Frontiers in Plant Science · 2015 · 76 citations · 79 references
Life SciencesPlant BiologyPlant SciencesLandscape GeneticsPlant GeneticsPlant GenomicsAgricultural Climate AdaptationCrop GenomicsLandscape GenomicsSpatially Explicit Genetic AnalysisAdaptation To Local ConditionsBarley GeneticsBarley GenomicsBarley Population GeneticsClimatic GradientsCrop Adaptation To Climate VariabilityLatent Factor ModelsPopulation Structure Analysis
Land plants are sessile organisms that cannot escape the adverse climatic conditions of a given environment. Hence, adaptation is one of the solutions to surviving in a challenging environment. This study was aimed at detecting adaptive loci in barley landraces that are affected by selection. To that end, a diverse population of barley landraces was analyzed using the genotyping by sequencing approach. Climatic data for altitude, rainfall and temperature were collected from 61 weather sites near the origin of selected landraces across Ethiopia. Population structure analysis revealed three groups whereas spatial analysis accounted significant similarities at shorter geographic distances (< 40 Km) among barley landraces. Partitioning the variance between climate variables and geographic distances indicated that climate variables accounted for most of the explainable genetic variation. Markers by climatic variables association analysis resulted in altogether 18 and 62 putative adaptive loci using Bayenv and latent factor mixed model (LFMM), respectively. Subsequent analysis of the associated SNPs revealed putative candidate genes for plant adaptation. This study highlights the presence of putative adaptive loci among barley landraces representing original gene pool of the farming communities.
79
R: A Language and Environment for Statistical Computing
R Core Team · 2000 · 353K citations · Full text
Natural Sciences, Computer Science, Statistical Computing +10
Inference of Population Structure Using Multilocus Genotype Data
Jonathan K. Pritchard, Matthew Stephens, Peter Donnelly · Genetics · 2000 · 34.3K citations · Full text
The variant call format and VCFtools
Petr Danecek, Adam Auton, Gonçalo R. Abecasis et al. · Bioinformatics · 2011 · 17.8K citations · Full text