ArticleInternational journal of environmental research and public health2021
The Significant Association between Health Examination Results and Population Health: A Cross-Sectional Ecological Study Using a Nation-Wide Health Checkup Database in Japan.
Article in International journal of environmental research and public health, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- Heart volume on health checkup CT scans inversely correlates with pulse rate: data-driven analysis using deep-learning segmentation.Japanese journal of radiology · 2025Article
- Cost-effectiveness analysis of MASLD screening using FIB-4 based two-step algorithm in the medical check-up.Scientific reports · 2025Article
- Review
- Analysis of regional differences in the amount of hypnotic and anxiolytic prescriptions in Japan using nationwide claims data.BMC psychiatry · 2022Article
- Effect of body mass index on the association between alcohol consumption and the development of chronic kidney disease.Scientific reports · 2021Article
- Analysis of the regional difference in the number of multi-drug prescriptions and its predictors in Japan, 2015-2018.BMC research notes · 2021Article
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Authors and funding
5 authors.
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Abstract
In Japan, population health with life expectancy (LE) and healthy life expectancy (HALE) as indicators varies across the 47 prefectures (administrative regions). This study investigates how health examination results, including attitude toward improving life habits, are associated with population health. The association between health checkup variables and summary population health outcomes (i.e., life expectancy and healthy life expectancy) was investigated using a cross-sectional ecological design with prefectures as the unit of analysis. The medical records, aggregated by prefecture, gender, and age in the National Database of Health Insurance Claims and Specific Health Checkups of Japan (NDB) Open Data Japan, were used as health checkup variables. Body weight, blood pressure, liver enzymes, drinking habits, smoking habits, diabetes, serum lipids, and answers to questions regarding attitude toward improving health habits were significantly correlated to population health outcomes. Multiple regression analysis also revealed significant influence of these variables on population health. This study highlights that health examination results, including attitude toward improving health habits, are positively associated with population health. Consequently, implementing measures to improve health habits in response to the examination results could help the population maintain a healthy life.
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