Jcvrisk: An R Package for Population-level Estimation of Cardiovascular Risk Scores in Japanese Adults

Hiroshi Okumiyama1, Ryosuke Fujii1, Yoshiki Tsuboi1

  • 1Department of Preventive Medical Sciences, Fujita Health University School of Medical Sciences.

Journal of Epidemiology
|October 5, 2025
PubMed

Insights

A new R package, Jcvrisk, estimates cardiovascular disease (CVD) risk scores for Japanese adults. Despite stable risk factors, the Jcvrisk package revealed an increasing trend in 10-year CVD risk over 20 years.

Area of Science:

  • Public Health
  • Biostatistics
  • Epidemiology

Background:

  • Cardiovascular disease (CVD) is a major cause of mortality in Japan.
  • Existing CVD risk scores lack population-level estimation tools for Japanese individuals.
  • The Jcvrisk R package was developed to address this gap by integrating major Japanese CVD risk models.

Purpose of the Study:

  • To develop and validate the Jcvrisk R package for estimating cardiovascular disease risk scores in the Japanese population.
  • To apply the Jcvrisk package to a longitudinal study to assess trends in CVD risk.

Main Methods:

  • Utilized longitudinal data from the Yakumo Study (2000-2020).
  • Integrated four major Japanese CVD risk models (EPOCH, Hisayama, Suita, JALS) into the Jcvrisk package.
  • Analyzed temporal trends in CVD risk scores by summarizing data every five years.

Main Results:

  • The study population comprised individuals around 60 years old.
  • Key risk factors like smoking prevalence and HDL-C showed minor changes over 20 years.
  • All calculated CVD risk scores demonstrated a consistent upward trend in 10-year CVD risk.

Conclusions:

  • The Jcvrisk R package provides essential functions for calculating CVD risk scores for Japanese adults.
  • This tool is valuable for researchers and policymakers monitoring cardiovascular risk at individual and population levels in Japan.
Abstract

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