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PMID: 35834899 Published · ppublish English Journal Article

Predicting hemodynamic indices in coronary artery aneurysms using response surface method: An application in Kawasaki disease.

Computer methods and programs in biomedicine ·Vol. 224 ·2022-09-00 ·页码 107007

Asadbeygi A, Lee S, Kovalchin J, Hatoum H

Abstract

Coronary artery aneurysms (CAA), such as those in Kawasaki Disease (KD), induce hemodynamic alterations associated with thrombosis and atherosclerosis. Current clinical routines assess the risk level of the CAA cases based on the Z-Score, which considers the body surface area (BSA) and the CAA's diameter. A full geometric characterization and impact on hemodynamic metrics and their correlation with thrombotic risks have not been systematically investigated. The goal of this study was to investigate the effect of CAA shape indices on local hemodynamics using the response surface method (RSM) through considering KD applications. Transient computational fluid dynamics (CFD) simulations have been performed on idealized CAA geometries defined by geometrical ratios combining neck diameter, CAA diameter and CAA length. The results were used to develop full quadratic regression models of the indices using the response surface method (RSM). Validation using patient-specific KD models was performed. The results indicated that the aneurysm diameter is the main determining factor in the thrombotic risk of CAA patients, which is consistent with clinical guidelines. Furthermore, it was observed that in most CAA cases having the same diameter, the one with the shorter length experiences higher RRT values, indicating flow stagnation and circulation. The developed regression models can be used to ultimately assess the thrombotic risk of CAA cases from the hemodynamic perspective. The applicability of these models was tested on 2 KD patient specific models, with close values achieved between the models and the patient-specific results.

Keywords
Computational fluid dynamics (CFD) Coronary artery aneurysm (CAA) Hemodynamics prediction Kawasaki disease(KD) Response surface method (RSM)
MeSH 主题词
Coronary Aneurysm/complications Coronary Vessels Hemodynamics Humans Mucocutaneous Lymph Node Syndrome/complications Retrospective Studies Thrombosis/complications
作者与单位
共 4 位作者,点击展开单位 / ORCID
Asadbeygi Alireza
Department of Biomedical Engineering, Michigan Technological University, Houghton, MI, United States.
Lee Simon
Department of Pediatrics, Nationwide Children's Hospital, Columbus, OH, United States.
Kovalchin John
Department of Pediatrics, Nationwide Children's Hospital, Columbus, OH, United States.
Hatoum Hoda
Department of Biomedical Engineering, Michigan Technological University, Houghton, MI, United States; Health Research Institute, Center of Biocomputing and Digital Health and Institute of Computing and Cybernetics, Michigan Technological University, 1400 Townsend Dr, Houghton, MI 49931, United States. Electronic address: [email protected].
Article Info
Journal
Computer methods and programs in biomedicine
Abbr.
Comput Methods Programs Biomed
ISSN
1872-7565
Corresponding email
Published
2022-09-00
电子出版
2022-00-06
页码
107007
Language
English
Country/Region
Ireland
NLM ID
8506513
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