Bioinformatics · 2023 · 15 citations · 16 references
Life SciencesBioinformaticsGeneticsGenomic Data AnalysisGenomicsStatistical GeneticsGenome-wide Association StudiesGenomic PredictionGenotype-phenotype Association AnalysisQuantitative Trait AnalysisQuantitative Trait Locus MappingBayesian Genomic PredictionBayesian Linear RegressionBayesian RegressionGenomic Prediction Of Complex TraitsGenotype-to-phenotype PredictionHeritability Of Complex TraitsSoftware UpdatesStatistical Genomic Prediction Models
SUMMARY: Here, we present an expanded utility of the R package qgg for genetic analyses of complex traits and diseases. One of the major updates of the package is, that it now includes Bayesian linear regression modeling procedures, which provide a unified framework for mapping of genetic variants, estimation of heritability and genomic prediction from either individual level data or from genome-wide association study summary data. With this release, the qgg package now provides a wealth of the commonly used methods in analysis of complex traits and diseases, without the need to switch between software and data formats. AVAILABILITY AND IMPLEMENTATION: The methodologies are implemented in the publicly available R software package, qgg, using fast and memory efficient algorithms in C++ and is available on CRAN or as a developer version at our GitHub page (https://github.com/psoerensen/qgg). Notes on the implemented statistical genetic models, tutorials and example scripts are available at our GitHub page https://psoerensen.github.io/qgg/.
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