This is the released version of SAIGEgds; for the devel version, see SAIGEgds.
Scalable Implementation of Generalized mixed models using GDS files in Phenome-Wide Association StudiesBioconductor version: Release (3.21)
Scalable implementation of generalized mixed models with highly optimized C++ implementation and integration with Genomic Data Structure (GDS) files. It is designed for single variant tests and set-based aggregate tests in large-scale Phenome-wide Association Studies (PheWAS) with millions of variants and samples, controlling for sample structure and case-control imbalance. The implementation is based on the SAIGE R package (v0.45, Zhou et al. 2018 and Zhou et al. 2020), and it is extended to include the state-of-the-art ACAT-O set-based tests. Benchmarks show that SAIGEgds is significantly faster than the SAIGE R package.
Author: Xiuwen Zheng [aut, cre] ORCID: 0000-0002-1390-0708 , Wei Zhou [ctb] (the original author of the SAIGE R package), J. Wade Davis [ctb]
Maintainer: Xiuwen Zheng <xiuwen.zheng at abbvie.com>
Citation (from within R, entercitation("SAIGEgds")
): Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("SAIGEgds")
For older versions of R, please refer to the appropriate Bioconductor release.
DocumentationTo view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("SAIGEgds")
Details biocViews Genetics, GenomeWideAssociation, Software, StatisticalMethod Version 2.8.0 In Bioconductor since BioC 3.10 (R-3.6) (5.5 years) License GPL-3 Depends R (>= 3.5.0), gdsfmt(>= 1.28.0), SeqArray(>= 1.43.7), Rcpp Imports methods, stats, utils, Matrix, RcppParallel, CompQuadForm, survey System Requirements C++11, GNU make URL https://github.com/AbbVie-ComputationalGenomics/SAIGEgds See More Suggests parallel, markdown, rmarkdown, crayon, SNPRelate, RUnit, knitr, ggmanh, BiocGenerics Linking To Rcpp, RcppArmadillo, RcppParallel (>= 5.0.0) Enhances Depends On Me Imports Me Suggests Me Links To Me Build Report Build Report Package Archives
Follow Installation instructions to use this package in your R session.
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