On family-based genome-wide association studies with large pedigrees: observations and recommendations
- PMID: 25519377
- PMCID: PMC4143718
- DOI: 10.1186/1753-6561-8-S1-S26
On family-based genome-wide association studies with large pedigrees: observations and recommendations
Abstract
Family based association studies are employed less often than case-control designs in the search for disease-predisposing genes. The optimal statistical genetic approach for complex pedigrees is unclear when evaluating both common and rare variants. We examined the empirical power and type I error rates of 2 common approaches, the measured genotype approach and family-based association testing, through simulations from a set of multigenerational pedigrees. Overall, these results suggest that much larger sample sizes will be required for family-based studies and that power was better using MGA compared to FBAT. Taking into account computational time and potential bias, a 2-step strategy is recommended with FBAT followed by MGA.
Similar articles
-
A comparative analysis of family-based and population-based association tests using whole genome sequence data.BMC Proc. 2014 Jun 17;8(Suppl 1 Genetic Analysis Workshop 18Vanessa Olmo):S33. doi: 10.1186/1753-6561-8-S1-S33. eCollection 2014. BMC Proc. 2014. PMID: 25519381 Free PMC article.
-
Power of family-based association designs to detect rare variants in large pedigrees using imputed genotypes.Genet Epidemiol. 2014 Jan;38(1):1-9. doi: 10.1002/gepi.21776. Epub 2013 Nov 15. Genet Epidemiol. 2014. PMID: 24243664 Free PMC article.
-
Transmission and decorrelation methods for detecting rare variants using sequencing data from related individuals.BMC Proc. 2016 Oct 18;10(Suppl 7):203-207. doi: 10.1186/s12919-016-0031-z. eCollection 2016. BMC Proc. 2016. PMID: 27980637 Free PMC article.
-
Family-based linkage disequilibrium tests using general pedigrees.Methods Mol Biol. 2007;376:141-9. doi: 10.1007/978-1-59745-389-9_10. Methods Mol Biol. 2007. PMID: 17984543 Review.
-
[Genome-wide association study on complex diseases: genetic statistical issues].Yi Chuan. 2008 May;30(5):543-9. doi: 10.3724/sp.j.1005.2008.00543. Yi Chuan. 2008. PMID: 18487142 Review. Chinese.
Cited by
-
Genome-wide association study on blood pressure traits in the Iranian population suggests ZBED9 as a new locus for hypertension.Sci Rep. 2021 Jun 3;11(1):11699. doi: 10.1038/s41598-021-90925-w. Sci Rep. 2021. PMID: 34083597 Free PMC article.
-
Protocols, Methods, and Tools for Genome-Wide Association Studies (GWAS) of Dental Traits.Methods Mol Biol. 2019;1922:493-509. doi: 10.1007/978-1-4939-9012-2_38. Methods Mol Biol. 2019. PMID: 30838596 Free PMC article.
-
Complex pedigrees in the sequencing era: to track transmissions or decorrelate?Genet Epidemiol. 2014 Sep;38 Suppl 1(0 1):S29-36. doi: 10.1002/gepi.21822. Genet Epidemiol. 2014. PMID: 25112185 Free PMC article.
-
GW-SEM: A Statistical Package to Conduct Genome-Wide Structural Equation Modeling.Behav Genet. 2017 May;47(3):345-359. doi: 10.1007/s10519-017-9842-6. Epub 2017 Mar 15. Behav Genet. 2017. PMID: 28299468 Free PMC article.
-
Family-based approaches: design, imputation, analysis, and beyond.BMC Genet. 2016 Feb 3;17 Suppl 2(Suppl 2):9. doi: 10.1186/s12863-015-0318-5. BMC Genet. 2016. PMID: 26866700 Free PMC article.
References
-
- Lasky-Su J, Won S, Mick E, Anney RJL, Franke B, Neale B, Biederman J, Smalley SL, Loo SK, Todorov A. et al.On genome-wide association studies for family-based designs: an integrative analysis approach combining ascertained family samples with unselected controls. Am J Hum Genet. 2010;86:573–580. doi: 10.1016/j.ajhg.2010.02.019. - DOI - PMC - PubMed
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources