DocumentCode
495660
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
Volume
1
fYear
2009
fDate
March 31 2009-April 2 2009
Firstpage
578
Lastpage
581
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;
fLanguage
English
Publisher
ieee
Conference_Titel
Computer Science and Information Engineering, 2009 WRI World Congress on
Conference_Location
Los Angeles, CA
Print_ISBN
978-0-7695-3507-4
Type
conf
DOI
10.1109/CSIE.2009.420
Filename
5171237
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