The advent of large-scale, phenotypically rich, and readily accessible data provides an unprecedented opportunity for epidemiologists, statistical geneticists, bioinformaticians, and also behavioral and social scientists to investigate the causes and consequences of disease. Computational tools and resources are an integral component of such endeavors, which will become increasingly important as these data continue to grow exponentially. In this review, we have provided an overview of computational software and databases that have been developed to assist with analyses in causal inference. This includes online tools that can be used to help generate hypotheses, publicly accessible resources that store summary-level information for millions of genetic markers, and computational approaches that can be used to leverage this wealth of data to study causal relationships.
机构:
Harvard Univ, Fac Arts & Sci, Dept Stat, Cambridge, MA 02138 USA
Harvard Univ, Harvard Business Sch, Technol Operat & Management Unit, Boston, MA 02138 USA
Harvard Univ, Harvard Data Sci Initiat, Cambridge, MA 02138 USAHarvard Univ, Fac Arts & Sci, Dept Stat, Cambridge, MA 02138 USA
Bojinov, Iavor
Dominici, Francesca
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Harvard Univ, Harvard Data Sci Initiat, Cambridge, MA 02138 USA
Harvard Univ, Harvard TH Chan Sch Publ Hlth, Dept Biostat, Boston, MA USAHarvard Univ, Fac Arts & Sci, Dept Stat, Cambridge, MA 02138 USA
机构:
Alibaba Grp, 969 West Wen Yi Rd, Hangzhou 311121, Zhejiang, Peoples R ChinaAlibaba Grp, 969 West Wen Yi Rd, Hangzhou 311121, Zhejiang, Peoples R China
Yao, Liuyi
Chu, Zhixuan
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Univ Georgia, 415 Boyd Grad Studies Res Ctr, Athens, GA 30602 USAAlibaba Grp, 969 West Wen Yi Rd, Hangzhou 311121, Zhejiang, Peoples R China
Chu, Zhixuan
Li, Sheng
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机构:
Univ Georgia, 415 Boyd Grad Studies Res Ctr, Athens, GA 30602 USAAlibaba Grp, 969 West Wen Yi Rd, Hangzhou 311121, Zhejiang, Peoples R China
Li, Sheng
Li, Yaliang
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Alibaba Grp, 500 108th Ave NE,Suite800, Bellevue, WA 98004 USAAlibaba Grp, 969 West Wen Yi Rd, Hangzhou 311121, Zhejiang, Peoples R China
Li, Yaliang
Gao, Jing
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Purdue Univ, 465 Northwestern Ave, W Lafayette, IN 47907 USAAlibaba Grp, 969 West Wen Yi Rd, Hangzhou 311121, Zhejiang, Peoples R China