Evidence map›Paper›PMID 41047349›Full record

ArticleJournal of epidemiology2026

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

Hiroshi Okumiyama, Ryosuke Fujii, Yoshiki Tsuboi, Kazuma Murakami, Riku Umematsu, Yoshitaka Ando, Hiroaki Ishikawa, Genki Mizuno, Koji Ohashi, Hiroya Yamada and 2 more

Abstract read
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Article in Journal of epidemiology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Hiroshi OkumiyamaDepartment of Preventive Medical Sciences, Fujita Health University School of Medical Sciences.ORCID 0009-0008-6277-8009
Ryosuke FujiiDepartment of Preventive Medical Sciences, Fujita Health University School of Medical Sciences.ORCID 0000-0003-1730-2059
Yoshiki TsuboiDepartment of Preventive Medical Sciences, Fujita Health University School of Medical Sciences.ORCID 0000-0001-8145-3949
Kazuma MurakamiDepartment of Preventive Medical Sciences, Fujita Health University School of Medical Sciences.
Riku UmematsuDepartment of Preventive Medical Sciences, Fujita Health University School of Medical Sciences.
Yoshitaka AndoDepartment of Informative Clinical Medicine, Fujita Health University School of Medical Sciences.
Hiroaki IshikawaDepartment of Informative Clinical Medicine, Fujita Health University School of Medical Sciences.
Genki MizunoDepartment of Medical Technology, Tokyo University of Technology School of Health Sciences.
Koji OhashiDepartment of Informative Clinical Medicine, Fujita Health University School of Medical Sciences.
Hiroya YamadaDepartment of Hygiene, Fujita Health University School of Medicine.
Mirai YamazakiDepartment of Hygiene, Fujita Health University School of Medicine.
Koji SuzukiDepartment of Preventive Medical Sciences, Fujita Health University School of Medical Sciences.ORCID 0000-0002-3235-9558

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundCardiovascular disease (CVD) remains a leading cause of death in Japan. Although several CVD risk scores tailored for Japanese individuals have been developed, no tools are available to estimate these scores at the population level. We developed the "Jcvrisk" R package, which integrates four major Japanese CVD risk models recommended by the clinical guideline from the Japanese Circulation Society (JCS). As a showcase, we applied the Jcvrisk package to longitudinal population-based study to evaluate trends in estimated different risk scores.

methodsWe used longitudinal data from the Yakumo Study, an annual health checkup for residents in Yakumo, Hokkaido. This package includes four risk models with 14 risk scores from representative cardiovascular cohort studies, including three Evidence for Cardiovascular Prevention From Observational Cohorts scores, one Hisayama score, two Suita scores, and eight Japan Atherosclerosis Longitudinal Study scores. For temporal comparisons of CVD risk scores, we summarized scores from 2000 to 2020 every 5 years.

resultsThe mean age of participants throughout all study years was around 60 years. Most risk factors did not change remarkably over the 20 years, with only a decrease in smoking prevalence and an increase in high density lipoprotein cholesterol. However, all CVD risk scores consistently indicated an upward trend in 10-year CVD risk.

conclusionJcvrisk package includes functions to calculate CVD risk scores for Japanese adults. The package serves as a valuable tool for researchers and policymakers aiming to assess and monitor cardiovascular risk at both individual and the population level in Japan.

Indexed as

Cardiovascular DiseasesHeart Disease Risk FactorsAdultAgedEast Asian PeopleFemaleHumansJapanLongitudinal StudiesMaleMiddle AgedRisk Assessmentcardiovascular diseasecoronary heart diseaseepidemiologyischemic strokerisk score

Identifiers

PMID41047349
PMCPMC12975768

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