Association Tests for Rare Variants
- PMID: 27147090
- DOI: 10.1146/annurev-genom-083115-022609
Association Tests for Rare Variants
Abstract
Over the past few years, interest in the identification of rare variants that influence human phenotype has led to the development of many statistical methods for testing for association between sets of rare variants and binary or quantitative traits. Here, I review some of the most important ideas that underlie these methods and the most relevant issues when choosing a method for analysis. In addition to the tests for association, I review crucial issues in performing a rare variant study, from experimental design to interpretation and validation. I also discuss the many challenges of these studies, some of their limitations, and future research directions.
Keywords: burden test; effect size; exome sequencing; genetic association studies; rare variants; study design; variance components; variant annotation; whole-genome sequencing.
Similar articles
-
Rare-variant genome-wide association studies: a new frontier in genetic analysis of complex traits.Pharmacogenomics. 2013 Mar;14(4):413-24. doi: 10.2217/pgs.13.36. Pharmacogenomics. 2013. PMID: 23438888 Review.
-
In search of low-frequency and rare variants affecting complex traits.Hum Mol Genet. 2013 Oct 15;22(R1):R16-21. doi: 10.1093/hmg/ddt376. Epub 2013 Aug 6. Hum Mol Genet. 2013. PMID: 23922232 Free PMC article. Review.
-
Extreme-phenotype genome-wide association study (XP-GWAS): a method for identifying trait-associated variants by sequencing pools of individuals selected from a diversity panel.Plant J. 2015 Nov;84(3):587-96. doi: 10.1111/tpj.13029. Plant J. 2015. PMID: 26386250
-
Association score testing for rare variants and binary traits in family data with shared controls.Brief Bioinform. 2019 Jan 18;20(1):245-253. doi: 10.1093/bib/bbx107. Brief Bioinform. 2019. PMID: 28968627 Free PMC article.
-
A unified method for detecting secondary trait associations with rare variants: application to sequence data.PLoS Genet. 2012;8(11):e1003075. doi: 10.1371/journal.pgen.1003075. Epub 2012 Nov 15. PLoS Genet. 2012. PMID: 23166519 Free PMC article.
Cited by
-
Integrated rare variant-based risk gene prioritization in disease case-control sequencing studies.PLoS Genet. 2017 Dec 27;13(12):e1007142. doi: 10.1371/journal.pgen.1007142. eCollection 2017 Dec. PLoS Genet. 2017. PMID: 29281626 Free PMC article.
-
Landscape of rare-allele variants in cultivated and wild soybean genomes.Plant Genome. 2025 Jun;18(2):e70020. doi: 10.1002/tpg2.70020. Plant Genome. 2025. PMID: 40148071 Free PMC article.
-
Importance of Including Non-European Populations in Large Human Genetic Studies to Enhance Precision Medicine.Annu Rev Biomed Data Sci. 2022 Aug 10;5:321-339. doi: 10.1146/annurev-biodatasci-122220-112550. Epub 2022 May 16. Annu Rev Biomed Data Sci. 2022. PMID: 35576557 Free PMC article. Review.
-
Determining population stratification and subgroup effects in association studies of rare genetic variants for nicotine dependence.Psychiatr Genet. 2019 Aug;29(4):111-119. doi: 10.1097/YPG.0000000000000227. Psychiatr Genet. 2019. PMID: 31033776 Free PMC article.
-
A non-threshold region-specific method for detecting rare variants in complex diseases.PLoS One. 2017 Nov 30;12(11):e0188566. doi: 10.1371/journal.pone.0188566. eCollection 2017. PLoS One. 2017. PMID: 29190701 Free PMC article.
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Miscellaneous