Nature Communications · 2019 · 104 citations · 63 references
Life SciencesBiologyGeneticsGenomicsPopulation BiologyPopulation GeneticsConservation GenomicsFish GenomicsFish Population BiologyFunctional GenomicsPopulation GenomicsGenomic Risk AssessmentGenotype-to-phenotype PredictionPopulation Decline AnalysisPopulation DeclinesPopulation Genomics Of FishRisk Prediction Scores
Abstract Global losses of biodiversity are occurring at an unprecedented rate, but causes are often unidentified. Genomic data provide an opportunity to isolate drivers of change and even predict future vulnerabilities. Atlantic salmon ( Salmo salar ) populations have declined range-wide, but factors responsible are poorly understood. Here, we reconstruct changes in effective population size ( N e ) in recent decades for 172 range-wide populations using a linkage-based method. Across the North Atlantic, N e has significantly declined in >60% of populations and declines are consistently temperature-associated. We identify significant polygenic associations with decline, involving genomic regions related to metabolic, developmental, and physiological processes. These regions exhibit changes in presumably adaptive diversity in declining populations consistent with contemporary shifts in body size and phenology. Genomic signatures of widespread population decline and associated risk scores allow direct and potentially predictive links between population fitness and genotype, highlighting the power of genomic resources to assess population vulnerability.
63
Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
BEDTools: a flexible suite of utilities for comparing genomic features
Aaron R. Quinlan, Ira M. Hall · Bioinformatics · 2010 · 30.4K citations · Full text
Classification and Regression by randomForest
Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations