ORIGINAL RESEARCH article
Front. Nutr.
Sec. Nutrition and Metabolism
Volume 12 - 2025 | doi: 10.3389/fnut.2025.1662125
The non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) is associated with early onset type 2 diabetes with NAFLD: a cross-sectional study in China
Provisionally accepted- 1Anhui University of Chinese Medicine, Hefei, China
- 2The First Affiliated Hospital of Anhui University of Chinese Medicine, Hefei, China
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Background The non-high-density lipoprotein cholesterol to high-density lipoprotein cholesterol ratio (NHHR) is a novel composite lipid biomarker associated with metabolic diseases. This study aims to explore the potential relationship between early-onset type 2 diabetes mellitus combined with NAFLD and NHHR. Methods A total of 1,158 patients with type 2 diabetes were enrolled and categorized by age at onset into the early-onset type 2 diabetes (EOT2D) group (260 cases, <40 years) and the late-onset type 2 diabetes (LOT2D) group (898 cases, ≥40 years). The EOT2D group was further subdivided into those with NAFLD (136 cases) and those without NAFLD (124 cases). Multivariate logistic regression assessed the association between NHHR and EOT2D, as well as EOT2D combined with NAFLD. Additionally, we employed subgroup analysis, interaction analysis, smoothing curve fitting, and receiver operating characteristic curve analysis to further explore risk factors for EOT2D and EOT2D combined with NAFLD. Results This cross-sectional study included 260 EOT2D patients and 898 LOT2D patients. After adjusting for confounding factors, the study found that for every 1-unit increase in NHHR, the risk of EOT2D increased by 22% (OR=1.22, 95% CI: 1.05-1.42), and the risk of EOT2D with NAFLD increased by 41% (OR=1.41, 95% CI: 1.01-1.98). The AUC for diagnosing EOT2D with NAFLD using NHHR was 0.658 (95% CI: 0.592–0.724), with an optimal cutoff of 3.105 (sensitivity 77.21%, specificity 50.00%). Conclusion Our study suggests that NHHR is a risk factor for EOT2D and EOT2D combined with NAFLD, serving as a reference indicator for screening this high-risk population.
Keywords: NHHR, Early onset, type 2 diabetes mellitus, NAFLD, Cross-sectional study
Received: 08 Jul 2025; Accepted: 13 Oct 2025.
Copyright: © 2025 Wu, Ni, Huang, Wang, Li, Hu, Zhang, Li and Zhang. 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:
Juyi Li, eelljy@163.com
Jinjun Zhang, zhangjinjun1103@163.com
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