Heritability in the genome-wide association era
- PMID: 22821350
- PMCID: PMC3432754
- DOI: 10.1007/s00439-012-1199-6
Heritability in the genome-wide association era
Abstract
Heritability, the fraction of phenotypic variation explained by genetic variation, has been estimated for many phenotypes in a range of populations, organisms, and time points. The recent development of efficient genotyping and sequencing technology has led researchers to attempt to identify the genetic variants responsible for the genetic component of phenotype directly via GWAS. The gap between the phenotypic variance explained by GWAS results and those estimated from classical heritability methods has been termed the "missing heritability problem". In this work, we examine modern methods for estimating heritability, which use the genotype and sequence data directly. We discuss them in the context of classical heritability methods, the missing heritability problem, and describe their implications for understanding the genetic architecture of complex phenotypes.
Similar articles
-
Phenotypic complexity, measurement bias, and poor phenotypic resolution contribute to the missing heritability problem in genetic association studies.PLoS One. 2010 Nov 10;5(11):e13929. doi: 10.1371/journal.pone.0013929. PLoS One. 2010. PMID: 21085666 Free PMC article.
-
Lessons from model organisms: phenotypic robustness and missing heritability in complex disease.PLoS Genet. 2012;8(11):e1003041. doi: 10.1371/journal.pgen.1003041. Epub 2012 Nov 15. PLoS Genet. 2012. PMID: 23166511 Free PMC article.
-
Missing heritability of complex diseases: Enlightenment by genetic variants from intermediate phenotypes.Bioessays. 2016 Jul;38(7):664-73. doi: 10.1002/bies.201600084. Epub 2016 May 31. Bioessays. 2016. PMID: 27241833 Free PMC article. Review.
-
Elements of 'missing heritability'.Curr Opin Cardiol. 2012 May;27(3):197-201. doi: 10.1097/HCO.0b013e328352707d. Curr Opin Cardiol. 2012. PMID: 22450721 Review.
-
Genomics in the post-GWAS era.Semin Liver Dis. 2011 May;31(2):215-22. doi: 10.1055/s-0031-1276641. Epub 2011 May 2. Semin Liver Dis. 2011. PMID: 21538286 Free PMC article. Review.
Cited by
-
The Twin Research Registry at SRI International.Twin Res Hum Genet. 2013 Feb;16(1):463-70. doi: 10.1017/thg.2012.81. Epub 2012 Oct 19. Twin Res Hum Genet. 2013. PMID: 23084148 Free PMC article.
-
Genomic heritability: what is it?PLoS Genet. 2015 May 5;11(5):e1005048. doi: 10.1371/journal.pgen.1005048. eCollection 2015 May. PLoS Genet. 2015. PMID: 25942577 Free PMC article.
-
Study designs and methods post genome-wide association studies.Hum Genet. 2012 Oct;131(10):1525-31. doi: 10.1007/s00439-012-1209-8. Hum Genet. 2012. PMID: 22898893 Free PMC article. No abstract available.
-
Genetic diversity, SNP-trait associations and genomic selection accuracy in a west African collection of Kersting's groundnut [Macrotyloma geocarpum(Harms) Maréchal & Baudet].PLoS One. 2020 Jun 30;15(6):e0234769. doi: 10.1371/journal.pone.0234769. eCollection 2020. PLoS One. 2020. PMID: 32603370 Free PMC article.
-
Genomic and transcriptomic association studies identify 16 novel susceptibility loci for venous thromboembolism.Blood. 2019 Nov 7;134(19):1645-1657. doi: 10.1182/blood.2019000435. Blood. 2019. PMID: 31420334 Free PMC article.
References
-
- Abecasis GR, Cherny SS, Cookson WO, Cardon LR. Merlin--rapid analysis of dense genetic maps using sparse gene flow trees. Nat Genet. 2002;30:97–101. - PubMed
-
- Barrett JC, Clayton DG, Concannon P, Akolkar B, Cooper JD, Erlich HA, Julier C, Morahan G, Nerup J, Nierras C, Plagnol V, Pociot F, Schuilenburg H, Smyth DJ, Stevens H, Todd JA, Walker NM, Rich SS. Genome-wide association study and meta-analysis find that over 40 loci affect risk of type 1 diabetes. Nat Genet. 2009;41:703–7. - PMC - PubMed
-
- Boehnke M, Moll PP, Lange K, Weidman WH, Kottke BA. Univariate and bivariate analyses of cholesterol and triglyceride levels in pedigrees. Am J Med Genet. 1986;23:775–92. - PubMed
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Miscellaneous