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ORIGINAL RESEARCH article

Front. Nutr.

Sec. Nutritional Epidemiology

Volume 12 - 2025 | doi: 10.3389/fnut.2025.1540903

Association of the Non-High-Density Lipoprotein Cholesterol to High-Density Lipoprotein Cholesterol Ratio (NHHR) with Non-Alcoholic Fatty Liver Disease and Hepatic Steatosis in U.S. Adults: Insights from NHANES 2017-2020

Provisionally accepted
Zhen Song Zhen Song 1Hai-Qi Gu Hai-Qi Gu 1Cheng Xu Cheng Xu 2*
  • 1 Binhai Hospital of Traditional Chinese Medicine, Yancheng, China
  • 2 Nanjing University of Chinese Medicine, Nanjing, China

The final, formatted version of the article will be published soon.

    This study aimed to investigate the association between the non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) and NAFLD, as well as its relationship with hepatic steatosis and liver fibrosis, in a nationally representative sample of U.S. adults.This cross-sectional study analyzed data from 3,529 participants from the National Health and Nutrition Examination Survey in 2017-2020. Multivariable logistic regression and subgroup analyses were used to assess the association between NHHR and NAFLD. Multivariate linear regression was employed to evaluate the relationship between NHHR and hepatic steatosis (controlled attenuation parameter) and liver fibrosis (liver stiffness measurement). Nonlinear relationships were explored through fitted smoothing curves and threshold effect analysis. Receiver operating curve (ROC) analysis was performed to compare the diagnostic performance of NHHR with body mass index (BMI), high-density lipoprotein cholesterol (HDL-C), and total cholesterol (TC).The study included 3,529 participants (mean age: 51.34 years, 95% CI: 49.97, 52.72), with 53.53% male. NHHR showed a significant positive association with NAFLD after adjusting for confounders (OR: 1.33, 95% CI: 1.24, 1.42). Subgroup analysis indicated a stronger association in females and individuals with normal weight. A nonlinear relationship was identified, with a significant positive association below an inflection point of 4 (OR: 1.52, 95% CI: 1.38, 1.68). NHHR was positively associated with hepatic steatosis but not with liver fibrosis. For NAFLD diagnosis, NHHR achieved an area under the curve (AUC) of 0.66, outperforming TC (AUC = 0.51) but indicating lower accuracy than BMI (AUC = 0.77) and HDL-C (AUC = 0.68).NHHR is positively associated with NAFLD and hepatic steatosis in U.S. population, highlighting the important role of lipid control in the prevention and clinical management of NAFLD.

    Keywords: Non-alcoholic fatty liver disease, Non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR), Hepatic Steatosis, liver fibrosis, Cross-sectional study, National Health and Nutrition Examination

    Received: 06 Dec 2024; Accepted: 31 Mar 2025.

    Copyright: © 2025 Song, Gu and Xu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

    * Correspondence: Cheng Xu, Nanjing University of Chinese Medicine, Nanjing, China

    Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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