{
  "_id": "6a22aba70ef520ea2f58bcc0",
  "Package": "SAIGEgds",
  "Type": "Package",
  "Title": "Scalable Implementation of Generalized mixed models using GDS\nfiles in Phenome-Wide Association Studies",
  "Version": "2.13.0",
  "Date": "2026-04-23",
  "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": "make zlib1g-dev",
  "Repository": "https://bioc.r-universe.dev",
  "Date/Publication": "2026-04-28 12:51:06 UTC",
  "RemoteUrl": "https://github.com/bioc/SAIGEgds",
  "RemoteRef": "HEAD",
  "RemoteSha": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
  "NeedsCompilation": "yes",
  "Packaged": {
    "Date": "2026-06-05 10:48:32 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>",
  "MD5sum": "1ed2056d02ddd939f000552ab7e3ae4c",
  "_user": "bioc",
  "_type": "src",
  "_file": "SAIGEgds_2.13.0.tar.gz",
  "_fileid": "b510d5639e268cf63a800debdf577bf82a2a840bc88ff2f0b903f7d8b8e27f92",
  "_filesize": 1969486,
  "_sha256": "b510d5639e268cf63a800debdf577bf82a2a840bc88ff2f0b903f7d8b8e27f92",
  "_created": "2026-06-05T10:48:32.000Z",
  "_published": "2026-06-05T10:57:43.280Z",
  "_jobs": [
    {
      "job": 79712888177,
      "time": 212,
      "config": "bioc-checks",
      "r": "4.6.0",
      "check": "WARNING",
      "artifact": "7434826564"
    },
    {
      "job": 79712888333,
      "time": 242,
      "config": "linux-devel-arm64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "7434835754"
    },
    {
      "job": 79712888257,
      "time": 326,
      "config": "linux-devel-x86_64",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "7434858266"
    },
    {
      "job": 79712888291,
      "time": 268,
      "config": "linux-release-arm64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7434842902"
    },
    {
      "job": 79712888262,
      "time": 294,
      "config": "linux-release-x86_64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7434849380"
    },
    {
      "job": 79712888327,
      "time": 237,
      "config": "macos-oldrel-arm64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7434833264"
    },
    {
      "job": 79712888347,
      "time": 460,
      "config": "macos-oldrel-x86_64",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7434895988"
    },
    {
      "job": 79712888302,
      "time": 173,
      "config": "macos-release-arm64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7434816239"
    },
    {
      "job": 79712888251,
      "time": 346,
      "config": "macos-release-x86_64",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7434863767"
    },
    {
      "job": 79712155222,
      "time": 313,
      "config": "source",
      "r": "4.6.0",
      "check": "OK",
      "artifact": "7434767443"
    },
    {
      "job": 79712888187,
      "time": 132,
      "config": "wasm-release",
      "r": "4.6.0",
      "check": "FAIL",
      "artifact": ""
    },
    {
      "job": 79712888212,
      "time": 315,
      "config": "windows-devel",
      "r": "4.7.0",
      "check": "NOTE",
      "artifact": "7434855740"
    },
    {
      "job": 79712888203,
      "time": 212,
      "config": "windows-oldrel",
      "r": "4.5.3",
      "check": "NOTE",
      "artifact": "7434826476"
    },
    {
      "job": 79712888341,
      "time": 293,
      "config": "windows-release",
      "r": "4.6.0",
      "check": "NOTE",
      "artifact": "7434849337"
    }
  ],
  "_bioccheck": {
    "error": 0,
    "warning": 3,
    "note": 11
  },
  "_buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658",
  "_status": "success",
  "_host": "GitHub-Actions",
  "_upstream": "https://github.com/bioc/SAIGEgds",
  "_commit": {
    "id": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
    "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": 1777380666
  },
  "_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
  },
  "_distro": "noble",
  "_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": "crayon",
      "role": "Suggests"
    },
    {
      "package": "SNPRelate",
      "role": "Suggests"
    },
    {
      "package": "RUnit",
      "role": "Suggests"
    },
    {
      "package": "knitr",
      "role": "Suggests"
    },
    {
      "package": "ggmanh",
      "role": "Suggests"
    },
    {
      "package": "BiocGenerics",
      "role": "Suggests"
    }
  ],
  "_owner": "bioc",
  "_selfowned": true,
  "_usedby": 0,
  "_updates": [
    {
      "week": "2025-39",
      "n": 2
    },
    {
      "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
    }
  ],
  "_tags": [],
  "_bioc": [
    {
      "branch": "devel",
      "version": "2.13.0",
      "bioc": "3.24"
    },
    {
      "branch": "release",
      "version": "2.12.0",
      "bioc": "3.23"
    }
  ],
  "_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",
    "description": "Software for the analysis and comprehension of high-throughput genomic data"
  },
  "_downloads": {
    "count": 368,
    "source": "https://www.bioconductor.org/packages/stats/bioc/SAIGEgds"
  },
  "_mentions": 1,
  "_devurl": "https://github.com/abbvie-computationalgenomics/saigegds",
  "_searchresults": 17,
  "_rbuild": "4.6.0",
  "_assets": [
    "extra/citation.cff",
    "extra/citation.html",
    "extra/citation.json",
    "extra/citation.txt",
    "extra/contents.json",
    "extra/NEWS.html",
    "extra/NEWS.txt",
    "extra/readme.html",
    "extra/readme.md",
    "extra/SAIGEgds.html",
    "manual.pdf"
  ],
  "_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": "0.3.26+ds-1ubuntu0.1",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libblas",
      "package": "libopenblas0-pthread",
      "source": "openblas",
      "version": "0.3.26+ds-1ubuntu0.1",
      "name": "openblas",
      "homepage": "https://www.openblas.net/",
      "description": "Optimized BLAS (linear algebra) library (shared lib, pthread)"
    },
    {
      "shlib": "libstdc++",
      "package": "libstdc++6",
      "source": "gcc",
      "version": "14.2.0-4ubuntu2~24.04.1",
      "name": "c++",
      "homepage": "http://gcc.gnu.org/",
      "description": "GNU Standard C++ Library v3"
    }
  ],
  "_vignettes": [
    {
      "source": "SAIGEgds.Rmd",
      "filename": "SAIGEgds.html",
      "title": "Scalable Generalized Mixed Models in PheWAS using SAIGEgds",
      "author": "Xiuwen Zheng (Genomics Research Center, AbbVie, North Chicago, US)",
      "engine": "knitr::rmarkdown",
      "headings": [
        "Installation",
        "Examples",
        "Preparing SNP data for genetic relationship matrix",
        "Fitting the null model",
        "P-value calculations",
        "Manhattan and QQ plots for p-values",
        "Session Information",
        "GPU Acceleration (Optional)",
        "References",
        "See also"
      ],
      "created": "2019-10-14 03:11:17",
      "modified": "2026-04-27 19:00:30",
      "commits": 12
    }
  ],
  "_score": 6.205880729887538,
  "_indexed": true,
  "_nocasepkg": "saigegds",
  "_universes": [
    "bioc",
    "zhengxw-ab",
    "abbvie-computationalgenomics"
  ],
  "_binaries": [
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.13.0",
      "date": "2026-06-05T10:51:49.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "603f28fd705a5bb87611f8d9071d19161e879d7c89ee7f61708d9958227bdc0b",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.7.0",
      "os": "linux",
      "version": "2.13.0",
      "date": "2026-06-05T10:52:42.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "488e078d216e45de856e9cb141b526c2f713411a974cb659286756dbc69dd1ed",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "2.13.0",
      "date": "2026-06-05T10:52:18.000Z",
      "distro": "noble",
      "arch": "aarch64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "e1a4e6782c9209d8cdbfad21a1f844078bd5a66441ad1a5d4b14fa57360939f8",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.6.0",
      "os": "linux",
      "version": "2.13.0",
      "date": "2026-06-05T10:52:10.000Z",
      "distro": "noble",
      "arch": "x86_64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "8c5efcde3988966114c80d689961d83c9850dd99649a84a198483f9c49c93fb1",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.13.0",
      "date": "2026-06-05T10:51:40.000Z",
      "arch": "aarch64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "014ae6ac80556708cc80162137b7399c7dde34dc1d018fb0693010a609ca3cc3",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.5.3",
      "os": "mac",
      "version": "2.13.0",
      "date": "2026-06-05T10:52:58.000Z",
      "arch": "x86_64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "8aa6c548e0f70aa10819a3f390235693a381ac29d9e04b6925b1e2d86812515c",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "2.13.0",
      "date": "2026-06-05T10:51:07.000Z",
      "arch": "aarch64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "f94b7e186ec065d2b476e01630f13b96c4924a578438284d06d5812166fc040d",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.6.0",
      "os": "mac",
      "version": "2.13.0",
      "date": "2026-06-05T10:52:13.000Z",
      "arch": "x86_64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "80f0a8b3da11c5c3a0e2d2a775d2909c1c844e9516eb00c32ab396a01a755420",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.7.0",
      "os": "win",
      "version": "2.13.0",
      "date": "2026-06-05T10:51:49.000Z",
      "arch": "x86_64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "741d720fdcafa1eaff9196b6b3ef151f10f1655b1d29aa8d1518e15eb105a39d",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.5.3",
      "os": "win",
      "version": "2.13.0",
      "date": "2026-06-05T10:50:47.000Z",
      "arch": "x86_64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "dcdce6fdc1fa8aeb6bad59e62d96696717e6e670fe7b09bebef507fc1a9fc9c5",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    },
    {
      "r": "4.6.0",
      "os": "win",
      "version": "2.13.0",
      "date": "2026-06-05T10:51:07.000Z",
      "arch": "x86_64",
      "commit": "e2f4a5f55cb001e1471fae0fb6fb2fd09d41826c",
      "fileid": "1f1824aae41e974b67cbb7ec29a8147b465dad5ba087a679167985ebc77aa873",
      "status": "success",
      "check": "NOTE",
      "buildurl": "https://github.com/r-universe/bioc/actions/runs/27010343658"
    }
  ]
}