The Effect of Survival Bias on Case-Control Genetic Association Studies of Highly Lethal Diseases

被引:38
作者
Anderson, Christopher D. [1 ,2 ,3 ]
Nalls, Michael A. [4 ]
Biffi, Alessandro [1 ,2 ,3 ]
Rost, Natalia S. [1 ,2 ,3 ]
Greenberg, Steven M. [2 ]
Singleton, Andrew B. [4 ]
Meschia, James F. [5 ]
Rosand, Jonathan [1 ,2 ,3 ]
机构
[1] Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USA
[2] Massachusetts Gen Hosp, Hemorrhag Stroke Res Grp, Dept Neurol, Boston, MA 02114 USA
[3] Broad Inst, Program Med & Populat Genet, Cambridge, MA USA
[4] NIA, Neurogenet Lab, Intramural Res Program, Bethesda, MD 20892 USA
[5] Mayo Clin, Dept Neurol, Jacksonville, FL 32224 USA
关键词
stroke; hemorrhage; myocardial infarction; genetics; epidemiology; UNRECOGNIZED MYOCARDIAL-INFARCTION; CASE-FATALITY; STROKE INCIDENCE; GENOMEWIDE ASSOCIATION; POPULATION; EPIDEMIOLOGY; RISK; PREVALENCE; PROGNOSIS; SUBTYPES;
D O I
10.1161/CIRCGENETICS.110.957928
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background-Survival bias is the phenomenon by which individuals are excluded from analysis of a trait because of mortality related to the expression of that trait. In genetic association studies, variants increasing risk for disease onset as well as risk of disease-related mortality (lethality) could be difficult to detect in genetic association case-control designs, possibly leading to underestimation of a variant's effect on disease risk. Methods and Results-We modeled cohorts for 3 diseases of high lethality (intracerebral hemorrhage, ischemic stroke, and myocardial infarction) using existing longitudinal data. Based on these models, we simulated case-control genetic association studies for genetic risk factors of varying effect sizes, lethality, and minor allele frequencies. For each disease, erosion of detected effect size was larger for case-control studies of individuals of advanced age (age >75 years) and/or variants with very high event-associated lethality (genotype relative risk for event-related death >2.0). We found that survival bias results in no more than 20% effect size erosion for cohorts with mean age <75 years, even for variants that double lethality risk. Furthermore, we found that increasing effect size erosion was accompanied by depletion of minor allele frequencies in the case population, yielding a "signature" of the presence of survival bias. Conclusions-Our simulation provides formulas to allow estimation of effect size erosion given a variant's odds ratio of disease, odds ratio of lethality, and minor allele frequencies. These formulas will add precision to power calculation and replication efforts for case-control genetic studies. Our approach requires validation using prospective data. (Circ Cardiovasc Genet. 2011;4:188-196.)
引用
收藏
页码:188 / U265
页数:19
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