Article
UMAP reveals cryptic population structure and phenotype heterogeneity in large genomic cohorts.
PLoS genetics - 1 Nov 2019
Diaz-Papkovich Alex, Anderson-Trocmé Luke, Ben-Eghan Chief, Gravel Simon
Abstract excerpt
Human populations feature both discrete and continuous patterns of variation. Current analysis approaches struggle to jointly identify these patterns because of modelling assumptions, mathematical constraints, or numerical challenges. Here we apply uniform manifold approximation and projection (UMAP), a non-linear dimension reduction tool, to three well-studied genotype datasets and discover overlooked...
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