Evidence map›Paper›PMID 34333589›Full record

SynthesisEuropean heart journal2021

Association between adiposity and cardiovascular outcomes: an umbrella review and meta-analysis of observational and Mendelian randomization studies.

Min Seo Kim, Won Jun Kim, Amit V Khera, Jong Yeob Kim, Dong Keon Yon, Seung Won Lee, Jae Il Shin, Hong-Hee Won

6 registry-linked trialsOpen access · bronzeAbstract readSystematic Review
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
216citing papers in PubMed, 19 pooled it
36.7field-weighted citation impact, top 1% of its field
1 · What the graph read from 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.

2 · The registry

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.

NCT05645913 unknown statusnot on this mapstarted 2022, after this paper: background citation

Association of Obesity and Cardiovascular Outcomes in Patients With Atrial Fibrillation : a Korean Nationwide Cohort Study

Typeobservational_patient_registrySponsorAjou University School of MedicineRan2022 to 2024Enrolled56,272ConditionsAtrial Fibrillation, Obesity, Prognosis, AnticoagulantsArmsOral anticoagulant
NCT05645926 unknown statusnot on this mapstarted 2022, after this paper: background citation

Association of Obesity and Cardiovascular Outcomes in Patients With Myocardial Infarction : a Korean Nationwide Cohort Study

Typeobservational_patient_registrySponsorAjou University School of MedicineRan2022 to 2024Enrolled60,000ConditionsObesity Associated Disorder, Myocardial InfarctionArmsPercutaneous coronary intervention (PCI), Coronary artery bypass grafting (CABG)
NCT05645939 unknown statusnot on this mapstarted 2022, after this paper: background citation

Association of Obesity and Cardiovascular Outcomes in Patients With Hypertrophic Cardiomyopathy : a Korean Nationwide Cohort Study

Typeobservational_patient_registrySponsorAjou University School of MedicineRan2022 to 2024Enrolled30,000ConditionsObesity, Hypertrophic Cardiomyopathy, Cardiovascular MorbidityArmsDiasgnosis of hypertrophic cardiomyopathy
NCT05645952 unknown statusnot on this mapstarted 2022, after this paper: background citation

Association of Obesity and Cardiovascular Outcomes in Patients With Dilated Cardiomyopathy : a Korean Nationwide Cohort Study

Typeobservational_patient_registrySponsorAjou University School of MedicineRan2022 to 2024Enrolled30,000ConditionsDilated Cardiomyopathy, Obesity, Cardiovascular MorbidityArmsClinical follow up of hypertrophic cardiomyopathy
NCT05645965 unknown statusnot on this mapstarted 2022, after this paper: background citation

Association of Obesity and Cardiovascular Outcomes in Patients With Implantable Cardioverter-defibrillator (ICD) : a Korean Nationwide Cohort Study

TypeobservationalSponsorAjou University School of MedicineRan2022 to 2024Enrolled20,000ConditionsImplantable Defibrillator User, Arrhythmias, Cardiac, Obesity, Cardiovascular MorbidityArmsICD insertion
NCT05645978 unknown statusnot on this mapstarted 2022, after this paper: background citation

Association of Obesity and Cardiovascular Outcomes in Patients With Pacemaker : a Korean Nationwide Cohort Study

TypeobservationalSponsorAjou University School of MedicineRan2022 to 2024Enrolled20,000ConditionsPacemaker Complication, Arrhythmias, Cardiac, Obesity, Cardiovascular MorbidityArmsPacemaker insertion
3 · Its place in the literature

Who cites it

216 citing papers in PubMed, 19 syntheses or guidelines pooled it, 347 citations in OpenAlex.

  1. 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 · 2026
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  2. 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 · 2026
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  6. 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 map
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156 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

8 authors at 6 institutions in 2 countries.

Min Seo KimCollege of Medicine, Korea University, Seoul, Republic of Korea.
Won Jun KimCollege of Medicine, Korea University, Seoul, Republic of Korea.
Amit V KheraCenter for Genomic Medicine and Division of Cardiology, Department of Medicine, Massachusetts General Hospital, Boston, MA, USA.
Jong Yeob KimYonsei University College of Medicine, Seoul, Republic of Korea.
Dong Keon YonDepartment of Pediatrics, Seoul National University Children's Hospital, Seoul National University College of Medicine, Seoul, Republic of Korea.
Seung Won LeeDepartment of Data Science, College of Software Convergence, Sejong University, Seoul, Republic of Korea.
Jae Il ShinDepartment of Pediatrics, Yonsei University College of Medicine, Seoul, Republic of Korea.
Hong-Hee WonSamsung Advanced Institute for Health Sciences & Technology (SAIHST), Sungkyunkwan University, Samsung Medical Center, Irwon-ro 81, Gangnam-gu, Seoul 06351, Republic of Korea.
Sungkyunkwan University · KRYonsei University · KRBroad Institute · USKorea University · KRSejong University · KRSeoul National University Children's Hospital · KR

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

Brain IschemiaCardiovascular DiseasesStrokeAdiposityHumansMendelian Randomization AnalysisMeta-Analysis as TopicObesityObservational Studies as TopicSystematic Reviews as TopicCardiovascular diseaseCoronary heart diseaseMendelian randomization studyMeta-analysisStrokeUmbrella review

Identifiers

PMID34333589
PMCPMC8423481
OpenAlexW3188627338

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

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.