https://xll198708.r-universe.devRecent package updates in xll198708R-universehttps://github.com/xll198708.pnghttps://xll198708.r-universe.devWed, 27 May 2026 12:31:58 GMTxll198708@gmail.com (Xiaolei Liu)A memory-efficient, visualize-enhanced, parallel-accelerated Genome-Wide Association Study (GWAS) tool. It can (1) effectively process large data, (2) rapidly evaluate population structure, (3) efficiently estimate variance components several algorithms, (4) implement parallel-accelerated association tests of markers three methods, (5) globally efficient design on GWAS process computing, (6) enhance visualization of related information. 'rMVP' contains three models GLM (Alkes Price (2006) <DOI:10.1038/ng1847>), MLM (Jianming Yu (2006) <DOI:10.1038/ng1702>) and FarmCPU (Xiaolei Liu (2016) <doi:10.1371/journal.pgen.1005767>); variance components estimation methods EMMAX (Hyunmin Kang (2008) <DOI:10.1534/genetics.107.080101>;), FaSTLMM (method: Christoph Lippert (2011) <DOI:10.1038/nmeth.1681>, R implementation from 'GAPIT2': You Tang and Xiaolei Liu (2016) <DOI:10.1371/journal.pone.0107684> and 'SUPER': Qishan Wang and Feng Tian (2014) <DOI:10.1371/journal.pone.0107684>), and HE regression (Xiang Zhou (2017) <DOI:10.1214/17-AOAS1052>).https://github.com/r-universe/xiaolei-lab/actions/runs/38074497332Wed, 27 May 2026 12:31:58 GMTrMVP1.4.6successhttps://xiaolei-lab.r-universe.devhttps://github.com/xiaolei-lab/rmvpxll198708@gmail.com (Xiaolei Liu)Data simulator including genotype, phenotype, pedigree, selection and reproduction in R. It simulates most of reproduction process of animals or plants and provides data for GS (Genomic Selection), GWAS (Genome-Wide Association Study), and Breeding. For ADI model, please see Kao C and Zeng Z (2002) <doi:10.1093/genetics/160.3.1243>. For build.cov, please see B. D. Ripley (1987) <ISBN:9780470009604>.https://github.com/r-universe/xiaolei-lab/actions/runs/38373555077Fri, 13 Jun 2025 01:01:08 GMTsimer1.0.0successhttps://xiaolei-lab.r-universe.devhttps://github.com/xiaolei-lab/simer