Structural Equation Modeling of Gene-Environment Interactions in Coronary Heart Disease

被引:25
|
作者
Mi, Xiaojuan [1 ]
Eskridge, Kent M. [1 ]
George, Varghese [2 ]
Wang, Dong [1 ]
机构
[1] Univ Nebraska, Dept Stat, Lincoln, NE 68583 USA
[2] Med Coll Georgia, Dept Biostat, Augusta, GA 30912 USA
关键词
Multiple traits; two-level structural equation model; gene-environment interactions; complex human disease; PLASMINOGEN-ACTIVATOR INHIBITOR-1; APOLIPOPROTEIN-E POLYMORPHISM; CARDIOVASCULAR-DISEASE; MYOCARDIAL-INFARCTION; METABOLIC SYNDROME; PRIMARY PREVENTION; BODY-MASS; RISK; PLASMA; ATHEROSCLEROSIS;
D O I
10.1111/j.1469-1809.2010.00634.x
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
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.
引用
收藏
页码:255 / 265
页数:11
相关论文
共 50 条
  • [41] Parkinson's disease determinants, prediction and gene-environment interactions in the UK Biobank
    Jacobs, Benjamin Meir
    Belete, Daniel
    Bestwick, Jonathan
    Blauwendraat, Cornelis
    Bandres-Ciga, Sara
    Heilbron, Karl
    Dobson, Ruth
    Nalls, Mike A.
    Singleton, Andrew
    Hardy, John
    Giovannoni, Gavin
    Lees, Andrew John
    Schrag, Anette-Eleonore
    Noyce, Alastair J.
    JOURNAL OF NEUROLOGY NEUROSURGERY AND PSYCHIATRY, 2020, 91 (10) : 1046 - 1054
  • [42] Leveraging gene-environment interactions and endotypes for asthma gene discovery
    Bonnelykke, Klaus
    Ober, Carole
    JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY, 2016, 137 (03) : 667 - 679
  • [43] Gene-Environment Interactions and Susceptibility to Metabolic Syndrome and Other Chronic Diseases
    Ordovas, Jose M.
    Shen, Jian
    JOURNAL OF PERIODONTOLOGY, 2008, 79 (08) : 1508 - 1513
  • [44] Simulating gene-environment interactions in complex human diseases
    Bo Peng
    Genome Medicine, 2
  • [45] Analysis of Gene-Environment Interactions Related to Developmental Disorders
    Nishimura, Yuhei
    Kurosawa, Kenji
    FRONTIERS IN PHARMACOLOGY, 2022, 13
  • [46] Simulating gene-environment interactions in complex human diseases
    Peng, Bo
    GENOME MEDICINE, 2010, 2
  • [47] Environmental and Gene-Environment Interactions and Risk of Rheumatoid Arthritis
    Karlson, Elizabeth W.
    Deane, Kevin
    RHEUMATIC DISEASE CLINICS OF NORTH AMERICA, 2012, 38 (02) : 405 - +
  • [48] A Review of the Genetics of Hypertension with a Focus on Gene-Environment Interactions
    RJ Waken
    Lisa de las Fuentes
    D.C. Rao
    Current Hypertension Reports, 2017, 19
  • [49] Incorporation of Biological Knowledge Into the Study of Gene-Environment Interactions
    Ritchie, Marylyn D.
    Davis, Joe R.
    Aschard, Hugues
    Battle, Alexis
    Conti, David
    Du, Mengmeng
    Eskin, Eleazar
    Fallin, M. Daniele
    Hsu, Li
    Kraft, Peter
    Moore, Jason H.
    Pierce, Brandon L.
    Bien, Stephanie A.
    Thomas, Duncan C.
    Wei, Peng
    Montgomery, Stephen B.
    AMERICAN JOURNAL OF EPIDEMIOLOGY, 2017, 186 (07) : 771 - 777
  • [50] Gene-environment interactions in asthma and allergy: the end of the beginning?
    Vercelli, Donata
    CURRENT OPINION IN ALLERGY AND CLINICAL IMMUNOLOGY, 2010, 10 (02) : 145 - 148