Molecular Ecology Resources · 2019 · 47 citations · 26 references
Life SciencesBiologyGeneticsGenomicsPopulation GeneticsStatistical GeneticsDna SequencingHardy-weinberg EquilibriumMolecular Population GeneticsPopulation Genetics InferencePopulation GenomicsGenotype Data AnalysisGenotype Likelihood EstimationGenotype Uncertainty ModelingPopulation Structure AnalysisPopulation Structure InferenceStatistical Uncertainty AnalysisStatistical Uncertainty EstimationStatistical Uncertainty Propagation
Testing for deviations from Hardy-Weinberg equilibrium (HWE) is a common practice for quality control in genetic studies. Variable sites violating HWE may be identified as technical errors in the sequencing or genotyping process, or they may be of particular evolutionary interest. Large-scale genetic studies based on next-generation sequencing (NGS) methods have become more prevalent as cost is decreasing but these methods are still associated with statistical uncertainty. The large-scale studies usually consist of samples from diverse ancestries that make the existence of some degree of population structure almost inevitable. Precautions are therefore needed when analysing these data set, as population structure causes deviations from HWE. Here we propose a method that takes population structure into account in the testing for HWE, such that other factors causing deviations from HWE can be detected. We show the effectiveness of PCAngsd in low-depth NGS data, as well as in genotype data, for both simulated and real data set, where the use of genotype likelihoods enables us to model the uncertainty.
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Inference of Population Structure Using Multilocus Genotype Data
Jonathan K. Pritchard, Matthew Stephens, Peter Donnelly · Genetics · 2000 · 34.3K citations · Full text
A global reference for human genetic variation
Richard Durbin, Peter Donnelly, Paul Flicek et al. · Nature · 2015 · 20K citations · Full text
A map of human genome variation from population-scale sequencing