On Genome-wide Association Studies for Family-Based Designs: An Integrative Analysis Approach Combining Ascertained Family Samples with Unselected Controls

被引:16
作者
Lasky-Su, Jessica [1 ,2 ,3 ]
Won, Sungho [4 ,5 ]
Mick, Eric [6 ]
Anney, Richard J. L. [7 ]
Franke, Barbara [8 ,9 ]
Neale, Benjamin [10 ,11 ]
Biederman, Joseph [6 ]
Smalley, Susan L. [12 ]
Loo, Sandra K. [12 ]
Todorov, Alexandre [13 ]
Faraone, Stephen V. [14 ]
Weiss, Scott T. [1 ,2 ,3 ,14 ]
Lange, Christoph [1 ,2 ,3 ,15 ]
机构
[1] Brigham & Womens Hosp, Channing Labs, Boston, MA 02115 USA
[2] Harvard Univ, Sch Med, Boston, MA 02115 USA
[3] Brigham & Womens Hosp, Ctr Genom Med, Boston, MA 02115 USA
[4] Chung Ang Univ, Dept Stat, Coll Nat Sci, Seoul 156756, South Korea
[5] Chung Ang Univ, Res Ctr Data Sci, Seoul 156756, South Korea
[6] Massachusetts Gen Hosp, Clin & Res Programs Pediat Psychiat & Adult ADHD, Dept Psychiat, Boston, MA 02114 USA
[7] Trinity Coll Dublin, Neuropsychiat Genet Res Grp, Dept Psychiat, Dublin 8, Ireland
[8] Radboud Univ Nijmegen, Dept Human Genet, Med Ctr, Donders Inst Brain Cognit & Behav, NL-6500 HB Nijmegen, Netherlands
[9] Radboud Univ Nijmegen, Dept Psychiat, Med Ctr, Donders Inst Brain Cognit & Behav, NL-6500 HB Nijmegen, Netherlands
[10] Massachusetts Gen Hosp, Ctr Human Genet Res, Boston, MA 02114 USA
[11] Broad Inst, Cambridge, MA 02142 USA
[12] Univ Calif Los Angeles, Ctr Neurobehav Genet, Los Angeles, CA 90095 USA
[13] Washington Univ, Dept Psychiat, St Louis, MO 63130 USA
[14] SUNY Upstate Med Univ, Syracuse, NY 13210 USA
[15] Harvard Univ, Sch Publ Hlth, Boston, MA 02115 USA
基金
美国国家卫生研究院;
关键词
ATTENTION-DEFICIT/HYPERACTIVITY DISORDER; SCAN; GENE; REPLICATION; VARIANTS; TESTS; RISK; ADHD; SET;
D O I
10.1016/j.ajhg.2010.02.019
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Large numbers of control individuals with genome-wide genotype data are now available through various databases. These controls are regularly used in case-control genome-wide association studies (GWAS) to increase the statistical power. Controls are often "unselected" for the disease of interest and are not matched to cases in terms of confounding factors, making the studies more vulnerable to confounding as a result of population stratification. In this communication, we demonstrate that family-based designs can integrate unselected controls from other studies into the analysis without compromising the robustness of family-based designs against genetic confounding. The result is a hybrid case-control family-based analysis that achieves higher power levels than population-based studies with the same number of cases and controls. This strategy is widely applicable and works ideally for all situations in which both family and case-control data are available. The approach consists of three steps. First, we perform a standard family-based association test that does not utilize the between-family component. Second, we use the between-family information in conjunction with the genotypes from unselected controls in a Cochran-Armitage trend test. The p values from this step are then calculated by rank ordering the individual Cochran-Armitage trend test statistics for the genotype markers. Third, we generate a combined p value with the association p values from the first two steps. Simulation studies are used to assess the achievable power levels of this method compared to standard analysis approaches. We illustrate the approach by an application to a GWAS of attention deficit hyperactivity disorder parent-offspring trios and publicly available controls.
引用
收藏
页码:573 / 580
页数:8
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