Prediction of 8-year risk of cardiovascular diseases in Korean adult population

Abstract 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, 20...

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Autores principales: Sung Hyouk Choi, Seung Min Lee, Su Hwan Kim, Minseon Park, Hyung-Jin Yoon
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Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/39f7318ea8a44b7da954a5b61ef37438
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spelling oai:doaj.org-article:39f7318ea8a44b7da954a5b61ef374382021-12-02T15:33:12ZPrediction of 8-year risk of cardiovascular diseases in Korean adult population10.1038/s41598-021-93840-22045-2322https://doaj.org/article/39f7318ea8a44b7da954a5b61ef374382021-07-01T00:00:00Zhttps://doi.org/10.1038/s41598-021-93840-2https://doaj.org/toc/2045-2322Abstract 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.Sung Hyouk ChoiSeung Min LeeSu Hwan KimMinseon ParkHyung-Jin YoonNature PortfolioarticleMedicineRScienceQENScientific Reports, Vol 11, Iss 1, Pp 1-9 (2021)
institution DOAJ
collection DOAJ
language EN
topic Medicine
R
Science
Q
spellingShingle Medicine
R
Science
Q
Sung Hyouk Choi
Seung Min Lee
Su Hwan Kim
Minseon Park
Hyung-Jin Yoon
Prediction of 8-year risk of cardiovascular diseases in Korean adult population
description Abstract 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 article
author Sung Hyouk Choi
Seung Min Lee
Su Hwan Kim
Minseon Park
Hyung-Jin Yoon
author_facet Sung Hyouk Choi
Seung Min Lee
Su Hwan Kim
Minseon Park
Hyung-Jin Yoon
author_sort Sung Hyouk Choi
title 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_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_sort prediction of 8-year risk of cardiovascular diseases in korean adult population
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/39f7318ea8a44b7da954a5b61ef37438
work_keys_str_mv AT sunghyoukchoi predictionof8yearriskofcardiovasculardiseasesinkoreanadultpopulation
AT seungminlee predictionof8yearriskofcardiovasculardiseasesinkoreanadultpopulation
AT suhwankim predictionof8yearriskofcardiovasculardiseasesinkoreanadultpopulation
AT minseonpark predictionof8yearriskofcardiovasculardiseasesinkoreanadultpopulation
AT hyungjinyoon predictionof8yearriskofcardiovasculardiseasesinkoreanadultpopulation
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