZQC.EZbakRArrowData"
      ]
    },
    {
      "page": "EZQC.EZbakRData",
      "title": "Run quality control checks",
      "topics": [
        "EZQC.EZbakRData"
      ]
    },
    {
      "page": "EZQC.EZbakRFractions",
      "title": "Run quality control checks",
      "topics": [
        "EZQC.EZbakRFractions"
      ]
    },
    {
      "page": "EZSimulate",
      "title": "Simulate NR-seq data for multiple replicates of multiple biological conditions",
      "topics": [
        "EZSimulate"
      ]
    },
    {
      "page": "EZVolcanoPlot",
      "title": "Make a VolcanoPlot from EZbakR comparison",
      "topics": [
        "EZVolcanoPlot"
      ]
    },
    {
      "page": "get_normalized_read_counts",
      "title": "Get normalized read counts from either a cB table or 'EZbakRFractions' object.",
      "topics": [
        "get_normalized_read_counts",
        "get_normalized_read_counts.EZbakRData",
        "get_normalized_read_counts.EZbakRFractions"
      ]
    },
    {
      "page": "ImportIsoformQuant",
      "title": "Import transcript isoform quantification into EZbakRData object",
      "topics": [
        "ImportIsoformQuant"
      ]
    },
    {
      "page": "new_EZbakRArrowData",
      "title": "'EZbakRArrowData' object constructor for internal use",
      "topics": [
        "new_EZbakRArrowData"
      ]
    },
    {
      "page": "new_EZbakRData",
      "title": "'EZbakRDataobject' constructor for internal use",
      "topics": [
        "new_EZbakRData"
      ]
    },
    {
      "page": "new_EZbakRFractions",
      "title": "'EZbakRFractions' object constructor",
      "topics": [
        "new_EZbakRFractions"
      ]
    },
    {
      "page": "new_EZbakRKinetics",
      "title": "'EZbakRKinetics' object constructor",
      "topics": [
        "new_EZbakRKinetics"
      ]
    },
    {
      "page": "NormalizeForDropout",
      "title": "Normalize for experimental/bioinformatic dropout of labeled RNA.",
      "topics": [
        "NormalizeForDropout"
      ]
    },
    {
      "page": "ode_models",
      "title": "Example ODE model graphs and formulas",
      "topics": [
        "ode_models"
      ]
    },
    {
      "page": "print.EZbakRArrowData",
      "title": "Print method for 'EZbakRArrowData' objects",
      "topics": [
        "print.EZbakRArrowData"
      ]
    },
    {
      "page": "print.EZbakRData",
      "title": "Print method for 'EZbakRData' objects",
      "topics": [
        "print.EZbakRData"
      ]
    },
    {
      "page": "SimpleSim",
      "title": "Simple simulation function",
      "topics": [
        "SimpleSim"
      ]
    },
    {
      "page": "SimulateDynamics",
      "title": "Simulation of generalized dynamical system model.",
      "topics": [
        "SimulateDynamics"
      ]
    },
    {
      "page": "SimulateIsoforms",
      "title": "Simulation of transcript isoform kinetic parameters.",
      "topics": [
        "SimulateIsoforms"
      ]
    },
    {
      "page": "SimulateMultiCondition",
      "title": "Simulate NR-seq data for multiple replicates of multiple biological conditions",
      "topics": [
        "SimulateMultiCondition"
      ]
    },
    {
      "page": "SimulateMultiLabel",
      "title": "Simulate one replicate of multi-label NR-seq data",
      "topics": [
        "SimulateMultiLabel"
      ]
    },
    {
      "page": "SimulateOneRep",
      "title": "Simulate a single replicate of NR-seq data",
      "topics": [
        "SimulateOneRep"
      ]
    },
    {
      "page": "standard_fraction_design",
      "title": "Standard 'fraction_design' table for 'EstimateFractions'",
      "topics": [
        "standard_fraction_design"
      ]
    },
    {
      "page": "tilac_fraction_design",
      "title": "TILAC 'fraction_design' table for 'EstimateFractions'",
      "topics": [
        "tilac_fraction_design"
      ]
    },
    {
      "page": "validate_EZbakRArrowData",
      "title": "'EZbakRArrowData' EZbakRArrowData validator",
      "topics": [
        "validate_EZbakRArrowData"
      ]
    },
    {
      "page": "validate_EZbakRData",
      "title": "'EZbakRDataobject' validator",
      "topics": [
        "validate_EZbakRData"
      ]
    },
    {
      "page": "validate_EZbakRFractions",
      "title": "'EZbakRFractions' object validator",
      "topics": [
        "validate_EZbakRFractions"
      ]
    },
    {
      "page": "validate_EZbakRKinetics",
      "title": "'EZbakRKinetics' object validator",
      "topics": [
        "validate_EZbakRKinetics"
      ]
    },
    {
      "page": "VectSimulateMultiLabel",
      "title": "Vectorized simulation of one replicate of multi-label NR-seq data",
      "topics": [
        "VectSimulateMultiLabel"
      ]
    },
    {
      "page": "VisualizeDropout",
      "title": "Make plots to visually assess dropout trends",
      "topics": [
        "VisualizeDropout"
      ]
    }
  ],
  "_readme": "https://github.com/isaacvock/ezbakr/raw/HEAD/README.md",
  "_rundeps": [
    "arrow",
    "assertthat",
    "bit",
    "bit64",
    "cli",
    "cpp11",
    "data.table",
    "dplyr",
    "farver",
    "generics",
    "ggplot2",
    "glue",
    "gtable",
    "isoband",
    "labeling",
    "lifecycle",
    "magrittr",
    "pillar",
    "pkgconfig",
    "purrr",
    "R6",
    "RColorBrewer",
    "rlang",
    "S7",
    "scales",
    "stringi",
    "stringr",
    "tibble",
    "tidyr",
    "tidyselect",
    "tximport",
    "utf8",
    "vctrs",
    "viridisLite",
    "withr"
  ],
  "_vignettes": [
    {
      "source": "EstimateFractions.Rmd",
      "filename": "EstimateFractions.html",
      "title": "Universal first step: EstimateFractions()",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "The basics",
        "Tuning the mutational modeling",
        "Tuning the feature set choice and filtering",
        "Improving estimates",
        "Correcting for dropout",
        "Inferring background mutation rates from -label data",
        "Fancy functionalities",
        "Hierarchical mutation rate model",
        "Isoform deconvolution",
        "Using the Apache Arrow backend",
        "Step 1: Create an Arrow Dataset",
        "Step 2: Create EZbakRArrowData object",
        "Step 3: Run EstimateFractions like normal",
        "Simulating the Arrow workflow"
      ],
      "created": "2024-06-25 16:51:23",
      "modified": "2025-12-11 17:33:06",
      "commits": 12
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