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Prediction of 8-year risk of cardiovascular diseases in Korean adult population
Although many prediction models for cardiovascular diseases (CVDs) have been developed and validated for Western populations, the development of CVD prediction models for Asians has been slow. Our cohort study retrospectively analyzed the incidence of CVD that occurred between January 1, 2009, and D...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8275773/ https://www.ncbi.nlm.nih.gov/pubmed/34253829 http://dx.doi.org/10.1038/s41598-021-93840-2 |
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author | Choi, Sung Hyouk Lee, Seung Min Kim, Su Hwan Park, Minseon Yoon, Hyung-Jin |
author_facet | Choi, Sung Hyouk Lee, Seung Min Kim, Su Hwan Park, Minseon Yoon, Hyung-Jin |
author_sort | Choi, Sung Hyouk |
collection | PubMed |
description | Although many prediction models for cardiovascular diseases (CVDs) have been developed and validated for Western populations, the development of CVD prediction models for Asians has been slow. Our cohort study retrospectively analyzed the incidence of CVD that occurred between January 1, 2009, and December 31, 2016, in all Koreans who underwent national health screening. This dataset included 21,581,796 adults between the ages of 40 and 79 years (10,412,947 men, 11,168,849 women) without CVD at baseline. The primary outcome, CVD, was defined as the development of any of the following: acute coronary syndrome, cerebral infarction, and cerebral hemorrhage, as defined with health insurance claims data. The prediction model was constructed by Cox proportional hazard regression and validated with tenfold cross-validation. The performance of the models was evaluated through Harrell’s C-index and Brier score. The discrimination of the models was assessed by the area under the receiver operating characteristic curve (AUROC). Our model showed an AUROC of 0.762 in men and 0.811 in women. The Brier score of our model was 0.018 in men and 0.010 in women, which was better than the pooled cohort equation (PCE). Our novel model performed better than the FRS and PCE for Koreans. |
format | Online Article Text |
id | pubmed-8275773 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-82757732021-07-13 Prediction of 8-year risk of cardiovascular diseases in Korean adult population Choi, Sung Hyouk Lee, Seung Min Kim, Su Hwan Park, Minseon Yoon, Hyung-Jin Sci Rep Article Although many prediction models for cardiovascular diseases (CVDs) have been developed and validated for Western populations, the development of CVD prediction models for Asians has been slow. Our cohort study retrospectively analyzed the incidence of CVD that occurred between January 1, 2009, and December 31, 2016, in all Koreans who underwent national health screening. This dataset included 21,581,796 adults between the ages of 40 and 79 years (10,412,947 men, 11,168,849 women) without CVD at baseline. The primary outcome, CVD, was defined as the development of any of the following: acute coronary syndrome, cerebral infarction, and cerebral hemorrhage, as defined with health insurance claims data. The prediction model was constructed by Cox proportional hazard regression and validated with tenfold cross-validation. The performance of the models was evaluated through Harrell’s C-index and Brier score. The discrimination of the models was assessed by the area under the receiver operating characteristic curve (AUROC). Our model showed an AUROC of 0.762 in men and 0.811 in women. The Brier score of our model was 0.018 in men and 0.010 in women, which was better than the pooled cohort equation (PCE). Our novel model performed better than the FRS and PCE for Koreans. Nature Publishing Group UK 2021-07-12 /pmc/articles/PMC8275773/ /pubmed/34253829 http://dx.doi.org/10.1038/s41598-021-93840-2 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Choi, Sung Hyouk Lee, Seung Min Kim, Su Hwan Park, Minseon Yoon, Hyung-Jin Prediction of 8-year risk of cardiovascular diseases in Korean adult population |
title | Prediction of 8-year risk of cardiovascular diseases in Korean adult population |
title_full | Prediction of 8-year risk of cardiovascular diseases in Korean adult population |
title_fullStr | Prediction of 8-year risk of cardiovascular diseases in Korean adult population |
title_full_unstemmed | Prediction of 8-year risk of cardiovascular diseases in Korean adult population |
title_short | Prediction of 8-year risk of cardiovascular diseases in Korean adult population |
title_sort | prediction of 8-year risk of cardiovascular diseases in korean adult population |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8275773/ https://www.ncbi.nlm.nih.gov/pubmed/34253829 http://dx.doi.org/10.1038/s41598-021-93840-2 |
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