Abstract
As a first step toward understanding how rare variants contribute to risk for complex diseases, we sequenced 15,585 human protein-coding genes to an average median depth of 111× in 2440 individuals of European (n = 1351) and African (n = 1088) ancestry. We identified over 500,000 single-nucleotide variants (SNVs), the majority of which were rare (86% with a minor allele frequency less than 0.5%), previously unknown (82%), and population-specific (82%). On average, 2.3% of the 13,595 SNVs each person carried were predicted to affect protein function of ~313 genes per genome, and ~95.7% of SNVs predicted to be functionally important were rare. This excess of rare functional variants is due to the combined effects of explosive, recent accelerated population growth and weak purifying selection. Furthermore, we show that large sample sizes will be required to associate rare variants with complex traits.
MeSH Terms
African Americans/genetics
Disease/genetics
Evolution, Molecular
Exome
Female
Gene Frequency
Genetic Association Studies
Genetic Predisposition to Disease
Genetic Variation
Genome, Human
High-Throughput Nucleotide Sequencing
Humans
Male
Polymorphism, Single Nucleotide
Population Growth
Selection, Genetic
Whites/genetics
Authors & Affiliations
26 authors, click to expand affiliations / ORCID
Tennessen Jacob A
Department of Genome Sciences, University of Washington, Seattle, WA 98195, USA.
Bigham Abigail W
O'Connor Timothy D
Fu Wenqing
Kenny Eimear E
Gravel Simon
McGee Sean
Do Ron
Liu Xiaoming
Jun Goo
Kang Hyun Min
Jordan Daniel
Leal Suzanne M
Gabriel Stacey
Rieder Mark J
Abecasis Goncalo
Altshuler David
Nickerson Deborah A
Boerwinkle Eric
Sunyaev Shamil
Bustamante Carlos D
Bamshad Michael J
Akey Joshua M
Broad GO
Seattle GO
NHLBI Exome Sequencing Project
References (28)
28 references, click to expand
-
Genetic heterogeneity in human disease.
Cell. 2010 Apr 16;141(2):210-7
PMID: 20403315
-
Whole-genome sequencing of a single proband together with linkage analysis identifies a Mendelian disease gene.
PLoS Genet. 2010 Jun 17;6(6):e1000991
PMID: 20577567
-
Population history and natural selection shape patterns of genetic variation in 132 genes.
PLoS Biol. 2004 Oct;2(10):e286
PMID: 15361935
-
Statistical properties of segregating sites.
Theor Popul Biol. 1995 Oct;48(2):172-97
PMID: 7482370
-
Correcting estimators of theta and Tajima's D for ascertainment biases caused by the single-nucleotide polymorphism discovery process.
Genetics. 2009 Feb;181(2):701-10
PMID: 19087964
-
A haplotype map of the human genome.
Nature. 2005 Oct 27;437(7063):1299-320
PMID: 16255080
-
Demographic history and rare allele sharing among human populations.
Proc Natl Acad Sci U S A. 2011 Jul 19;108(29):11983-8
PMID: 21730125
-
Solving the riddle of codon usage preferences: a test for translational selection.
Nucleic Acids Res. 2004 Sep 24;32(17):5036-44
PMID: 15448185
-
Power of deep, all-exon resequencing for discovery of human trait genes.
Proc Natl Acad Sci U S A. 2009 Mar 10;106(10):3871-6
PMID: 19202052
-
A second generation human haplotype map of over 3.1 million SNPs.
Nature. 2007 Oct 18;449(7164):851-61
PMID: 17943122
-
Rare and common variants: twenty arguments.
Nat Rev Genet. 2012 Jan 18;13(2):135-45
PMID: 22251874
-
Exome sequencing identifies MLL2 mutations as a cause of Kabuki syndrome.
Nat Genet. 2010 Sep;42(9):790-3
PMID: 20711175
-
Sequencing of 50 human exomes reveals adaptation to high altitude.
Science. 2010 Jul 2;329(5987):75-8
PMID: 20595611
-
Adaptive protein evolution at the Adh locus in Drosophila.
Nature. 1991 Jun 20;351(6328):652-4
PMID: 1904993
-
The functional spectrum of low-frequency coding variation.
Genome Biol. 2011 Sep 14;12(9):R84
PMID: 21917140
-
Proportionally more deleterious genetic variation in European than in African populations.
Nature. 2008 Feb 21;451(7181):994-7
PMID: 18288194
-
Targeted capture and massively parallel sequencing of 12 human exomes.
Nature. 2009 Sep 10;461(7261):272-6
PMID: 19684571
-
Rare variant association analysis methods for complex traits.
Annu Rev Genet. 2010;44:293-308
PMID: 21047260
-
Worldwide human relationships inferred from genome-wide patterns of variation.
Science. 2008 Feb 22;319(5866):1100-4
PMID: 18292342
-
Exome sequencing as a tool for Mendelian disease gene discovery.
Nat Rev Genet. 2011 Sep 27;12(11):745-55
PMID: 21946919
-
Constructing genomic maps of positive selection in humans: where do we go from here?
Genome Res. 2009 May;19(5):711-22
PMID: 19411596
-
Evolutionary rate at the molecular level.
Nature. 1968 Feb 17;217(5129):624-6
PMID: 5637732
-
Deep resequencing reveals excess rare recent variants consistent with explosive population growth.
Nat Commun. 2010 Nov 30;1:131
PMID: 21119644
-
Exome sequencing in sporadic autism spectrum disorders identifies severe de novo mutations.
Nat Genet. 2011 Jun;43(6):585-9
PMID: 21572417
-
Exome sequencing identifies the cause of a mendelian disorder.
Nat Genet. 2010 Jan;42(1):30-5
PMID: 19915526
-
Finding the missing heritability of complex diseases.
Nature. 2009 Oct 8;461(7265):747-53
PMID: 19812666
-
Accurate and comprehensive sequencing of personal genomes.
Genome Res. 2011 Sep;21(9):1498-505
PMID: 21771779
-
Signatures of positive selection apparent in a small sample of human exomes.
Genome Res. 2010 Oct;20(10):1327-34
PMID: 20693481