Dynamic prediction model and risk assessment chart for cardiovascular disease based on on-treatment blood pressure

Satoshi Teramukai1, Yasuyuki Okuda2, Shigeru Miyazaki3

  • 1Department of Biostatistics, Graduate School of Medical Science, Kyoto Prefectural University of Medicine, Kyoto, Japan.

Insights

A new risk prediction tool helps assess cardiovascular disease risk in hypertensive patients using on-treatment blood pressure. This tool aids physicians in evaluating patient risk more effectively, especially those on antihypertensive treatments.

Area of Science:

  • Cardiology
  • Preventive Medicine
  • Clinical Risk Prediction

Background:

  • Hypertension management requires individualized cardiovascular disease (CVD) risk prediction tools.
  • Current tools often lack dynamic assessment based on treatment response.
  • On-treatment blood pressure is a critical factor for CVD risk in hypertensive patients.

Purpose of the Study:

  • To develop a 3-year CVD risk prediction model for hypertensive patients.
  • To incorporate on-treatment blood pressure as a time-dependent covariate.
  • To create a risk assessment chart for clinical use.

Main Methods:

  • Utilized data from 13,052 patients without prior CVD from the Olmesartan Mega study.
  • Employed a Cox proportional hazard model with sliding landmarking (6, 12, 18 months).
  • Included blood pressure categories and baseline risk factors (age, sex, smoking, family history, diabetes).

Main Results:

  • Developed a dynamic prediction model incorporating time-dependent blood pressure.
  • Constructed a 3-year risk assessment chart with color-coded risk probabilities.
  • Demonstrated varying CVD risk based on blood pressure control at landmark points (e.g., 8.0% vs. 8.6% for different BP ranges in an elderly male with diabetes).

Conclusions:

  • The developed risk assessment chart aids physicians in easily evaluating CVD risk for hypertensive patients.
  • Dynamic risk prediction incorporating on-treatment blood pressure improves risk stratification.
  • This tool supports personalized antihypertensive treatment strategies.

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