ArticleHypertension research : official journal of the Japanese Society of Hypertension2022
Development of a risk prediction score for hypertension incidence using Japanese health checkup data.
Article in Hypertension research : official journal of the Japanese Society of Hypertension, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers, 1 of them a synthesis that pooled it.
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Who cites it
13 citing papers in PubMed, 1 synthesis or guideline pooled it, 17 citations in OpenAlex.
- Prognostic risk models for incident hypertension: A PRISMA systematic review and meta-analysis.PloS one · 2024Pooled it
- Development of a risk prediction score and equation for chronic kidney disease: a retrospective cohort study.Scientific reports · 2023Trial
- Out-of-distribution reject option method for dataset shift problem in early disease onset prediction.Scientific reports · 2025Article
- Risk prediction score and equation for progression of arterial stiffness using Japanese longitudinal health examination data.Hypertension research : official journal of the Japanese Society of Hypertension · 2025Article
- Impact of Hyperuricemia on Incident Hypertension When Hypertension Definition Changes From 140/90 to 130/80 mmHg in a Large Taiwanese Population Follow-Up Study.Journal of clinical hypertension (Greenwich, Conn.) · 2025Observational
- Comprehensive Health Assessment Using Risk Prediction for Multiple Diseases Based on Health Checkup Data.AJPM focus · 2024Article
- Association between anthropometric indices and 5-year hypertension incidence in the general Japanese population.Hypertension research : official journal of the Japanese Society of Hypertension · 2024Article
- Association between baseline blood pressure and the incidence of lenvatinib-induced hypertension in patients with thyroid cancer.Cancer medicine · 2023Article
- Development of predictive equation and score for 5-year metabolic syndrome incidence in Japanese adults.PloS one · 2023Article
- Prognostic Factors of New-Onset Hypertension in New and Traditional Hypertension Definition in a Large Taiwanese Population Follow-up Study.International journal of environmental research and public health · 2022Article
- The oversimplified scoring system may compromise its utility as a predictive model for the development of hypertension.Hypertension research : official journal of the Japanese Society of Hypertension · 2022Article
- The Lifelong Health Support 10: a Japanese prescription for a long and healthy life.Environmental health and preventive medicine · 2022Review
- Seasonal variation in blood pressure: current evidence and recommendations for hypertension management.Hypertension research : official journal of the Japanese Society of Hypertension · 2021Review
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11 authors at 2 institutions in 1 country.
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No grant is acknowledged in the PubMed record.
Abstract
Hypertension is a risk factor for cardiovascular disease. We developed a simple scoring method for predicting future hypertension using health checkup data. A total of 41,902 participants aged 30-69 years without baseline hypertension who underwent annual health checkups (mean age, 52.3 ± 10.2 years; male, 47.7%) were included. They were randomly assigned to derivation (n = 27,935) and validation cohorts (n = 13,967) at a ratio of 2:1. In the derivation cohort, we performed multivariable logistic regression analysis and assigned scores to each factor significantly associated with 5-year hypertension. We evaluated the predictive ability of the scores using area under the curve (AUC) analysis and then applied them to the validation cohort to assess their validity. The score including items requiring blood sampling ranged from 0 to 14 and included seven indicators (age, body mass index, blood pressure, current smoking, family history of hypertension, diabetes, and hyperuricemia). The score not including items requiring blood sampling ranged from 0 to 12 and included five indicators (the above indicators, except diabetes and hyperuricemia). The score not including items requiring blood sampling was better; blood sampling did not improve diagnostic ability. The AUC of the score not including items requiring blood sampling was 0.76, with a sensitivity and specificity of 0.82 and 0.60, respectively, for scores ≥6 points. The incidence of hypertension gradually and constantly increased (from 0.9 to 49.6%) as the score increased from 0 to ≥10. Analysis in the validation cohort yielded similar results. We developed a simple and useful clinical prediction model to predict the 5-year incidence of hypertension among a general Japanese population. The model had reasonably high predictive ability and reproducibility.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.