{
  "_id": "6adc9ae51f8fc22f6383e8d6",
  "Package": "SAIGEgds",
  "Type": "Package",
  "Title": "Scalable Implementation of Generalized Mixed Models Using GDS\nFiles in Phenome-Wide Association Studies",
  "Version": "2.13.3",
  "Date": "2026-09-23",
  "Authors@R": "c(person(\"Xiuwen\", \"Zheng\", role=c(\"aut\", \"cre\"),\nemail=\"xiuwen.zheng@abbvie.com\", comment=c(ORCID=\"0000-0002-1390-0708\")),\nperson(\"Wei\", \"Zhou\", role=\"ctb\",\ncomment=\"the original author of the SAIGE R package\"),\nperson(\"J. Wade\", \"Davis\", role=\"ctb\"))",
  "Description": "Scalable implementation of generalized mixed models with\nhighly optimized C++ implementation and integration with\nGenomic Data Structure (GDS) files. It is designed for single\nvariant tests and set-based aggregate tests in large-scale\nPhenome-wide Association Studies (PheWAS) with millions of\nvariants and samples, controlling for sample structure and\ncase-control imbalance. The implementation is based on the\nSAIGE R package (v0.45, Zhou et al. 2018 and Zhou et al. 2020),\nand it is extended to include the state-of-the-art ACAT-O\nset-based tests. Benchmarks show that SAIGEgds is significantly\nfaster than the SAIGE R package. Optional OpenCL-based GPU\nacceleration is supported for the GRM cross-product computation\nin null model fitting and for GRM construction.",
  "License": "GPL-3",
  "SystemRequirements": "GNU make",
  "VignetteBuilder": "knitr",
  "ByteCompile": "TRUE",
  "URL": "https://github.com/AbbVie-ComputationalGenomics/SAIGEgds",
  "biocViews": "Software, Genetics, StatisticalMethod, GenomeWideAssociation",
  "Config/pak/sysreqs": "cmake make zlib1g-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-09-24 00:12:31 UTC",
  "RemoteUrl": "https://github.com/bioc/SAIGEgds",
  "RemoteRef": "HEAD",
  "RemoteSha": "29da3dd06bce9321bc520c75353e1c695057e0df",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-10-24 11:37:16 UTC",
    "User": "root"
  },
  "Author": "Xiuwen Zheng [aut, cre] (ORCID:\n<https://orcid.org/0000-0002-1390-0708>),\nWei Zhou [ctb] (the original author of the SAIGE R package),\nJ. Wade Davis [ctb]",
  "Maintainer": "Xiuwen Zheng <xiuwen.zheng@abbvie.com>",
  "_user": "bioc",
  "_type": "src",
  "_file": "SAIGEgds_2.13.3.tar.gz",
  "_fileid": "https://r2.ropensci.org/26b74f9e8439e96ebf968a47529c16d38236d8bc78f8c690288daf7e81197741",
  "_filesize": 2141708,
  "_sha256": "26b74f9e8439e96ebf968a47529c16d38236d8bc78f8c690288daf7e81197741",
  "_expires": "2027-02-01T11:47:47.000Z",
  "_created": "2026-10-24T11:37:16.000Z",
  "_published": "2026-10-24T11:47:49.505Z",
  "_upstream": "https://github.com/bioc/SAIGEgds",
  "_status": "success",
  "_maintainer": {
    "name": "Xiuwen Zheng",
    "email": "xiuwen.zheng@abbvie.com",
    "login": "zhengxw-ab",
    "orcid": "0000-0002-1390-0708",
    "description": "Genomics Research Center, AbbVie Inc, North Chicago",
    "uuid": 53487523
  },
  "_jobs": [
    {
      "job": 120862638614,
      "time": 407,
      "config": "bioc-checks",
      "r": "4.6.1",
      "check": "WARNING",
      "artifact": "12558599326"
    },
    {
      "job": 120862638637,
      "time": 231,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "12558607490"
    },
    {
      "job": 120862638689,
      "time": 287,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "12558718442"
    },
    {
      "job": 120862638654,
      "time": 376,
      "config": "linux-release-arm64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12559082606"
    },
    {
      "job": 120862638660,
      "time": 536,
      "config": "linux-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12558604594"
    },
    {
      "job": 120862638645,
      "time": 260,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "12559421052"
    },
    {
      "job": 120862638686,
      "time": 355,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "12558448142"
    },
    {
      "job": 120862638647,
      "time": 260,
      "config": "macos-release-arm64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12558942912"
    },
    {
      "job": 120862638634,
      "time": 421,
      "config": "macos-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12558782355"
    },
    {
      "job": 120861058544,
      "time": 488,
      "config": "source",
      "r": "4.6.1",
      "check": "OK",
      "artifact": "12558811695"
    },
    {
      "job": 120862638767,
      "time": 345,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "12558154618"
    },
    {
      "job": 120862638766,
      "time": 312,
      "config": "windows-devel-arm64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "12558841969"
    },
    {
      "job": 120862638665,
      "time": 305,
      "config": "windows-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "12559475004"
    },
    {
      "job": 120862638793,
      "time": 277,
      "config": "windows-oldrel-x86_64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "12559171759"
    },
    {
      "job": 120862638702,
      "time": 325,
      "config": "windows-release-arm64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12558907929"
    },
    {
      "job": 120862638791,
      "time": 465,
      "config": "windows-release-x86_64",
      "r": "4.6.1",
      "check": "NOTE",
      "artifact": "12559107500"
    }
  ],
  "_bioccheck": {
    "error": 0,
    "warning": 3,
    "note": 11
  },
  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247",
  "_commit": {
    "id": "29da3dd06bce9321bc520c75353e1c695057e0df",
    "author": "Xiuwen Zheng <zhengxwen@gmail.com>",
    "committer": "Xiuwen Zheng <zhengxwen@gmail.com>",
    "message": "update vignettes\n",
    "time": 1790208751
  },
  "_distro": "resolute",
  "_host": "GitHub-Actions",
  "_registered": true,
  "_dependencies": [
    {
      "package": "R",
      "version": ">= 4.0.0",
      "role": "Depends"
    },
    {
      "package": "gdsfmt",
      "version": ">= 1.28.0",
      "role": "Depends"
    },
    {
      "package": "SeqArray",
      "version": ">= 1.50.2",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "Depends"
    },
    {
      "package": "Rcpp",
      "role": "LinkingTo"
    },
    {
      "package": "RcppArmadillo",
      "role": "LinkingTo"
    },
    {
      "package": "RcppParallel",
      "version": ">= 5.0.0",
      "role": "LinkingTo"
    },
    {
      "package": "methods",
      "role": "Imports"
    },
    {
      "package": "stats",
      "role": "Imports"
    },
    {
      "package": "utils",
      "role": "Imports"
    },
    {
      "package": "Matrix",
      "role": "Imports"
    },
    {
      "package": "RcppParallel",
      "role": "Imports"
    },
    {
      "package": "SKAT",
      "role": "Imports"
    },
    {
      "package": "CompQuadForm",
      "role": "Imports"
    },
    {
      "package": "survey",
      "role": "Imports"
    },
    {
      "package": "parallel",
      "role": "Suggests"
    },
    {
      "package": "markdown",
      "role": "Suggests"
    },
    {
      "package": "rmarkdown",
      "role": "Suggests"
    },
    {
      "package": "BiocStyle",
      "role": "Suggests"
    },
    {
      "package": "crayon",
      "role": "Suggests"
    },
    {
      "package": "SNPRelate",
      "role": "Suggests"
    },
    {
      "package": "RUnit",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "ggmanh",
      "role": "Suggests"
    },
    {
      "package": "BiocGenerics",
      "role": "Suggests"
    },
    {
      "package": "survival",
      "role": "Suggests"
    }
  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-43",
      "n": 1
    },
    {
      "week": "2025-44",
      "n": 2
    },
    {
      "week": "2025-51",
      "n": 1
    },
    {
      "week": "2026-08",
      "n": 1
    },
    {
      "week": "2026-11",
      "n": 1
    },
    {
      "week": "2026-16",
      "n": 1
    },
    {
      "week": "2026-17",
      "n": 1
    },
    {
      "week": "2026-18",
      "n": 3
    },
    {
      "week": "2026-29",
      "n": 1
    },
    {
      "week": "2026-36",
      "n": 1
    },
    {
      "week": "2026-39",
      "n": 1
    }
  ],
  "_tags": [],
  "_bioc": [
    {
      "branch": "devel",
      "version": "2.13.3",
      "bioc": "3.24",
      "repository": "bioc"
    },
    {
      "branch": "release",
      "version": "2.12.0",
      "bioc": "3.23",
      "repository": "bioc"
    }
  ],
  "_topics": [
    "software",
    "genetics",
    "statisticalmethod",
    "genomewideassociation",
    "gds",
    "gwas",
    "mixed-model",
    "phewas",
    "openblas",
    "cpp"
  ],
  "_stars": 7,
  "_contributors": [
    {
      "user": "zhengxw-ab",
      "count": 12,
      "uuid": 53487523
    },
    {
      "user": "jgrundstad",
      "count": 3,
      "uuid": 1865478
    },
    {
      "user": "martin-g",
      "count": 1,
      "uuid": 232002
    },
    {
      "user": "zhengxwen",
      "count": 1,
      "uuid": 6189013
    }
  ],
  "_userbio": {
    "uuid": 2286807,
    "type": "organization",
    "name": "Bioconductor",
    "followers": 479,
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
  "_downloads": {
    "count": 486,
    "source": "https://www.bioconductor.org/packages/stats/bioc/SAIGEgds"
  },
  "_mentions": 1,
  "_devurl": "https://github.com/abbvie-computationalgenomics/saigegds",
  "_searchresults": 23,
  "_rbuild": "4.6.1",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/manual.pdf",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/SAIGEgds.html"
  ],
  "_homeurl": "https://github.com/abbvie-computationalgenomics/saigegds",
  "_realowner": "bioc",
  "_cranurl": false,
  "_exports": [
    "glmmHeritability",
    "pACAT",
    "pACAT2",
    "seqAssocGLMM_ACAT_O",
    "seqAssocGLMM_ACAT_O_GT",
    "seqAssocGLMM_ACAT_V",
    "seqAssocGLMM_Burden",
    "seqAssocGLMM_GT",
    "seqAssocGLMM_SKAT",
    "seqAssocGLMM_SPA",
    "seqFitDenseGRM",
    "seqFitLDpruning",
    "seqFitNullGLMM_SPA",
    "seqFitSparseGRM",
    "seqGetGenoByGeno",
    "seqRefitNullGLMM",
    "seqSAIGE_LoadPval"
  ],
  "_help": [
    {
      "page": "SAIGEgds-package",
      "title": "Scalable Implementation of Generalized mixed models in Phenome-Wide Association Studies using GDS files",
      "topics": [
        "SAIGEgds-package",
        "SAIGEgds"
      ]
    },
    {
      "page": "glmmHeritability",
      "title": "Heritability estimation",
      "topics": [
        "glmmHeritability"
      ]
    },
    {
      "page": "pACAT",
      "title": "Cauchy Combination Test",
      "topics": [
        "pACAT",
        "pACAT2"
      ]
    },
    {
      "page": "seqAssocGLMM_ACAT_O",
      "title": "ACAT-O tests",
      "topics": [
        "seqAssocGLMM_ACAT_O",
        "seqAssocGLMM_ACAT_O_GT"
      ]
    },
    {
      "page": "seqAssocGLMM_ACAT_V",
      "title": "ACAT-V tests",
      "topics": [
        "seqAssocGLMM_ACAT_V"
      ]
    },
    {
      "page": "seqAssocGLMM_Burden",
      "title": "Burden tests",
      "topics": [
        "seqAssocGLMM_Burden"
      ]
    },
    {
      "page": "seqAssocGLMM_SKAT",
      "title": "SKAT tests",
      "topics": [
        "seqAssocGLMM_SKAT"
      ]
    },
    {
      "page": "seqAssocGLMM_SPA",
      "title": "P-value calculation",
      "topics": [
        "seqAssocGLMM_GT",
        "seqAssocGLMM_SPA"
      ]
    },
    {
      "page": "seqseqFitLDpruning",
      "title": "Linkage disequilibrium pruning",
      "topics": [
        "seqFitLDpruning"
      ]
    },
    {
      "page": "seqFitNullGLMM_SPA",
      "title": "Fit the null model for the SAIGE mixed model framework",
      "topics": [
        "seqFitNullGLMM_SPA",
        "seqRefitNullGLMM"
      ]
    },
    {
      "page": "seqFitSparseGRM",
      "title": "Sparse & dense genetic relationship matrix",
      "topics": [
        "seqFitDenseGRM",
        "seqFitSparseGRM"
      ]
    },
    {
      "page": "seqGetGenoByGeno",
      "title": "Genotype-by-Genotype Interaction Matrix",
      "topics": [
        "seqGetGenoByGeno"
      ]
    },
    {
      "page": "seqSAIGE_LoadPval",
      "title": "Load the association results",
      "topics": [
        "seqSAIGE_LoadPval"
      ]
    }
  ],
  "_readme": "https://github.com/bioc/SAIGEgds/raw/HEAD/README.md",
  "_rundeps": [
    "BiocGenerics",
    "Biostrings",
    "CompQuadForm",
    "crayon",
    "DBI",
    "digest",
    "gdsfmt",
    "generics",
    "GenomicRanges",
    "IRanges",
    "lattice",
    "Matrix",
    "minqa",
    "mitools",
    "numDeriv",
    "Rcpp",
    "RcppArmadillo",
    "RcppEigen",
    "RcppParallel",
    "RSpectra",
    "S4Vectors",
    "SeqArray",
    "Seqinfo",
    "SKAT",
    "SPAtest",
    "survey",
    "survival",
    "XVector"
  ],
  "_sysdeps": [
    {
      "shlib": "liblapack",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libblas",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.32+ds-5",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "16-20260322-1ubuntu1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "SAIGEgds_set-aggr.Rmd",
      "filename": "SAIGEgds_set-aggr.html",
      "title": "Set-based Rare-Variant Association Analysis in SAIGEgds",
      "author": "Xiuwen Zheng",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Input data",
        "Constructing the two GRMs",
        "Full GRM",
        "Sparse GRM",
        "Fitting the null model",
        "Defining variant sets",
        "Set-based association tests",
        "Burden",
        "SKAT",
        "ACAT-V",
        "ACAT-O",
        "Choosing a test",
        "Practical recommendations",
        "Session Information",
        "References",
        "See also"
      ],
      "created": "2026-09-24 00:12:31",
      "modified": "2026-09-24 00:12:31",
      "commits": 1
    },
    {
      "source": "SAIGEgds.Rmd",
      "filename": "SAIGEgds.html",
      "title": "Scalable Generalized Mixed Models in PheWAS using SAIGEgds",
      "author": "Xiuwen Zheng",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Installation",
        "Workflow",
        "Preparing SNP data for the genetic relationship matrix",
        "Fitting the null model",
        "P-value calculations",
        "Manhattan and QQ plots for p-values",
        "GPU Acceleration (Optional)",
        "Session Information",
        "References",
        "See also"
      ],
      "created": "2019-10-14 03:11:17",
      "modified": "2026-09-24 00:12:31",
      "commits": 14
    },
    {
      "source": "SAIGEgds_surv.Rmd",
      "filename": "SAIGEgds_surv.html",
      "title": "Time-to-event (survival) analysis in SAIGEgds",
      "author": "Xiuwen Zheng",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Introduction",
        "Input data requirements",
        "Example",
        "Fitting the null model",
        "Sanity check against coxph()",
        "Single-variant association tests",
        "Kaplan-Meier curve for the top variant",
        "Set-based (aggregate) tests",
        "Session Information",
        "References",
        "See also"
      ],
      "created": "2026-09-24 00:12:31",
      "modified": "2026-09-24 00:12:31",
      "commits": 1
    }
  ],
  "_score": 6.901431074965419,
  "_indexed": true,
  "_nocasepkg": "saigegds",
  "_universes": [
    "bioc",
    "zhengxw-ab",
    "abbvie-computationalgenomics"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.13.3",
      "date": "2026-10-24T11:40:24.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/2d9f0e25473a6184163e5488dd6ece24a01a7628b8a2af088e8aacac35435013",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.13.3",
      "date": "2026-10-24T11:41:22.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/9a57b2d27576503a5e02137745336028213160d7e6c36b6c41088ecd69daddb4",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "2.13.3",
      "date": "2026-10-24T11:42:49.000Z",
      "distro": "resolute",
      "arch": "aarch64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/8f7c26a30ccd109d7c82eadb665512964c4faf29afbfdd5fa4d966ad0c03076d",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.6.1",
      "os": "linux",
      "version": "2.13.3",
      "date": "2026-10-24T11:44:45.000Z",
      "distro": "resolute",
      "arch": "x86_64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/8b5051bd171ba1b5f1327f9c129fdc2f96d684f6a7c5d7b6f2f040bbb4755e0c",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.13.3",
      "date": "2026-10-24T11:44:30.000Z",
      "arch": "aarch64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/5233ea6832fc7080685d83996252e6175999172a8551e5aa949c27c67c7f891d",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.13.3",
      "date": "2026-10-24T11:41:52.000Z",
      "arch": "x86_64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/19102e80aa3fa08e9d6453e014f5c817a36a4436385983c66a32b44f968bc4c7",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "2.13.3",
      "date": "2026-10-24T11:41:13.000Z",
      "arch": "aarch64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/ae4df747e28907232fe496fd57078c5d0b76e028b8ae067c5af7632770ce712c",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.6.1",
      "os": "mac",
      "version": "2.13.3",
      "date": "2026-10-24T11:42:03.000Z",
      "arch": "x86_64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/7286c927a5e6eee242ad032333d50141ff3b4c2189279ffae0f4626a97456861",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.6.0",
      "os": "wasm",
      "version": "2.13.3",
      "date": "2026-10-24T11:43:39.000Z",
      "arch": "emscripten",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/2fb98f9c0682923caab0465648887fea3aad376174b483366e002de397825527",
      "status": "success",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "2.13.3",
      "date": "2026-10-24T11:41:11.000Z",
      "arch": "aarch64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/88f74458a6202efb08744029a2fce95726f74632e56c86f41c03f7b9d7fde53f",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "2.13.3",
      "date": "2026-10-24T11:39:25.000Z",
      "arch": "x86_64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/17a709e6746c27508da773118d662f8e0a4f1fee055205731af230e3a5e5f38e",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "2.13.3",
      "date": "2026-10-24T11:39:33.000Z",
      "arch": "x86_64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/bfb44e45911f367cfc2688f8fea185df917232e8fcc24fb3a8553c6b280915bb",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "2.13.3",
      "date": "2026-10-24T11:41:28.000Z",
      "arch": "aarch64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/a40b1b02c3f50945f3d4bfa58f89f6548d9fbfabe81d50e5d4b9b290d3f20559",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    },
    {
      "r": "4.6.1",
      "os": "win",
      "version": "2.13.3",
      "date": "2026-10-24T11:43:22.000Z",
      "arch": "x86_64",
      "commit": "29da3dd06bce9321bc520c75353e1c695057e0df",
      "fileid": "https://r2.ropensci.org/a054469f300c849435ea79a2a1d76c56f9b01dc94416dc23d523a3b269f88853",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/40090145247"
    }
  ]
}