TY - JOUR
T1 - Development and Validation of a Risk Prediction Model for Atherosclerotic Cardiovascular Disease in Japanese Adults
T2 - The Hisayama Study
AU - Honda, Takanori
AU - Chen, Sanmei
AU - Hata, Jun
AU - Yoshida, Daigo
AU - Hirakawa, Yoichiro
AU - Furuta, Yoshihiko
AU - Shibata, Mao
AU - Sakata, Satoko
AU - Kitazono, Takanari
AU - Ninomiya, Toshiharu
N1 - Publisher Copyright:
© 2022 Japan Atherosclerosis Society.
PY - 2022
Y1 - 2022
N2 - Aim: To develop and validate a new risk prediction model for predicting the 10-year risk of atherosclerotic cardiovascular disease (ASCVD) in Japanese adults. Methods: A total of 2,454 participants aged 40–84 years without a history of cardiovascular disease (CVD) were prospectively followed up for 24 years. An incident ASCVD event was defined as the first occurrence of coronary heart disease or atherothrombotic brain infarction. A Cox proportional hazards regression model was used to construct the prediction model. In addition, a simplified scoring system was translated from the developed prediction model. The model performance was evaluated using Harrell’s C statistics, a calibration plot with the Greenwood-Nam-D’Agostino test, and a bootstrap validation procedure. Results: During a median of a 24-year follow-up, 270 participants experienced the first ASCVD event. The predictors of the ASCVD events in the multivariable Cox model included age, sex, systolic blood pressure, diabetes, serum high-density lipoprotein cholesterol, serum low-density lipoprotein cholesterol, proteinuria, smoking habits, and regular exercise. The developed models exhibited good discrimination with negligible evidence of overfitting (Harrell’s C statistics: 0.786 for the multivariable model and 0.789 for the simplified score) and good calibrations (the Greenwood-Nam-D’Agostino test: P=0.29 for the multivariable model, 0.52 for the simplified score). Conclusion: We constructed a risk prediction model for the development of ASCVD in Japanese adults. This prediction model exhibits great potential as a tool for predicting the risk of ASCVD in clinical practice by enabling the identification of specific risk factors for ASCVD in individual patients.
AB - Aim: To develop and validate a new risk prediction model for predicting the 10-year risk of atherosclerotic cardiovascular disease (ASCVD) in Japanese adults. Methods: A total of 2,454 participants aged 40–84 years without a history of cardiovascular disease (CVD) were prospectively followed up for 24 years. An incident ASCVD event was defined as the first occurrence of coronary heart disease or atherothrombotic brain infarction. A Cox proportional hazards regression model was used to construct the prediction model. In addition, a simplified scoring system was translated from the developed prediction model. The model performance was evaluated using Harrell’s C statistics, a calibration plot with the Greenwood-Nam-D’Agostino test, and a bootstrap validation procedure. Results: During a median of a 24-year follow-up, 270 participants experienced the first ASCVD event. The predictors of the ASCVD events in the multivariable Cox model included age, sex, systolic blood pressure, diabetes, serum high-density lipoprotein cholesterol, serum low-density lipoprotein cholesterol, proteinuria, smoking habits, and regular exercise. The developed models exhibited good discrimination with negligible evidence of overfitting (Harrell’s C statistics: 0.786 for the multivariable model and 0.789 for the simplified score) and good calibrations (the Greenwood-Nam-D’Agostino test: P=0.29 for the multivariable model, 0.52 for the simplified score). Conclusion: We constructed a risk prediction model for the development of ASCVD in Japanese adults. This prediction model exhibits great potential as a tool for predicting the risk of ASCVD in clinical practice by enabling the identification of specific risk factors for ASCVD in individual patients.
KW - Atherosclerosis
KW - Cardiovascular disease
KW - Japanese
KW - Prediction model
KW - Risk factors
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U2 - 10.5551/jat.61960
DO - 10.5551/jat.61960
M3 - Article
C2 - 33487620
AN - SCOPUS:85125552791
SN - 1340-3478
VL - 29
SP - 345
EP - 361
JO - Journal of atherosclerosis and thrombosis
JF - Journal of atherosclerosis and thrombosis
IS - 3
ER -