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Genetic architecture and selective sweeps after polygenic adaptation to distant trait optima
Markus G Stetter1, Kevin Thornton2, Jeffrey Ross-Ibarra1,3
1Dept. of Plant Sciences and Center for Population Biology, University of California, Davis, Davis, CA, USA.
Plos Genetics
|November 20, 2018
Summary
Polygenic adaptation to environmental change is complex. Simulations reveal that demography, trait genetics, and selection shape adaptation speed and genetic architecture, with sweeps from standing variation being common.
Area of Science:
- Population and quantitative genetics
- Evolutionary biology
- Genomics
Background:
- Understanding genetic basis of adaptation is key.
- Genome-wide data is available, but polygenic adaptation understanding is limited.
Purpose of the Study:
- Explore impacts of demography, trait genetics, and selection on adaptation rate, mode, and genetic architecture.
- Use forward-time simulation to model polygenic adaptation to an optimum shift.
Main Methods:
- Simulated sequence variation for 20 QTL across 12 demographies and 100 traits.
- Varied mutation effect size, selection strength, and genomic background.
- Used random forest regression to assess parameter importance.
Main Results:
- Selective sweeps occur even under weak selection and significant genetic background influence.
- Most sweeps originate from standing variation, but new mutations are crucial for strong selection/large optimum shifts.
- Population bottlenecks and expansions affect genetic variation, sweep dynamics, and adaptation speed.
Conclusions:
- Simulation models qualitatively recapitulate maize domestication traits.
- Results highlight complex population genetics of loci in quantitative trait models.
- Identified key factors driving complexity in polygenic adaptation.
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