Integrating external controls in case-control studies improves power for rare-variant tests

被引:3
|
作者
Li, Yatong [1 ]
Lee, Seunggeun [1 ,2 ]
机构
[1] Univ Michigan, Dept Biostat, Ann Arbor, MI 48109 USA
[2] Seoul Natl Univ, Grad Sch Data Sci, Seoul 08826, South Korea
基金
新加坡国家研究基金会;
关键词
case-control study; external control; GWAS; rare-variant test; SKAT; GENOME-WIDE ASSOCIATION; MACULAR DEGENERATION; RISK; POLYMORPHISMS; SINGLE;
D O I
10.1002/gepi.22444
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
Large-scale sequencing and genotyping data provide an opportunity to integrate external samples as controls to improve power of association tests. However, due to the systematic differences between genotyped samples from different studies, naively aggregating the controls could lead to inflation in Type I error rates. There has been recent effort to integrate external controls while adjusting for batch effect, such as the integrating External Controls into Association Test (iECAT) and its score-based single variant tests. Building on the original iECAT framework, we propose an iECAT-Score region-based test that increases power for rare-variant tests when integrating external controls. This method assesses the systematic batch effect between internal and external samples at each variant and constructs compound shrinkage score statistics to test for the joint genetic effect within a gene or a region, while adjusting for covariates and population stratification. Through simulation studies, we demonstrate that the proposed method controls for Type I error rates and improves power in rare-variant tests. The application of the proposed method to the association studies of age-related macular degeneration (AMD) from the International AMD Genomics Consortium and UK Biobank revealed novel rare-variant associations in gene DXO. Through the incorporation of external controls, the iECAT methods offer a powerful suite to identify disease-associated genetic variants, further shedding light on future directions to investigate roles of rare variants in human diseases.
引用
收藏
页码:145 / 158
页数:14
相关论文
共 50 条
  • [21] THE USE OF DEAD CONTROLS IN CASE-CONTROL STUDIES
    MUNDT, DJ
    MCCUSKER, J
    AMERICAN JOURNAL OF EPIDEMIOLOGY, 1985, 122 (06) : 1108 - 1108
  • [22] Hospital visitors as controls in case-control studies
    Mendonça, GAS
    Eluf-Neto, J
    REVISTA DE SAUDE PUBLICA, 2001, 35 (05): : 436 - 442
  • [23] Reuse of Controls in Nested Case-Control Studies
    Stoer, Nathalie C.
    Meyer, Haakon E.
    Samuelsen, Sven Ove
    EPIDEMIOLOGY, 2014, 25 (02) : 315 - 317
  • [24] A stepwise likelihood ratio test procedure for rare variant selection in case-control studies
    Kuk, Anthony Y. C.
    Nott, David J.
    Yang, Yaning
    JOURNAL OF HUMAN GENETICS, 2014, 59 (04) : 198 - 205
  • [25] Detecting Rare Variant Associations by Identity-by-Descent Mapping in Case-Control Studies
    Browning, Sharon R.
    Thompson, Elizabeth A.
    GENETICS, 2012, 190 (04) : 1521 - 1531
  • [26] CASE-CONTROL STUDIES - MATCHED CONTROLS OR ALL AVAILABLE CONTROLS
    HAMAJIMA, N
    HIROSE, K
    INOUE, M
    TAKEZAKI, T
    KUROISHI, T
    TAJIMA, K
    JOURNAL OF CLINICAL EPIDEMIOLOGY, 1994, 47 (09) : 971 - 975
  • [27] A Permutation Procedure to Correct for Confounders in Case-Control Studies, Including Tests of Rare Variation
    Epstein, Michael P.
    Duncan, Richard
    Jiang, Yunxuan
    Conneely, Karen N.
    Allen, Andrew S.
    Satten, Glen A.
    AMERICAN JOURNAL OF HUMAN GENETICS, 2012, 91 (02) : 215 - 223
  • [28] Gene-based Rare Variant Association Tests for Ancestry-matched Case-control Data
    Wang, Chaolong
    Sun, Baoluo
    Cheng, Shanshan
    Wang, Zengmiao
    Deng, Minghua
    Chen, Han
    GENETIC EPIDEMIOLOGY, 2019, 43 (07) : 914 - 915
  • [29] Structured Association tests in case-control studies
    Köhler, K
    Bickeböller, H
    ANNALS OF HUMAN GENETICS, 2005, 69 : 768 - 768
  • [30] CASE DEFINITION AND POWER IN CASE-CONTROL STUDIES
    ROSENBAUM, PR
    STATISTICS IN MEDICINE, 1984, 3 (01) : 27 - 34