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Evolutionary perspectives on polygenic selection, missing heritability, and GWAS.
1Department of Biology, Stanford University, Stanford, CA, USA. uricchil@gmail.com.
Human Genetics
|June 16, 2019
Summary
Evolutionary processes, not just statistical limitations, explain "missing heritability" in complex traits. Selection on causal variants hinders detecting genetic loci and limits cross-population GWAS transferability.
Area of Science:
- Evolutionary genetics
- Statistical genetics
- Human genomics
Background:
- Genome-wide association studies (GWAS) identify trait-associated variants but do not fully explain complex trait heritability.
- The concept of "missing heritability" highlights a gap between identified genetic variants and observed trait variation.
Purpose of the Study:
- To reframe "missing heritability" as an evolutionary challenge.
- To investigate the impact of natural selection on the genetic architecture of complex traits.
- To assess how evolutionary processes affect the statistical inference of causal genetic variants.
Main Methods:
- Review of theoretical and empirical literature on selection and complex traits.
- Analysis of empirical findings on selection's role in shaping variant effect sizes and frequencies.
- Simulations incorporating selection, realistic genome structure, and human demography.
Main Results:
- Selection significantly influences the effect sizes and allele frequencies of causal variants for complex traits.
- Evolutionary processes, particularly selection, impede the detection of causal genetic loci in GWAS.
- The transferability of GWAS findings across different populations is constrained by selection acting on causal alleles.
Conclusions:
- "Missing heritability" is substantially an evolutionary problem, influenced by selection on complex traits.
- Future GWAS statistical methods should incorporate evolutionary models to better infer causal loci.
- Understanding the interplay between selection and genetic variation is crucial for advancing complex trait genetics.
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