4.4 Article

Development and Validation of a Risk Prediction Model for Atherosclerotic Cardiovascular Disease in Japanese Adults: The Hisayama Study

期刊

JOURNAL OF ATHEROSCLEROSIS AND THROMBOSIS
卷 29, 期 3, 页码 345-361

出版社

JAPAN ATHEROSCLEROSIS SOC
DOI: 10.5551/jat.61960

关键词

Atherosclerosis; Cardiovascular disease; Risk factors; Prediction model; Japanese; Atherosclerotic cardiovascular diseases (ASCVDs)

资金

  1. Ministry of Education, Culture, Sports, Science and Technology of Japan [JP16H02692, JP17H04126, JP18H02737, JP19H03863, JP18K07565, JP18K09412, JP19K07890, JP20K10503, JP20K11020, JP18K17925, JP19K19474, JP19K23971]
  2. Health and Labour Sciences Research Grants of the Ministry of Health, Labour and Welfare of Japan [20FA1002]
  3. Japan Agency for Medical Research and Development [JP20dk0207025, JP20km0405202, JP20fk0108075]

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The aim of this study was to develop and validate a new risk prediction model for predicting the 10-year risk of atherosclerotic cardiovascular disease (ASCVD) in Japanese adults. A total of 2,454 participants without a history of cardiovascular disease were followed up for 24 years. The developed prediction model showed good discrimination and calibration, suggesting it has great potential as a clinical tool for predicting the risk of ASCVD in individual patients.
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.

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