P>Coronary heart disease (CHD) is a complex disease, which is influenced not only by genetic and environmental factors but also by gene-environment (GE) interactions in interconnected biological pathways or networks. The classical methods are inadequate for identifying GE interactions due to the complex relationships among risk factors, mediating risk factors (e.g., hypertension, blood lipids, and glucose), and CHD. Our aim was to develop a two-level structural equation model (SEM) to identify genes and GE interactions in the progress of CHD to take into account the causal structure among mediating risk factors and CHD (Level 1), and hierarchical family structure (Level 2). The method was applied to the Framingham Heart Study (FHS) Offspring Cohort data. Our approach has several advantages over classical methods: (1) it provides important insight into how genes and contributing factors affect CHD by investigating the direct, indirect, and total effects; and (2) it aids the development of biological models that more realistically reflect the complex biological pathways or networks. Using our method, we are able to detect GE interaction of SERPINE1 and body mass index (BMI) on CHD, which has not been reported. We conclude that SEM modeling of GE interaction can be applied in the analysis of complex epidemiological data sets.
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Tufts Univ, Jean Mayer US Dept Agr Human Nutr Res Ctr Aging, Nutr & Genom Lab, Boston, MA 02111 USATufts Univ, Jean Mayer US Dept Agr Human Nutr Res Ctr Aging, Nutr & Genom Lab, Boston, MA 02111 USA
Ordovas, Jose M.
Shen, Jian
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Tufts Univ, Jean Mayer US Dept Agr Human Nutr Res Ctr Aging, Nutr & Genom Lab, Boston, MA 02111 USATufts Univ, Jean Mayer US Dept Agr Human Nutr Res Ctr Aging, Nutr & Genom Lab, Boston, MA 02111 USA
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Mie Univ, Grad Sch Med, Dept Integrat Pharmacol, Tsu, Mie, JapanMie Univ, Grad Sch Med, Dept Integrat Pharmacol, Tsu, Mie, Japan
Nishimura, Yuhei
Kurosawa, Kenji
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Kanagawa Childrens Med Ctr, Div Med Genet, Yokohama, Kanagawa, Japan
Mie Univ, Grad Sch Med, Dept Clin Dysmorphol, Tsu, Mie, JapanMie Univ, Grad Sch Med, Dept Integrat Pharmacol, Tsu, Mie, Japan
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Penn State Univ, Ctr Syst Genom, Dept Biochem & Mol Biol, University Pk, PA 16802 USA
Geisinger Hlth Syst, Biomed & Translat Informat, Danville, PA USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Ritchie, Marylyn D.
Davis, Joe R.
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Stanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Davis, Joe R.
Aschard, Hugues
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Harvard TH Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
Inst Pasteur, Ctr Bioinformat Biostat & Biol Integrat C3BI, Paris, FranceStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Aschard, Hugues
Battle, Alexis
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Harvard TH Sch Publ Hlth, Dept Epidemiol, Boston, MA USA
Johns Hopkins Univ, Dept Comp Sci, Baltimore, MD 21218 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Battle, Alexis
Conti, David
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Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Conti, David
Du, Mengmeng
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Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY 10021 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Du, Mengmeng
Eskin, Eleazar
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Univ Calif Los Angeles, Dept Comp Sci, Los Angeles, CA 90024 USA
Univ Calif Los Angeles, Geffen Sch Med, Dept Human Genet, Los Angeles, CA USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
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Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, Biostat & Biomath Program, 1124 Columbia St, Seattle, WA 98104 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Hsu, Li
Kraft, Peter
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Harvard TH Sch Publ Hlth, Dept Epidemiol, Boston, MA USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Kraft, Peter
Moore, Jason H.
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Univ Penn, Inst Biomed Informat, Perelman Sch Med, Dept Biostat & Epidemiol,Div Informat, Philadelphia, PA 19104 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Moore, Jason H.
Pierce, Brandon L.
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Univ Chicago Med & Biol Sci, Dept Publ Hlth Sci, Chicago, IL USA
Univ Chicago Med & Biol Sci, Dept Human Genet, Chicago, IL USA
Univ Chicago Med & Biol Sci, Ctr Comprehens Canc, Chicago, IL USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Pierce, Brandon L.
Bien, Stephanie A.
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Fred Hutchinson Canc Res Ctr, Div Publ Hlth Sci, 1124 Columbia St, Seattle, WA 98104 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Bien, Stephanie A.
Thomas, Duncan C.
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Univ Southern Calif, Keck Sch Med, Dept Prevent Med, Los Angeles, CA 90033 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Thomas, Duncan C.
Wei, Peng
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Univ Texas MD Anderson Canc Ctr, Dept Biostat, Houston, TX 77030 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Wei, Peng
Montgomery, Stephen B.
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Stanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA
Stanford Univ, Sch Med, Dept Pathol, Stanford, CA 94305 USAStanford Univ, Sch Med, Dept Genet, Stanford, CA 94305 USA