Title :
Structural Equation Modeling of Atherosclerotic Risk Factor Interactions
Author :
Chan, Lawrence W C
Author_Institution :
Dept. of Health Technol. & Inf., Hong Kong Polytech. Univ., Kowloon, China
fDate :
March 31 2009-April 2 2009
Abstract :
Atherosclerosis results from chronic inflammatory processes involving a huge number of risk factor, such as lipid profile, glycated hemoglobin and oxidative stress. Signaling pathways are not enough to explain the holistic interactions. The combined use of principal component analysis and structural equation modeling is a good choice to investigate the causality between risk factors so as to complement the missing links and information in the published pathways. The result of demonstrates the combined use of these two methods in clustering of interacting risk factors and modeling their interactions. The clustered risk factors represent related features with causality. The most dominant cluster is the group of antioxidant, consisting of the essential substances responsible for eliminating harmful reactive oxygen species (ROS) and preventing atherosclerosis. The path model also uncovers the underlying interaction and balance between ascorbic acid and uric acid in human body.
Keywords :
biochemistry; cardiovascular system; diseases; principal component analysis; proteins; antioxidant; ascorbic acid; atherosclerotic risk factor interaction; chronic inflammatory processes; clustered risk factors; glycated hemoglobin; harmful reactive oxygen species; lipid profile; oxidative stress; principal component analysis; signaling pathways; structural equation modeling; uric acid; Atherosclerosis; Biological system modeling; Cardiac disease; Cardiovascular diseases; Computer science; Eigenvalues and eigenfunctions; Equations; Plasma density; Plasma measurements; Principal component analysis; Atherosclerosis; Clustering; Interaction; Principal Components Analysis; Risk Factor; Structural Equation Modeling;
Conference_Titel :
Computer Science and Information Engineering, 2009 WRI World Congress on
Conference_Location :
Los Angeles, CA
Print_ISBN :
978-0-7695-3507-4
DOI :
10.1109/CSIE.2009.420