SynthesisPLoS medicine2018
Blood pressure-lowering treatment strategies based on cardiovascular risk versus blood pressure: A meta-analysis of individual participant data.
Synthesis in PLoS medicine, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 60 papers, 9 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
60 citing papers in PubMed, 9 syntheses or guidelines pooled it, 118 citations in OpenAlex.
- 2026 AHA/ACC/ADA/ASN Guideline for the Prevention, Detection, Evaluation, and Management of Cardiovascular-Kidney-Metabolic Syndrome: A Report of the American College of Cardiology/American Heart Association Joint Committee on Clinical Practice Guidelines.Journal of the American College of Cardiology · 2026Guideline
- Blood pressure lowering in isolated diastolic hypertension and cardiovascular risk: an individual patient data meta-analysis.European heart journal · 2026Pooled it
- Higher blood pressure targets for hypertension in older adults.The Cochrane database of systematic reviews · 2024Pooled it
- The 2017 American College of Cardiology/American Heart Association Hypertension Guideline and Blood Pressure in Older Adults.American journal of preventive medicine · 2023Guideline
- How Much Lowering of Blood Pressure Is Required to Prevent Cardiovascular Disease in Patients With and Without Previous Cardiovascular Disease?Current cardiology reports · 2022Pooled it
- High versus low-added sugar consumption for the primary prevention of cardiovascular disease.The Cochrane database of systematic reviews · 2022Pooled it
- Hypertension Pharmacological Treatment in Adults: A World Health Organization Guideline Executive Summary.Hypertension (Dallas, Tex. : 1979) · 2022Guideline
- Pharmacological blood pressure lowering for primary and secondary prevention of cardiovascular disease across different levels of blood pressure: an individual participant-level data meta-analysis.Lancet (London, England) · 2021Pooled it
- Effects of chronic consumption of specific fruit (berries, citrus and cherries) on CVD risk factors: a systematic review and meta-analysis of randomised controlled trials.European journal of nutrition · 2021Pooled it
- The effect of HbA1c variability on the efficacy of intensive blood pressure control in patients with type 2 diabetes.Diabetes, obesity & metabolism · 2025Trial
- Clinical outcomes by atherosclerotic cardiovascular disease risk score and blood pressure level in high risk individuals with type 2 diabetes.Journal of human hypertension · 2023Trial
- Initiation of the SGLT2 inhibitor canagliflozin to prevent kidney and heart failure outcomes guided by HbA1c, albuminuria, and predicted risk of kidney failure.Cardiovascular diabetology · 2022Trial
- Trial
- Effectiveness of blood pressure-lowering treatment by the levels of baseline Framingham risk score: A post hoc analysis of the Systolic Blood Pressure Intervention Trial (SPRINT).Journal of clinical hypertension (Greenwich, Conn.) · 2019Trial
- Development and validation of a predictive model for myocardial injury in children with pneumonia based on interpretable machine learning.Frontiers in pediatrics · 2026Article
- Sex Differences in Blood Pressure and Cardiovascular Disease in the UK Biobank: A Prospective Cohort Study.American journal of hypertension · 2026Article
- Advancing Risk-Based Approaches in Blood Pressure Management: Reflections on the 2025 AHA/ACC Statement.Hypertension (Dallas, Tex. : 1979) · 2025Review
- Automated office blood pressure measurement: a Hypertension Australia and National Hypertension Taskforce of Australia position statement.Journal of hypertension · 2025Article
- When accurate prediction models yield harmful self-fulfilling prophecies.Patterns (New York, N.Y.) · 2025Article
- Impact of the National Essential Public Health Service Package on Blood Pressure Control in Chinese People With Hypertension: Retrospective Population-Based Longitudinal Study.JMIR public health and surveillance · 2025Article
Corrections and comments
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Authors and funding
19 authors at 12 institutions in 9 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundClinical practice guidelines have traditionally recommended blood pressure treatment based primarily on blood pressure thresholds. In contrast, using predicted cardiovascular risk has been advocated as a more effective strategy to guide treatment decisions for cardiovascular disease (CVD) prevention. We aimed to compare outcomes from a blood pressure-lowering treatment strategy based on predicted cardiovascular risk with one based on systolic blood pressure (SBP) level. METHODS AND
findingsWe used individual participant data from the Blood Pressure Lowering Treatment Trialists' Collaboration (BPLTTC) from 1995 to 2013. Trials randomly assigned participants to either blood pressure-lowering drugs versus placebo or more intensive versus less intensive blood pressure-lowering regimens. We estimated 5-y risk of CVD events using a multivariable Weibull model previously developed in this dataset. We compared the two strategies at specific SBP thresholds and across the spectrum of risk and blood pressure levels studied in BPLTTC trials. The primary outcome was number of CVD events avoided per persons treated. We included data from 11 trials (47,872 participants). During a median of 4.0 y of follow-up, 3,566 participants (7.5%) experienced a major cardiovascular event. Areas under the curve comparing the two treatment strategies throughout the range of possible thresholds for CVD risk and SBP demonstrated that, on average, a greater number of CVD events would be avoided for a given number of persons treated with the CVD risk strategy compared with the SBP strategy (area under the curve 0.71 [95% confidence interval (CI) 0.70-0.72] for the CVD risk strategy versus 0.54 [95% CI 0.53-0.55] for the SBP strategy). Compared with treating everyone with SBP ≥ 150 mmHg, a CVD risk strategy would require treatment of 29% (95% CI 26%-31%) fewer persons to prevent the same number of events or would prevent 16% (95% CI 14%-18%) more events for the same number of persons treated. Compared with treating everyone with SBP ≥ 140 mmHg, a CVD risk strategy would require treatment of 3.8% (95% CI 12.5% fewer to 7.2% more) fewer persons to prevent the same number of events or would prevent 3.1% (95% CI 1.5%-5.0%) more events for the same number of persons treated, although the former estimate was not statistically significant. In subgroup analyses, the CVD risk strategy did not appear to be more beneficial than the SBP strategy in patients with diabetes mellitus or established CVD.
conclusionsA blood pressure-lowering treatment strategy based on predicted cardiovascular risk is more effective than one based on blood pressure levels alone across a range of thresholds. These results support using cardiovascular risk assessment to guide blood pressure treatment decision-making in moderate- to high-risk individuals, particularly for primary prevention.
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Registered trials
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 OpenQuestion graph.