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Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study
BACKGROUND: South Asian individuals are at higher risk for arteriosclerotic cardiovascular disease and diabetes. The factors associated with arteriosclerotic cardiovascular disease severity and their interactions are unknown. METHODS AND RESULTS: This is a retrospective cohort study of the first 116...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10227306/ https://www.ncbi.nlm.nih.gov/pubmed/37183833 http://dx.doi.org/10.1161/JAHA.122.027697 |
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author | Molina, César R. Mathur, Ashish Soykan, Candan Sathe, Anita Kunhiraman, Leela |
author_facet | Molina, César R. Mathur, Ashish Soykan, Candan Sathe, Anita Kunhiraman, Leela |
author_sort | Molina, César R. |
collection | PubMed |
description | BACKGROUND: South Asian individuals are at higher risk for arteriosclerotic cardiovascular disease and diabetes. The factors associated with arteriosclerotic cardiovascular disease severity and their interactions are unknown. METHODS AND RESULTS: This is a retrospective cohort study of the first 1162 South Asian participants enrolled in the South Asian Heart Center's AIM to Prevent Program who completed noncontrast coronary computed tomography scans. Using machine‐learning algorithms, we identified and modeled the interaction of predictor variables with coronary artery calcification (CAC) severity in South Asian individuals. Anthropometric, laboratory, demographic, and lifestyle predictor variables were analyzed using continuous boosted regression trees to model the relationship with and in between predictor variables and CAC. Participants with CAC were older, predominately men, had smoking history, had personal histories of diabetes, hypertension, and hypercholesterolemia, and had family histories of coronary artery disease. Insulin, body mass index, blood pressure, fasting blood sugar, hemoglobin A1c, and waist‐to‐height ratio were associated with CAC but not low‐density lipoprotein cholesterol or lipoprotein (a). The arteriosclerotic cardiovascular disease score failed to classify individuals. Only age, body mass index, non–high‐density lipoprotein cholesterol/apolipoprotein B ratio, smoking risk, fasting blood sugar, and diastolic blood pressure were predictive, explaining 30.3% of CAC severity. A non–high‐density lipoprotein cholesterol/apolipoprotein B ratio of 1.4 or less markedly increased coronary calcification. CONCLUSIONS: Our findings highlight factors associated with dysmetabolism and cholesterol‐depleted non–high‐density lipoprotein cholesterol particles with coronary arteriosclerosis, possibly explaining the dual epidemics of diabetes and arteriosclerotic cardiovascular disease in this population. Markers of glucose dysmetabolism and the non–high‐density lipoprotein cholesterol to apolipoprotein B ratio should become the focus of assessment for cardiovascular risk in South Asian individuals, with prevention strategies directed at improving glucose metabolic health. |
format | Online Article Text |
id | pubmed-10227306 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-102273062023-05-31 Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study Molina, César R. Mathur, Ashish Soykan, Candan Sathe, Anita Kunhiraman, Leela J Am Heart Assoc Original Research BACKGROUND: South Asian individuals are at higher risk for arteriosclerotic cardiovascular disease and diabetes. The factors associated with arteriosclerotic cardiovascular disease severity and their interactions are unknown. METHODS AND RESULTS: This is a retrospective cohort study of the first 1162 South Asian participants enrolled in the South Asian Heart Center's AIM to Prevent Program who completed noncontrast coronary computed tomography scans. Using machine‐learning algorithms, we identified and modeled the interaction of predictor variables with coronary artery calcification (CAC) severity in South Asian individuals. Anthropometric, laboratory, demographic, and lifestyle predictor variables were analyzed using continuous boosted regression trees to model the relationship with and in between predictor variables and CAC. Participants with CAC were older, predominately men, had smoking history, had personal histories of diabetes, hypertension, and hypercholesterolemia, and had family histories of coronary artery disease. Insulin, body mass index, blood pressure, fasting blood sugar, hemoglobin A1c, and waist‐to‐height ratio were associated with CAC but not low‐density lipoprotein cholesterol or lipoprotein (a). The arteriosclerotic cardiovascular disease score failed to classify individuals. Only age, body mass index, non–high‐density lipoprotein cholesterol/apolipoprotein B ratio, smoking risk, fasting blood sugar, and diastolic blood pressure were predictive, explaining 30.3% of CAC severity. A non–high‐density lipoprotein cholesterol/apolipoprotein B ratio of 1.4 or less markedly increased coronary calcification. CONCLUSIONS: Our findings highlight factors associated with dysmetabolism and cholesterol‐depleted non–high‐density lipoprotein cholesterol particles with coronary arteriosclerosis, possibly explaining the dual epidemics of diabetes and arteriosclerotic cardiovascular disease in this population. Markers of glucose dysmetabolism and the non–high‐density lipoprotein cholesterol to apolipoprotein B ratio should become the focus of assessment for cardiovascular risk in South Asian individuals, with prevention strategies directed at improving glucose metabolic health. John Wiley and Sons Inc. 2023-05-15 /pmc/articles/PMC10227306/ /pubmed/37183833 http://dx.doi.org/10.1161/JAHA.122.027697 Text en © 2023 The Authors. Published on behalf of the American Heart Association, Inc., by Wiley. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Research Molina, César R. Mathur, Ashish Soykan, Candan Sathe, Anita Kunhiraman, Leela Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study |
title | Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study |
title_full | Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study |
title_fullStr | Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study |
title_full_unstemmed | Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study |
title_short | Risk Factor Interactions, Non–High‐Density Lipoprotein Cholesterol to Apolipoprotein B Ratio, and Severity of Coronary Arteriosclerosis in South Asian Individuals: An Observational Cohort Study |
title_sort | risk factor interactions, non–high‐density lipoprotein cholesterol to apolipoprotein b ratio, and severity of coronary arteriosclerosis in south asian individuals: an observational cohort study |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10227306/ https://www.ncbi.nlm.nih.gov/pubmed/37183833 http://dx.doi.org/10.1161/JAHA.122.027697 |
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