Assessing the joint effect of population stratification and sample selection in studies of gene-gene (environment) interactions
- PMID: 22284162
- PMCID: PMC3280159
- DOI: 10.1186/1471-2156-13-5
Assessing the joint effect of population stratification and sample selection in studies of gene-gene (environment) interactions
Abstract
Background: It is well known that the presence of population stratification (PS) may cause the usual test in case-control studies to produce spurious gene-disease associations. However, the impact of the PS and sample selection (SS) is less known. In this paper, we provide a systematic study of the joint effect of PS and SS under a more general risk model containing genetic and environmental factors. We provide simulation results to show the magnitude of the bias and its impact on type I error rate of the usual chi-square test under a wide range of PS level and selection bias.
Results: The biases to the estimation of main and interaction effect are quantified and then their bounds derived. The estimated bounds can be used to compute conservative p-values for the association test. If the conservative p-value is smaller than the significance level, we can safely claim that the association test is significant regardless of the presence of PS or not, or if there is any selection bias. We also identify conditions for the null bias. The bias depends on the allele frequencies, exposure rates, gene-environment odds ratios and disease risks across subpopulations and the sampling of the cases and controls.
Conclusion: Our results show that the bias cannot be ignored even the case and control data were matched in ethnicity. A real example is given to illustrate application of the conservative p-value. These results are useful to the genetic association studies of main and interaction effects.
Similar articles
-
Studying the joint effects of population stratification and sampling in case-control association studies.Hum Hered. 2010;69(4):254-61. doi: 10.1159/000297658. Epub 2010 Mar 29. Hum Hered. 2010. PMID: 20357476
-
Simultaneously correcting for population stratification and for genotyping error in case-control association studies.Am J Hum Genet. 2007 Oct;81(4):726-43. doi: 10.1086/520962. Epub 2007 Aug 22. Am J Hum Genet. 2007. PMID: 17846998 Free PMC article.
-
Effect of population stratification on case-control association studies. I. Elevation in false positive rates and comparison to confounding risk ratios (a simulation study).Hum Hered. 2004;58(1):30-9. doi: 10.1159/000081454. Hum Hered. 2004. PMID: 15604562
-
Further development of the case-only design for assessing gene-environment interaction: evaluation of and adjustment for bias.Int J Epidemiol. 2004 Oct;33(5):1014-24. doi: 10.1093/ije/dyh306. Epub 2004 Sep 9. Int J Epidemiol. 2004. PMID: 15358745 Review.
-
Association Between Alzheimer Disease and Cancer With Evaluation of Study Biases: A Systematic Review and Meta-analysis.JAMA Netw Open. 2020 Nov 2;3(11):e2025515. doi: 10.1001/jamanetworkopen.2020.25515. JAMA Netw Open. 2020. PMID: 33185677 Free PMC article.
Cited by
-
Serotonin transporter polymorphism (5-HTTLPR) in Croatian population.Mol Biol Rep. 2015 Feb;42(2):553-8. doi: 10.1007/s11033-014-3800-7. Epub 2014 Nov 6. Mol Biol Rep. 2015. PMID: 25374429
-
Accounting for Population Structure in Gene-by-Environment Interactions in Genome-Wide Association Studies Using Mixed Models.PLoS Genet. 2016 Mar 4;12(3):e1005849. doi: 10.1371/journal.pgen.1005849. eCollection 2016 Mar. PLoS Genet. 2016. PMID: 26943367 Free PMC article.
-
Association between co-inhibitory molecule gene tagging single nucleotide polymorphisms and the risk of colorectal cancer in Chinese.J Cancer Res Clin Oncol. 2015 Sep;141(9):1533-44. doi: 10.1007/s00432-015-1915-4. Epub 2015 Jan 22. J Cancer Res Clin Oncol. 2015. PMID: 25604582 Free PMC article.
References
-
- Marcus PM, Hayes RB, Vineis P, Garcia-Closas M. et al.Cigarette smoking, N-acetyltransferase 2 acetylation status, and bladder cancer risk: a case-series meta- analysis of gene-environment interaction. Cancer Epidemiol Biomarkers Prev. 2000;9:461–467. - PubMed
-
- Cho JH, Nicolae DL, Gold LH, Fields CT, LaBuda MC, Rohal PM. et al.Identification of novel susceptibility loci for inflammatory bowel disease on chromosomes 1p, 3q, and 4q: evidence for epistasis between 1p and IBD1. Proc Nat Acad Sci USA. 1998;95:7502–7507. doi: 10.1073/pnas.95.13.7502. - DOI - PMC - PubMed
Publication types
MeSH terms
LinkOut - more resources
Full Text Sources