{
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  "Package": "GRIN2",
  "Title": "Genomic Random Interval (GRIN)",
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  "Authors@R": "c(person(\"Abdelrahman\", \"Elsayed\", email = \"aelsayed@stjude.org\", role = c(\"aut\", \"cre\", \"cph\"),\ncomment = c(ORCID = \"0000-0002-8150-6825\")),\nperson(\"Xueyuan\", \"Cao\", email = \"xcao12@uthsc.edu\", role = c(\"aut\")),\nperson(\"Lakshmi Anuhya\", \"patibandla\", email = \"lakshmianuhya.patibandla@stjude.org\", role = c(\"aut\")),\nperson(\"Stanley\", \"Pounds\", email = \"stanley.pounds@stjude.org\", role = c(\"aut\", \"cph\")))",
  "Description": "Improved version of 'GRIN' software that streamlines its\nuse in practice to analyze genomic lesion data, accelerate its\ncomputing, and expand its analysis capabilities to answer\nadditional scientific questions including a rigorous evaluation\nof the association of genomic lesions with RNA expression.\nPounds, Stan, et al. (2013)\n<DOI:10.1093/bioinformatics/btt372>.",
  "License": "GPL (>= 3)",
  "Encoding": "UTF-8",
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  "Maintainer": "Abdelrahman Elsayed <aelsayed@stjude.org>",
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  "URL": "https://github.com/abdel-elsayed87/GRIN2",
  "BugReports": "https://github.com/abdel-elsayed87/GRIN2/issues",
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  "Repository": "https://abdel-elsayed87.r-universe.dev",
  "Date/Publication": "2025-06-23 21:51:28 UTC",
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  "Packaged": {
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  "Author": "Abdelrahman Elsayed [aut, cre, cph] (ORCID:\n<https://orcid.org/0000-0002-8150-6825>),\nXueyuan Cao [aut],\nLakshmi Anuhya patibandla [aut],\nStanley Pounds [aut, cph]",
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  "_created": "2026-05-19T08:00:56.000Z",
  "_published": "2026-06-02T15:06:46.752Z",
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      "n": 28
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  "_rbuild": "4.6.0",
  "_assets": [
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  "_exports": [
    "alex.boxplots",
    "alex.pathway",
    "alex.prep.lsn.expr",
    "alex.waterfall.plot",
    "alex.waterfall.prep",
    "compute.gw.coordinates",
    "count.hits",
    "default.grin.colors",
    "find.gene.lsn.overlaps",
    "genomewide.log10q.plot",
    "genomewide.lsn.plot",
    "get.chrom.length",
    "get.ensembl.annotation",
    "grin.assoc.lsn.outcome",
    "grin.barplt",
    "grin.lsn.boundaries",
    "grin.oncoprint.mtx",
    "grin.stats",
    "grin.stats.lsn.plot",
    "KW.hit.express",
    "lsn.transcripts.plot",
    "onco.print.props",
    "order.index.gene.data",
    "order.index.lsn.data",
    "prep.binary.lsn.mtx",
    "prep.gene.lsn.data",
    "prep.lsn.type.matrix",
    "prob.hits",
    "top.alex.waterfall.plots",
    "write.grin.xlsx"
  ],
  "_datasets": [
    {
      "name": "clin_data",
      "title": "Example Clinical Dataset for T-cell Acute Lymphoblastic Leukemia (T-ALL)",
      "object": "clin_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "ID",
        "Sex",
        "Race",
        "Age_Days",
        "WBC",
        "MRD29",
        "MRD.binary",
        "os.time",
        "os.censor",
        "efs.time",
        "efs.censor"
      ],
      "rows": 265,
      "table": true,
      "tojson": true
    },
    {
      "name": "expr_data",
      "title": "Example T-ALL Gene Expression Dataset",
      "object": "expr_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "gene",
        "PARFIH",
        "PARFPJ",
        "PARFXJ",
        "PARKLK",
        "PARLJA",
        "PARMFF",
        "PARMIH",
        "PARPET",
        "PARPHB",
        "PARPYJ",
        "PARSET",
        "PARWMF",
        "PARXLS",
        "PARYGI",
        "PARCVM",
        "PARGFL",
        "PARHES",
        "PARIYD",
        "PARIZN",
        "PARMKK",
        "PARMKM",
        "PARMMV",
        "PARMRF",
        "PARSJG",
        "PARTBP",
        "PARTPW",
        "PARUEU",
        "PASFHR",
        "PASFKA",
        "PARJAY",
        "PARJNX",
        "PARMUC",
        "PARUKW",
        "PASHUP",
        "PARNXJ",
        "PARWLP",
        "PASPBU",
        "PARJPL",
        "PARJXW",
        "PARNMV",
        "PARNSP",
        "PARVEI",
        "PARWID",
        "PASKGG",
        "PASKTG",
        "PARASZ",
        "PARAYM",
        "PASHNK",
        "PASILW",
        "PASINX",
        "PASMHF",
        "PASMIC",
        "PASMNV",
        "PASNEH",
        "PASRMM",
        "PASSEF",
        "PASSHC",
        "PASSPP",
        "PASSRP",
        "PASSSR",
        "PASSZA",
        "PASTHE",
        "PASUIN",
        "PASUSV",
        "PASVIN",
        "PASWXB",
        "PASWZJ",
        "PASXLT",
        "PASXSI",
        "PASXUC",
        "PASXUU",
        "PASYAJ",
        "PASYIS",
        "PASYSJ",
        "PASYWF",
        "PASZEW",
        "PASZIY",
        "PATALJ",
        "PATBDJ",
        "PATBDK",
        "PATCUK",
        "PATDGZ",
        "PATEFF",
        "PATEHZ",
        "PATEIT",
        "PATENL",
        "PATFVG",
        "PATGKE",
        "PATHRF",
        "PATIBE",
        "PATIKN",
        "PATITB",
        "PATJBC",
        "PATJLT",
        "PATKGP",
        "PATKVD",
        "PATKWU",
        "PATLHH",
        "PATLNS",
        "PATLNZ",
        "PATLPN",
        "PATMTV",
        "PATMYZ",
        "PATNAM",
        "PATNIA",
        "PATPDA",
        "PATPWF",
        "PATRAB",
        "PATRHL",
        "PATRUN",
        "PATSDS",
        "PATSIL",
        "PATSIY",
        "PATSLH",
        "PATWHB",
        "PATWNL",
        "PATWXC",
        "PATWYZ",
        "PATXNK",
        "PATXNR",
        "PATXSK",
        "PATYMP",
        "PATYWV",
        "PATZFF",
        "PATZSL",
        "PATZWA",
        "PATZYC",
        "PATZYR",
        "PAUAFN",
        "PAUAJA",
        "PAUAZV",
        "PAUBCB",
        "PAUBCT",
        "PAUBLL",
        "PAUBPY",
        "PAUBXP",
        "PAUCDC",
        "PATCDM",
        "PATCDZ",
        "PATCNI",
        "PATDBU",
        "PATDDZ",
        "PATDFE",
        "PATDMN",
        "PATEVL",
        "PATEYS",
        "PATFJP",
        "PATGLV",
        "PATGMP",
        "PATGVX",
        "PATGWP",
        "PATHFE",
        "PARVMR",
        "PASJYI",
        "PASKAD",
        "PASKSY",
        "PASNTZ",
        "PASTDU",
        "PASWNU",
        "PATAYT",
        "PATBGC",
        "PATBNT",
        "PATBRV",
        "PATBTX",
        "PATFJD",
        "PATGZA",
        "PATKYI",
        "PATYJK",
        "PAUAYB",
        "PAREGZ",
        "PARPUL",
        "PASYCN",
        "PATDLG",
        "PASTPT",
        "PASKCL",
        "PASWXZ",
        "PASXLZ",
        "PATEAK",
        "PASKIC",
        "PASUGC",
        "PASRCV",
        "PASLBB",
        "PARNBN",
        "PARFDL",
        "PARNEH",
        "PARLST",
        "PARVHY",
        "PASVPZ",
        "PARRKK",
        "PASWFN",
        "PASKRN",
        "PARWNW",
        "PARSNX",
        "PARXHT",
        "PASKXN",
        "PASXIL",
        "PASXMF",
        "PARXVS",
        "PASTLP",
        "PASTXU",
        "PATHJF",
        "PATAXS",
        "PATLGU",
        "PATMXN",
        "PATHWV",
        "PATLMA",
        "PATDRC",
        "PATITY",
        "PATLRZ",
        "PATMAF",
        "PATRGV",
        "PATMRE",
        "PATRNA",
        "PATWYL",
        "PATZVD",
        "PAUBRD",
        "PAUBTC",
        "PAUACG",
        "PAUCDY",
        "PATTHR",
        "PATVDA",
        "PATYCH",
        "PATWIJ",
        "PARWDM",
        "PATHBG",
        "PARHBT",
        "PARMWH",
        "PASGFH",
        "PASYHN",
        "PASZJW",
        "PATBYK",
        "PATDKT",
        "PATEMI",
        "PATFWF",
        "PATGBY",
        "PATGYH",
        "PATJZK",
        "PATMVH",
        "PATPGE",
        "PASHXL",
        "PASJMK",
        "PASLAB",
        "PASPDS",
        "PASPPN",
        "PASWSR",
        "PATCZN",
        "PATHGY",
        "PATLHS",
        "PARHBI",
        "PATFRM",
        "PATXAL",
        "PATCKV",
        "PATXKW",
        "PARXMV",
        "PASHDV",
        "PASIIY",
        "PASJLN",
        "PATFYZ",
        "PATRXL",
        "PATWJU",
        "PARNJB",
        "PARTLY",
        "PASFLK",
        "PASJJR"
      ],
      "rows": 417,
      "table": true,
      "tojson": true
    },
    {
      "name": "hg38_chrom_size",
      "title": "Chromosome Length Data (hg38)",
      "object": "hg38_chrom_size",
      "class": [
        "data.frame"
      ],
      "fields": [
        "chrom",
        "size"
      ],
      "rows": 24,
      "table": true,
      "tojson": true
    },
    {
      "name": "hg38_cytoband",
      "title": "GRCh38 Chromosome Cytobands",
      "object": "hg38_cytoband",
      "class": [
        "data.frame"
      ],
      "fields": [
        "chrom",
        "chromStart",
        "chromEnd",
        "name",
        "gieStain"
      ],
      "rows": 1549,
      "table": true,
      "tojson": true
    },
    {
      "name": "hg38_gene_annotation",
      "title": "Example Gene Annotation Data File",
      "object": "hg38_gene_annotation",
      "class": [
        "data.frame"
      ],
      "fields": [
        "gene",
        "chrom",
        "loc.start",
        "loc.end",
        "description",
        "gene.name",
        "biotype",
        "chrom.strand",
        "chrom.band"
      ],
      "rows": 417,
      "table": true,
      "tojson": true
    },
    {
      "name": "lesion_data",
      "title": "Example T-ALL Lesion Dataset",
      "object": "lesion_data",
      "class": [
        "data.frame"
      ],
      "fields": [
        "ID",
        "chrom",
        "loc.start",
        "loc.end",
        "lsn.type"
      ],
      "rows": 6861,
      "table": true,
      "tojson": true
    },
    {
      "name": "pathways",
      "title": "Genes Annotated to Biological Pathways",
      "object": "pathways",
      "class": [
        "tbl_df",
        "tbl",
        "data.frame"
      ],
      "fields": [
        "gene.name",
        "ensembl.id",
        "pathway"
      ],
      "rows": 121,
      "table": true,
      "tojson": true
    }
  ],
  "_help": [
    {
      "page": "alex.boxplots",
      "title": "Generate Box Plots of Gene Expression by Lesion Groups",
      "topics": [
        "alex.boxplots"
      ]
    },
    {
      "page": "alex.pathway",
      "title": "Visualize Lesion and Expression Data by Pathway",
      "topics": [
        "alex.pathway"
      ]
    },
    {
      "page": "alex.prep.lsn.expr",
      "title": "Prepare Lesion and Expression Data for Kruskal Wallis Test",
      "topics": [
        "alex.prep.lsn.expr"
      ]
    },
    {
      "page": "alex.waterfall.plot",
      "title": "Generate Waterfall Plot of Lesion and Expression Data",
      "topics": [
        "alex.waterfall.plot"
      ]
    },
    {
      "page": "alex.waterfall.prep",
      "title": "Prepare Lesion and Expression Data for Waterfall Plots",
      "topics": [
        "alex.waterfall.prep"
      ]
    },
    {
      "page": "clin_data",
      "title": "Example Clinical Dataset for T-cell Acute Lymphoblastic Leukemia (T-ALL)",
      "topics": [
        "clin_data"
      ]
    },
    {
      "page": "compute.gw.coordinates",
      "title": "Compute Genome-wide Plotting Coordinates",
      "topics": [
        "compute.gw.coordinates"
      ]
    },
    {
      "page": "count.hits",
      "title": "Count Gene Lesion Hits",
      "topics": [
        "count.hits"
      ]
    },
    {
      "page": "default.grin.colors",
      "title": "Assign Default GRIN Colors",
      "topics": [
        "default.grin.colors"
      ]
    },
    {
      "page": "expr_data",
      "title": "Example T-ALL Gene Expression Dataset",
      "topics": [
        "expr_data"
      ]
    },
    {
      "page": "find.gene.lsn.overlaps",
      "title": "Find Gene Lesion Overlaps",
      "topics": [
        "find.gene.lsn.overlaps"
      ]
    },
    {
      "page": "genomewide.log10q.plot",
      "title": "Genome-wide -log10(q-value) Plot",
      "topics": [
        "genomewide.log10q.plot"
      ]
    },
    {
      "page": "genomewide.lsn.plot",
      "title": "Genome-wide Lesion Plot",
      "topics": [
        "genomewide.lsn.plot"
      ]
    },
    {
      "page": "get.chrom.length",
      "title": "Get Chromosome Length",
      "topics": [
        "get.chrom.length"
      ]
    },
    {
      "page": "get.ensembl.annotation",
      "title": "Get Ensembl Gene and Regulatory Features Annotation Data",
      "topics": [
        "get.ensembl.annotation"
      ]
    },
    {
      "page": "grin.assoc.lsn.outcome",
      "title": "Associate Lesions with Clinical Outcomes",
      "topics": [
        "grin.assoc.lsn.outcome"
      ]
    },
    {
      "page": "grin.barplt",
      "title": "GRIN Lesion Stacked Bar Plot",
      "topics": [
        "grin.barplt"
      ]
    },
    {
      "page": "grin.lsn.boundaries",
      "title": "GRIN Evaluation of Lesion Boundaries",
      "topics": [
        "grin.lsn.boundaries"
      ]
    },
    {
      "page": "grin.oncoprint.mtx",
      "title": "GRIN OncoPrint-Compatible Lesion Matrix",
      "topics": [
        "grin.oncoprint.mtx"
      ]
    },
    {
      "page": "grin.stats",
      "title": "Execute GRIN Statistical Framework",
      "topics": [
        "grin.stats"
      ]
    },
    {
      "page": "grin.stats.lsn.plot",
      "title": "GRIN Statistics Lesions Plot",
      "topics": [
        "grin.stats.lsn.plot"
      ]
    },
    {
      "page": "hg38_chrom_size",
      "title": "Chromosome Length Data (hg38)",
      "topics": [
        "hg38_chrom_size"
      ]
    },
    {
      "page": "hg38_cytoband",
      "title": "GRCh38 Chromosome Cytobands",
      "topics": [
        "hg38_cytoband"
      ]
    },
    {
      "page": "hg38_gene_annotation",
      "title": "Example Gene Annotation Data File",
      "topics": [
        "hg38_gene_annotation"
      ]
    },
    {
      "page": "KW.hit.express",
      "title": "Associate Lesion Groups with Gene Expression",
      "topics": [
        "KW.hit.express"
      ]
    },
    {
      "page": "lesion_data",
      "title": "Example T-ALL Lesion Dataset",
      "topics": [
        "lesion_data"
      ]
    },
    {
      "page": "lsn.transcripts.plot",
      "title": "Plot of Gene Lesions and Transcripts",
      "topics": [
        "lsn.transcripts.plot"
      ]
    },
    {
      "page": "onco.print.props",
      "title": "Oncoprint Proportions by Lesion Type",
      "topics": [
        "onco.print.props"
      ]
    },
    {
      "page": "order.index.gene.data",
      "title": "Order and Index Gene Annotation Data",
      "topics": [
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      ]
    },
    {
      "page": "order.index.lsn.data",
      "title": "Order and Index Lesion Data",
      "topics": [
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      ]
    },
    {
      "page": "pathways",
      "title": "Genes Annotated to Biological Pathways",
      "topics": [
        "pathways"
      ]
    },
    {
      "page": "prep.binary.lsn.mtx",
      "title": "Prepare Binary Lesion Matrix",
      "topics": [
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    },
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      "page": "prep.gene.lsn.data",
      "title": "Prepare Gene and Lesion Data for GRIN Analysis",
      "topics": [
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      ]
    },
    {
      "page": "prep.lsn.type.matrix",
      "title": "Prepare Lesion Type Matrix",
      "topics": [
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      ]
    },
    {
      "page": "prob.hits",
      "title": "Find Probability of Locus Hit",
      "topics": [
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      ]
    },
    {
      "page": "top.alex.waterfall.plots",
      "title": "Generate Waterfall Plots for Top Significant Genes",
      "topics": [
        "top.alex.waterfall.plots"
      ]
    },
    {
      "page": "write.grin.xlsx",
      "title": "Write GRIN Results to Excel File",
      "topics": [
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      ]
    }
  ],
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    {
      "source": "GRIN2.Rmd",
      "filename": "GRIN2.html",
      "title": "Introduction to the GRIN2 Package",
      "author": "Abdelrahman Elsayed, PhD and Stanley Pounds, PhD",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "T-ALL Example dataset",
        "1) Obtain clinical, lesion and gene expression data",
        "2) Retrieve Genomic Annotations for Genes and Regulatory Features",
        "3) Retrieve Chromosome Size Data",
        "4) Run Genomic Random Interval (GRIN) Analysis",
        "5) Now, let's Take a Look on the GRIN Output Results:",
        "6) Write GRIN Results",
        "7) Genome-wide Lesion Plot",
        "8) Stacked Barplot for a List of Genes of Interest",
        "9) Prepare GRIN Lesion Matrix for an OncoPrint Type of Display",
        "10) Lesion Plots for a Certain Gene, Locus or the Whole Chromosome",
        "11) Gene-Lesion Matrix for later computations",
        "Associate Lesions with EXpression (ALEX)",
        "12) Prepare Expression and Lesion Data for ALEX-KW Test and ALEX-plots",
        "13) Run Kruskal-Wallis Test for Association between Lesion and Expression Data",
        "14) Now, let's Take a Look on the ALEX Kruskal-wallis Results Table:",
        "15) Waterfall Plots for Side-by-side Representation of Lesion and Expression Data",
        "16) Visualize Lesion and Expression Data by Pathway (JAK/STAT Pathway)",
        "17) Lesion Binary Matrix for Association Analysis with Clinical Outcomes",
        "18) Run Association Analysis for Lesions with Clinical Outcomes",
        "19) Now, let's Take a Look on the Results Table of the Association between Lesions and Treatment Outcomes:"
      ],
      "created": "2024-10-29 22:21:55",
      "modified": "2025-06-23 21:31:50",
      "commits": 7
    }
  ],
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  "_indexed": true,
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