ArticleJAMA cardiology2022
Measured Blood Pressure, Genetically Predicted Blood Pressure, and Cardiovascular Disease Risk in the UK Biobank.
Article in JAMA cardiology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 24 papers, 1 of them a synthesis that pooled it.
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Who cites it
24 citing papers in PubMed, 1 synthesis or guideline pooled it, 46 citations in OpenAlex.
- Associations Between Polygenic Risk Score for Blood Pressure and Risk of Hypertension in Northeast Asian Individuals.Journal of the American Heart Association · 2026Pooled it
- Contrastive Machine Learning to Quantify Hypertensive Multiorgan Damage and Identify New Disease Phenotypes: A Multinational Multimodal Study.Circulation · 2026Article
- Associations of unsweetened and sweetened coffee and tea consumption with incident cardiovascular disease: a large prospective cohort study.European journal of nutrition · 2026Article
- Serum calcium, even within normal range, is associated with blood pressure with a potential influence of calcium intake.Journal of the Endocrine Society · 2026Article
- Integration of polygenic risk score with measured blood pressure reveals hidden risks of cardiovascular disease mortality: A Japanese prospective cohort study.Hypertension research : official journal of the Japanese Society of Hypertension · 2026Article
- Blood Pressure Polygenic Score Predicts Long-Term Blood Pressure Control and Treatment-Resistant Hypertension.Hypertension (Dallas, Tex. : 1979) · 2026Article
- Enhanced cardiovascular disease risk prediction using integrated machine learning models: a study from the UK Biobank cohort.Open heart · 2026Article
- Genetic predisposition to high blood pressure and out-of-office hypertension: Insights from a population sample in liechtenstein.PloS one · 2026Article
- Causal effect of systolic blood pressure on myocardial injury and mortality: insights from Mendelian randomization and a prospective group study.Molecular and cellular biochemistry · 2025Article
- Association of loneliness and social isolation with excess risk of cardiovascular events in people with obesity: a prospective cohort study.Journal of global health · 2025Article
- Loneliness, social isolation and stroke risk in men and women with and without diabetes.BMC public health · 2025Article
- Importance of Clinical, Laboratory, and Genetic Risk Factors for Incident CAD.Circulation. Genomic and precision medicine · 2025Article
- East and South Asian-Specific Blood Pressure Trajectories and Cardiovascular Disease.Hypertension (Dallas, Tex. : 1979) · 2025Article
- Massively parallel variant-to-function mapping determines functional regulatory variants of non-small cell lung cancer.Nature communications · 2025Article
- Breaking binary in cardiovascular disease risk prediction.NPJ cardiovascular health · 2025Review
- The two-stage exploratory association between hypertension and physical examinations: a community-based biobank study.Frontiers in cardiovascular medicine · 2025Article
- Joint and interactive associations of body mass index and genetic factors with cardiovascular disease: a prospective study in UK Biobank.BMC public health · 2024Article
- Association of genetic risk, lifestyle, and their interaction with obesity and obesity-related morbidities.Cell metabolism · 2024Article
- Polygenic scores for cardiovascular risk factors improve estimation of clinical outcomes in CCB treatment compared to pharmacogenetic variants alone.The pharmacogenomics journal · 2024Article
- Sex-specific genetic architecture of blood pressure.Nature medicine · 2024Article
Corrections and comments
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Authors and funding
10 authors at 4 institutions in 2 countries.
Funding
Abstract
Importance: Hypertension remains the major cardiovascular disease risk factor globally, but variability in measured blood pressure may result in suboptimal management. Whether genetic contributors to elevated blood pressure may complementarily inform cardiovascular disease risk assessment is unknown. Objective: To examine incident cardiovascular disease by blood pressure polygenic risk score independent of measured blood pressures and antihypertensive medication prescriptions. Design, Setting, and Participants: The cohort study (UK Biobank) recruited UK residents aged 40 to 69 years between March 2006 and August 2010. Participants without a prior physician diagnosis of cardiovascular disease, including myocardial infarction, stroke, or heart failure, were included. Excluded were individuals with mismatch between self-reported and genotypically inferred sex, sex aneuploidy, missing genotype rates of 1% or greater, and excess genotypic heterozygosity. Data analyses were performed from September 25, 2021, to July 21, 2022. Exposures: Measured blood pressure and externally derived blood pressure polygenic risk score stratified by hypertension diagnosis and management, which included normal blood pressure (<130/80 mm Hg without antihypertensives), untreated hypertension (systolic blood pressure ≥130 mm Hg or diastolic blood pressure ≥80 mm Hg without antihypertensives), and treated hypertension (current antihypertensives prescriptions). Main Outcomes and Measures: Composite of first incident myocardial infarction, stroke, heart failure, or cardiovascular-related death. Results: Of the 331 078 study participants included (mean [SD] age at enrollment, 56.9 [8.1] years; 178 824 female [54.0%]), 83 094 (25.1%) had normal blood pressure, 197 597 (59.7%) had untreated hypertension, and 50 387 (15.2%) had treated hypertension. Over a median (IQR) follow-up of 11.1 (10.4-11.8) years, the primary outcome occurred in 15 293 participants. Among those with normal blood pressure, untreated hypertension, and treated hypertension, each SD increase in measured systolic blood pressure was associated with hazard ratios of 1.08 (95% CI, 0.93-1.25), 1.20 (95% CI, 1.16-1.23), and 1.16 (95% CI, 1.11-1.20), respectively, for the primary outcome. Among these same categories, each SD increase in genetically predicted systolic blood pressure was associated with increased hazard ratios of 1.13 (95% CI, 1.05-1.20), 1.04 (95% CI, 1.01-1.07), and 1.06 (95% CI, 1.02-1.10), respectively, for the primary outcome independent of measured blood pressures and other covariates. Findings were similar for measured and genetically predicted diastolic blood pressure. Conclusions and Relevance: Blood pressure polygenic risk score may augment identification of individuals at heightened cardiovascular risk, including those with both normal blood pressure and hypertension. Whether it may also guide antihypertensive initiation or intensification requires further study.
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