Cardiovascular

Differential associations of distinct anthropometric indices with heart failure in adults with MASLD: A cross-sectional study of NHANES 2017 to 2020.

TL;DR

In adults with MASLD, general obesity (BMI) was independently associated with heart failure, whereas associations for central adiposity indices were no longer statistically significant after adjustment for metabolic comorbidities.

Key Findings

BMI was independently associated with prevalent heart failure in adults with MASLD after full adjustment for metabolic comorbidities.

  • Odds ratio for BMI was 1.05 (95% CI: 1.01–1.09) in the fully adjusted model
  • The association remained statistically significant after adjusting for metabolic comorbidities
  • Study included 2753 participants with MASLD, of whom 96 had heart failure
  • MASLD was defined per the 2023 Delphi consensus as hepatic steatosis plus ≥1 cardiometabolic risk factor
  • HF was defined by self-reported physician diagnosis of congestive heart failure

Central adiposity indices (WC, 10×WHtR, and BRI) showed attenuated and nonsignificant associations with heart failure after adjusting for metabolic comorbidities.

  • Associations for waist circumference, 10×waist-to-height ratio, and body roundness index all became nonsignificant in the fully adjusted model
  • WC tertile categories showed higher odds of HF for the second and third tertiles compared with the lowest tertile, but the overall trend was not statistically significant
  • Attenuation occurred specifically after inclusion of metabolic comorbidities in the regression model
  • Weighted multivariable logistic regression was used to evaluate these associations

Restricted cubic spline analyses indicated linear dose-response relationships between all four anthropometric indices and heart failure prevalence.

  • Linear relationships were observed for BMI, WC, 10×WHtR, and BRI with prevalent HF
  • No nonlinear threshold or inflection point was identified for any of the four indices
  • Analyses were conducted in the NHANES 2017 to March 2020 (pre-pandemic) cross-sectional dataset

Subgroup analyses suggested potential heterogeneity in the associations between anthropometric indices and heart failure by race/ethnicity and diabetes status.

  • Stronger associations were observed among non-Hispanic Asian participants compared to other racial/ethnic groups
  • Stronger associations were observed among participants without diabetes compared to those with diabetes
  • Central obesity markers such as 10×WHtR and BRI showed stronger associations with HF specifically in non-Hispanic Asians and participants without diabetes
  • These findings suggest potential heterogeneity in anthropometric index–HF associations across clinical subgroups

The study population consisted of 2753 adults with MASLD drawn from the NHANES 2017 to March 2020 pre-pandemic cycle, with a heart failure prevalence of approximately 3.5%.

  • Total sample: 2753 participants with MASLD
  • 96 participants had prevalent heart failure
  • Data source was the National Health and Nutrition Examination Survey (NHANES) 2017 to March 2020
  • Cross-sectional study design was used
  • Weighted multivariable logistic regression and restricted cubic splines were the primary analytic methods

What This Means

This research suggests that among adults with metabolic dysfunction-associated steatotic liver disease (MASLD) — a common liver condition linked to metabolic risk factors — the type of obesity measure used matters when assessing heart failure risk. Using data from nearly 2,800 U.S. adults surveyed between 2017 and early 2020, the researchers found that overall body size as measured by body mass index (BMI) was independently linked to a higher likelihood of having heart failure, even after accounting for conditions like diabetes, high blood pressure, and high cholesterol. However, measures of belly fat specifically — such as waist circumference, waist-to-height ratio, and the body roundness index — were no longer statistically significant predictors of heart failure once those same metabolic conditions were factored in. This distinction is important because it suggests that in people with MASLD, the connection between abdominal fat and heart failure may be largely explained by the metabolic problems that tend to accompany it, whereas overall body weight (BMI) carries some additional, independent risk. The study also found that the relationships between these body measurements and heart failure appeared to be straight-line (linear), meaning risk increased steadily with higher values rather than jumping sharply at a particular threshold. Additionally, certain subgroups — particularly non-Hispanic Asian individuals and people without diabetes — showed stronger associations between central obesity measures and heart failure, hinting that these relationships may differ across populations. This research suggests that clinicians managing patients with MASLD may need to consider both general and central obesity measures, but that they should also be aware that the impact of abdominal fat on heart failure risk may be substantially mediated through co-existing metabolic conditions. The cross-sectional design means causality cannot be established, and the reliance on self-reported heart failure diagnosis is a limitation. Nonetheless, these findings highlight the complexity of using anthropometric measures to assess cardiovascular risk in this specific patient population.

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Citation

Liu Y, Liu X, Chen B. (2026). Differential associations of distinct anthropometric indices with heart failure in adults with MASLD: A cross-sectional study of NHANES 2017 to 2020.. Medicine. https://doi.org/10.1097/MD.0000000000049111