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Signatures of negative selection in the genetic architecture of human complex traits
by
Gibson, Greg
, Visscher, Peter M.
, Xue, Angli
, Powell, Joseph E.
, Wray, Naomi R.
, Yap, Chloe X.
, Montgomery, Grant W.
, Wu, Yang
, Esko, Tonu
, Sidorenko, Julia
, Zeng, Jian
, de Vlaming, Ronald
, Yang, Jian
, Yengo, Loic
, Lloyd-Jones, Luke R.
, McRae, Allan F.
, Robinson, Matthew R.
, Metspalu, Andres
in
38
/ 45
/ 45/43
/ 631/208/205/2138
/ 631/208/457
/ Agriculture
/ Alleles
/ Analysis
/ Animal Genetics and Genomics
/ Anthropometry
/ Architecture
/ Bayes Theorem
/ Bayesian analysis
/ Biomedical and Life Sciences
/ Biomedicine
/ Cancer Research
/ Computer simulation
/ Consortia
/ Evolution
/ Evolution (Biology)
/ Gene expression
/ Gene frequency
/ Gene Frequency - genetics
/ Gene Function
/ Genetic aspects
/ Genetic diversity
/ Genetic polymorphisms
/ Genetic variance
/ Genome-Wide Association Study - methods
/ Genomes
/ Genomics
/ Genotype
/ Genotype & phenotype
/ Heritability
/ Human Genetics
/ Humans
/ Linear Models
/ Methods
/ Models, Genetic
/ Multifactorial Inheritance - genetics
/ Mutation
/ Natural selection
/ Negative selection
/ Parameter estimation
/ Phenotype
/ Phenotypic variations
/ Polymorphism
/ Polymorphism, Single Nucleotide - genetics
/ Quantitative Trait, Heritable
/ Selection, Genetic - genetics
/ Signatures
/ Single nucleotide polymorphisms
/ Single-nucleotide polymorphism
/ Type 2 diabetes
2018
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Signatures of negative selection in the genetic architecture of human complex traits
by
Gibson, Greg
, Visscher, Peter M.
, Xue, Angli
, Powell, Joseph E.
, Wray, Naomi R.
, Yap, Chloe X.
, Montgomery, Grant W.
, Wu, Yang
, Esko, Tonu
, Sidorenko, Julia
, Zeng, Jian
, de Vlaming, Ronald
, Yang, Jian
, Yengo, Loic
, Lloyd-Jones, Luke R.
, McRae, Allan F.
, Robinson, Matthew R.
, Metspalu, Andres
in
38
/ 45
/ 45/43
/ 631/208/205/2138
/ 631/208/457
/ Agriculture
/ Alleles
/ Analysis
/ Animal Genetics and Genomics
/ Anthropometry
/ Architecture
/ Bayes Theorem
/ Bayesian analysis
/ Biomedical and Life Sciences
/ Biomedicine
/ Cancer Research
/ Computer simulation
/ Consortia
/ Evolution
/ Evolution (Biology)
/ Gene expression
/ Gene frequency
/ Gene Frequency - genetics
/ Gene Function
/ Genetic aspects
/ Genetic diversity
/ Genetic polymorphisms
/ Genetic variance
/ Genome-Wide Association Study - methods
/ Genomes
/ Genomics
/ Genotype
/ Genotype & phenotype
/ Heritability
/ Human Genetics
/ Humans
/ Linear Models
/ Methods
/ Models, Genetic
/ Multifactorial Inheritance - genetics
/ Mutation
/ Natural selection
/ Negative selection
/ Parameter estimation
/ Phenotype
/ Phenotypic variations
/ Polymorphism
/ Polymorphism, Single Nucleotide - genetics
/ Quantitative Trait, Heritable
/ Selection, Genetic - genetics
/ Signatures
/ Single nucleotide polymorphisms
/ Single-nucleotide polymorphism
/ Type 2 diabetes
2018
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Signatures of negative selection in the genetic architecture of human complex traits
by
Gibson, Greg
, Visscher, Peter M.
, Xue, Angli
, Powell, Joseph E.
, Wray, Naomi R.
, Yap, Chloe X.
, Montgomery, Grant W.
, Wu, Yang
, Esko, Tonu
, Sidorenko, Julia
, Zeng, Jian
, de Vlaming, Ronald
, Yang, Jian
, Yengo, Loic
, Lloyd-Jones, Luke R.
, McRae, Allan F.
, Robinson, Matthew R.
, Metspalu, Andres
in
38
/ 45
/ 45/43
/ 631/208/205/2138
/ 631/208/457
/ Agriculture
/ Alleles
/ Analysis
/ Animal Genetics and Genomics
/ Anthropometry
/ Architecture
/ Bayes Theorem
/ Bayesian analysis
/ Biomedical and Life Sciences
/ Biomedicine
/ Cancer Research
/ Computer simulation
/ Consortia
/ Evolution
/ Evolution (Biology)
/ Gene expression
/ Gene frequency
/ Gene Frequency - genetics
/ Gene Function
/ Genetic aspects
/ Genetic diversity
/ Genetic polymorphisms
/ Genetic variance
/ Genome-Wide Association Study - methods
/ Genomes
/ Genomics
/ Genotype
/ Genotype & phenotype
/ Heritability
/ Human Genetics
/ Humans
/ Linear Models
/ Methods
/ Models, Genetic
/ Multifactorial Inheritance - genetics
/ Mutation
/ Natural selection
/ Negative selection
/ Parameter estimation
/ Phenotype
/ Phenotypic variations
/ Polymorphism
/ Polymorphism, Single Nucleotide - genetics
/ Quantitative Trait, Heritable
/ Selection, Genetic - genetics
/ Signatures
/ Single nucleotide polymorphisms
/ Single-nucleotide polymorphism
/ Type 2 diabetes
2018
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Signatures of negative selection in the genetic architecture of human complex traits
Journal Article
Signatures of negative selection in the genetic architecture of human complex traits
2018
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Overview
We develop a Bayesian mixed linear model that simultaneously estimates single-nucleotide polymorphism (SNP)-based heritability, polygenicity (proportion of SNPs with nonzero effects), and the relationship between SNP effect size and minor allele frequency for complex traits in conventionally unrelated individuals using genome-wide SNP data. We apply the method to 28 complex traits in the UK Biobank data (
N
= 126,752) and show that on average, 6% of SNPs have nonzero effects, which in total explain 22% of phenotypic variance. We detect significant (
P
< 0.05/28) signatures of natural selection in the genetic architecture of 23 traits, including reproductive, cardiovascular, and anthropometric traits, as well as educational attainment. The significant estimates of the relationship between effect size and minor allele frequency in complex traits are consistent with a model of negative (or purifying) selection, as confirmed by forward simulation. We conclude that negative selection acts pervasively on the genetic variants associated with human complex traits.
BayesS estimates SNP-based heritability, polygenicity, and the relationship between effect size and minor allele frequency using genome-wide SNP data. Applying BayesS to UK Biobank data identifies signatures of natural selection for 23 complex traits.
Publisher
Nature Publishing Group US,Nature Publishing Group
Subject
/ 45
/ 45/43
/ Alleles
/ Analysis
/ Animal Genetics and Genomics
/ Biomedical and Life Sciences
/ Genome-Wide Association Study - methods
/ Genomes
/ Genomics
/ Genotype
/ Humans
/ Methods
/ Multifactorial Inheritance - genetics
/ Mutation
/ Polymorphism, Single Nucleotide - genetics
/ Quantitative Trait, Heritable
/ Selection, Genetic - genetics
/ Single nucleotide polymorphisms
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