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A powerful test for ordinal trait genetic association analysis
Xue, Yuan1,2; Wang, Jinjuan3; Ding, Juan4; Zhang, Sanguo1,2; Li, Qizhai3
2019-04-01
发表期刊STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY
ISSN2194-6302
卷号18期号:2页码:9
摘要Response selective sampling design is commonly adopted in genetic epidemiologic study because it can substantially reduce time cost and increase power of identifying deleterious genetic variants predispose to human complex disease comparing with prospective design. The proportional odds model (POM) can be used to fit data obtained by this design. Unlike the logistic regression model, the estimated genetic effect based on POM by taking data as being enrolled prospectively is inconsistent. So the power of resulted Wald test is not satisfactory. The modified POM is suitable to fit this type of data, however, the corresponding Wald test is not optimal when the genetic effect is small. Here, we propose a new association test to handle this issue. Simulation studies show that the proposed test can control the type I error rate correctly and is more powerful than two existing methods. Finally, we applied three tests to Anticyclic Citrullinated Protein Antibody data from Genetic Workshop 16.
关键词ordinal response power proportional odds model response selective sampling
DOI10.1515/sagmb-2017-0066
语种英语
资助项目Beijing Natural Science Foundation[Z180006] ; National Science Foundation of China[11722113] ; National Science Foundation of China[11501134]
WOS研究方向Biochemistry & Molecular Biology ; Mathematical & Computational Biology ; Mathematics
WOS类目Biochemistry & Molecular Biology ; Mathematical & Computational Biology ; Statistics & Probability
WOS记录号WOS:000463667100002
出版者WALTER DE GRUYTER GMBH
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文献类型期刊论文
条目标识符http://ir.amss.ac.cn/handle/2S8OKBNM/34459
专题系统科学研究所
通讯作者Li, Qizhai
作者单位1.Univ Chinese Acad Sci, Sch Math Sci, Beijing, Peoples R China
2.Chinese Acad Sci, Key Lab Big Data Min & Knowledge Management, Beijing, Peoples R China
3.Chinese Acad Sci, Acad Math & Syst Sci, LSC, NCMIS, Zhongguancun East Rd 55, Beijing 100190, Peoples R China
4.Guangxi Normal Univ, Sch Math & Stat, Guilin, Peoples R China
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GB/T 7714
Xue, Yuan,Wang, Jinjuan,Ding, Juan,et al. A powerful test for ordinal trait genetic association analysis[J]. STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY,2019,18(2):9.
APA Xue, Yuan,Wang, Jinjuan,Ding, Juan,Zhang, Sanguo,&Li, Qizhai.(2019).A powerful test for ordinal trait genetic association analysis.STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY,18(2),9.
MLA Xue, Yuan,et al."A powerful test for ordinal trait genetic association analysis".STATISTICAL APPLICATIONS IN GENETICS AND MOLECULAR BIOLOGY 18.2(2019):9.
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