Observational studyScientific reports2022
Relative fat mass, a new index of adiposity, is strongly associated with incident heart failure: data from PREVEND.
Observational study in Scientific reports, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 41 papers, 1 of them a synthesis that pooled it.
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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
41 citing papers in PubMed, 1 synthesis or guideline pooled it, 66 citations in OpenAlex.
- Body Composition and Risk of Incident Heart Failure in 1 Million Adults: A Systematic Review and Dose-Response Meta-Analysis of Prospective Cohort Studies.Journal of the American Heart Association · 2023Pooled it
- Novel Adiposity Indices Are Associated With Poor Prognosis in Heart Failure With Preserved Ejection Fraction Without the Obesity Paradox.Journal of the American Heart Association · 2024Trial
- Association between relative fat mass and chronic cardiorenal syndrome: A cross-sectional study based on NHANES 1999 to 2018.Medicine · 2026Article
- Article
- Relative fat mass and cardiovascular risk in Peruvian adults: Findings from a national survey.PloS one · 2026Article
- Weight-adjusted waist index outperforms other obesity indices for cardiovascular disease prediction in cardiovascular-kidney-metabolic syndrome: insights from UK biobank.BMC public health · 2025Article
- Time to screen: rationale and roadmap for HFpEF screening in individuals with obesity.Heart failure reviews · 2025Review
- Joint association of triglyceride glucose index and relative fat mass with new-onset cardiovascular events: a prospective study from CHARLS.Lipids in health and disease · 2025Article
- Body roundness index vs. Relative fat mass: associations with cardiovascular-kidney-metabolic syndrome in a cross-sectional study.Diabetology & metabolic syndrome · 2025Article
- Association Between Relative Fat Mass and Cardiometabolic Disease: Age-Stratified Analysis in Young and Middle-Aged Versus Older Adults.Reviews in cardiovascular medicine · 2025Article
- Beyond BMI: central obesity measures and cardiovascular risk in late life.Aging clinical and experimental research · 2025Observational
- Natriuretic Peptide Cut Points for Heart Failure Classification in Individuals With and Without Obesity.Circulation. Heart failure · 2025Article
- Association of baseline and longitudinal changes in insulin-like growth factor-binding protein-7 with the risk of incident heart failure: Data from the PREVEND study.European journal of heart failure · 2025Article
- Relative Fat Mass: Refining Adiposity Measurement in the Era Beyond Body Mass Index.Current heart failure reports · 2025Review
- Association between relative fat mass (RFM) and chronic kidney disease (CKD): data from NHANES 2005-2018.Scientific reports · 2025Article
- Triglyceride-Glucose-Based Anthropometric Indices for Predicting Incident Cardiovascular Disease: Relative Fat Mass (RFM) as a Robust Indicator.Nutrients · 2025Article
- U‑shaped association between relative fat mass (RFM) and stress urinary incontinence: a cross‑sectional study.European journal of medical research · 2025Article
- Higher relative fat mass was associated with a higher prevalence of gallstones in US adults.BMC gastroenterology · 2025Article
- Relative fat mass as a predictor of gallstones: insights from national health and nutrition examination survey data.Lipids in health and disease · 2025Article
- Challenges in the diagnosis of heart failure with preserved ejection fraction in individuals with obesity.Cardiovascular diabetology · 2025Review
Corrections and comments
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Authors and funding
9 authors at 2 institutions in 1 country.
Funding
Abstract
Body-mass index (BMI), waist circumference, and waist-hip ratio are commonly used anthropometric indices of adiposity. However, over the past 10 years, several new anthropometric indices were developed, that more accurately correlated with body fat distribution and total fat mass. They include relative fat mass (RFM), body-roundness index (BRI), weight-adjusted-waist index and body-shape index (BSI). In the current study, we included 8295 adults from the PREVEND (Prevention of Renal and Vascular End-Stage Disease) observational cohort (the Netherlands), and sought to examine associations of novel as well as established adiposity indices with incident heart failure (HF). The mean age of study population was 50 ± 13 years, and approximately 50% (n = 4134) were women. Over a 11 year period, 363 HF events occurred, resulting in an overall incidence rate of 3.88 per 1000 person-years. We found that all indices of adiposity (except BSI) were significantly associated with incident HF in the total population (P < 0.001); these associations were not modified by sex (P interaction > 0.1). Amongst adiposity indices, the strongest association was observed with RFM [hazard ratio (HR) 1.67 per 1 SD increase; 95% confidence interval (CI) 1.37-2.04]. This trend persisted across multiple age groups and BMI categories, and across HF subtypes [HR: 1.76, 95% CI 1.26-2.45 for HF with preserved ejection fraction; HR 1.61, 95% CI 1.25-2.06 for HF with reduced ejection fraction]. We also found that all adiposity indices (except BSI) improved the fit of a clinical HF model; improvements were, however, most evident after adding RFM and BRI (reduction in Akaike information criteria: 24.4 and 26.5 respectively). In conclusion, we report that amongst multiple anthropometric indicators of adiposity, RFM displayed the strongest association with HF risk in Dutch community dwellers. Future studies should examine the value of including RFM in HF risk prediction models.
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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.