SynthesisEuropean heart journal2021
Association between adiposity and cardiovascular outcomes: an umbrella review and meta-analysis of observational and Mendelian randomization studies.
Synthesis in European heart journal, 2021. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to 6 registered trials, which are not on this map. Cited by 216 papers, 19 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Association of Obesity and Cardiovascular Outcomes in Patients With Atrial Fibrillation : a Korean Nationwide Cohort Study
Association of Obesity and Cardiovascular Outcomes in Patients With Myocardial Infarction : a Korean Nationwide Cohort Study
Association of Obesity and Cardiovascular Outcomes in Patients With Hypertrophic Cardiomyopathy : a Korean Nationwide Cohort Study
Association of Obesity and Cardiovascular Outcomes in Patients With Dilated Cardiomyopathy : a Korean Nationwide Cohort Study
Association of Obesity and Cardiovascular Outcomes in Patients With Implantable Cardioverter-defibrillator (ICD) : a Korean Nationwide Cohort Study
Association of Obesity and Cardiovascular Outcomes in Patients With Pacemaker : a Korean Nationwide Cohort Study
Who cites it
216 citing papers in PubMed, 19 syntheses or guidelines pooled it, 347 citations in OpenAlex.
- Precision or Paradox? AI-Driven Adiposity Imaging in Women With Overweight and Obesity: A Systematic Review and Meta-Analysis.Obesity reviews : an official journal of the International Association for the Study of Obesity · 2026Pooled it
- Assessing the causal effects of environmental tobacco smoke exposure: a meta-analytic Mendelian randomization study.Nicotine & tobacco research : official journal of the Society for Research on Nicotine and Tobacco · 2026Pooled it
- Sleeve Gastrectomy Versus Roux-en-Y Gastric Bypass in Terms of Hypertension Remission Rate After Surgery: A Meta-Analysis.Obesity surgery · 2026Pooled it
- The effects of multimodal lifestyle interventions on blood pressure, body weight, and waist circumference in hypertensive patients: a network meta-analysis.Frontiers in public health · 2026Pooled it
- Improvements in cholesterol efflux capacity of HDL after bariatric surgery in patients with obesity: a meta-analysis.BMC surgery · 2025Pooled it
- Meta-analysis of the Effect of Semaglutide on Blood Pressure in Obese Populations.American journal of cardiovascular drugs : drugs, devices, and other interventions · 2025 · on this mapPooled it
- Cardiovascular diseases and depression: A meta-analysis and Mendelian randomization analysis.Molecular psychiatry · 2025Pooled it
- Body mass index and gastric cancer risk: results from the Stomach Cancer Pooling Project Consortium.International journal of epidemiology · 2025Pooled it
- Association between early age body mass index and the risk of adulthood cardiovascular diseases: a systematic review and meta-analysis.International journal of obesity (2005) · 2025Pooled it
- Environmental Protective and Risk Factors for Gastric Cancer: An Umbrella Review and Reanalysis of Meta-Analyses.Journal of gastric cancer · 2025Pooled it
- Interventions for Digital Addiction: Umbrella Review of Meta-Analyses.Journal of medical Internet research · 2025Pooled it
- Effects and safety of transcranial direct current stimulation on multiple health outcomes: an umbrella review of randomized clinical trials.Molecular psychiatry · 2024Pooled it
- Maternal adiposity and perinatal and offspring outcomes: an umbrella review.Nature human behaviour · 2024Pooled it
- Sarcopenic obesity and health outcomes: An umbrella review of systematic reviews with meta-analysis.Journal of cachexia, sarcopenia and muscle · 2024Pooled it
- Pooled it
- Mendelian randomization studies of lifestyle-related risk factors for stroke: a systematic review and meta-analysis.Frontiers in endocrinology · 2024Pooled it
- Causal relationship between eosinophilic esophagitis and inflammatory bowel disease: a bidirectional two-sample Mendelian randomization study.Frontiers in immunology · 2024Pooled it
- Tools for assessing quality and risk of bias in Mendelian randomization studies: a systematic review.International journal of epidemiology · 2023Pooled it
- Risk and protective factors for atrial fibrillation after cardiac surgery and valvular interventions: an umbrella review of meta-analyses.Open heart · 2022Pooled it
- Trial
156 more citing papers are in PubMed but not listed here.
Corrections and comments
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Authors and funding
8 authors at 6 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
aimsThe aim of this study was to investigate the causal relationship and evidence of an association between increased adiposity and the risk of incident cardiovascular disease (CVD) events or mortality. METHODS AND
resultsObservational (informing association) and Mendelian randomization (MR) (informing causality) studies were assessed to gather mutually complementary insights and elucidate perplexing epidemiological relationships. Systematic reviews and meta-analyses of observational and MR studies that were published until January 2021 and evaluated the association between obesity-related indices and CVD risk were searched. Twelve systematic reviews with 53 meta-analyses results (including over 501 cohort studies) and 12 MR studies were included in the analysis. A body mass index (BMI) increase was associated with higher risks of coronary heart disease, heart failure, atrial fibrillation, all-cause stroke, haemorrhagic stroke, ischaemic stroke, hypertension, aortic valve stenosis, pulmonary embolism, and venous thrombo-embolism. The MR study results demonstrated a causal effect of obesity on all indices but stroke. The CVD risk increase for every 5 kg/m2 increase in BMI varied from 10% [relative risk (RR) 1.10; 95% confidence interval (CI) 1.01-1.21; certainty of evidence, low] for haemorrhagic stroke to 49% (RR 1.49; 95% CI 1.40-1.60; certainty of evidence, high) for hypertension. The all-cause and CVD-specific mortality risks increased with adiposity in cohorts, but the MR studies demonstrated no causal effect of adiposity on all-cause mortality.
conclusionHigh adiposity is associated with increased CVD risk despite divergent evidence gradients. Adiposity was a causal risk factor for CVD except all-cause mortality and stroke. Half (49%; 26/53) of the associations were supported by high-level evidence. The associations were consistent between sexes and across global regions. This study provides guidance on how to integrate evidence from observational (association) and genetics-driven (causation) studies accumulated to date, to enable a more reliable interpretation of epidemiological relationships.
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Identifiers
What OpenQuestion holds
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.