BPG is committed to discovery and dissemination of knowledge
Observational Study
Copyright: ©Author(s) 2026. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution-NonCommercial (CC BY-NC 4.0) license. No commercial re-use. See permissions. Published by Baishideng Publishing Group Inc.
World J Diabetes. May 15, 2026; 17(5): 117583
Published online May 15, 2026. doi: 10.4239/wjd.v17.i5.117583
Visceral fat area and remnant cholesterol in type 2 diabetes: Nonlinear associations and thresholds
Dong-Jian Chai, Chun-Yan Zhu, Yi-Ming Zhang, Zi-Chen Rao
Dong-Jian Chai, Department of Cardiology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou 324000, Zhejiang Province, China
Chun-Yan Zhu, Yi-Ming Zhang, Zi-Chen Rao, Department of Endocrinology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, Quzhou 324000, Zhejiang Province, China
Author contributions: Chai DJ, Zhang YM and Rao ZC designed the research study, performed the research, analyzed the data, and wrote the manuscript; Zhu CY contributed to investigation, data curation, methodology, supervision, resources and project administration, and reviewed and edited the manuscript; all authors have read and approve the final manuscript.
Institutional review board statement: This study was approved by the Ethics Committee of Quzhou People's Hospital (Approval No. 2022-110).
Informed consent statement: Written informed consent was obtained from all participants.
Conflict-of-interest statement: The authors declare that they have no conflict of interest.
STROBE statement: The authors have read the STROBE Statement—checklist of items, and the manuscript was prepared and revised according to the STROBE Statement—checklist of items.
Data sharing statement: The datasets generated and/or analyzed during the current study are not publicly available due to institutional data protection policies but are available from the corresponding author on reasonable request.
Corresponding author: Zi-Chen Rao, MD, Department of Endocrinology, The Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital, No. 100 Minjiang Dadao, West District, Quzhou 324000, Zhejiang Province, China. rzc1522@wmu.edu.cn
Received: December 11, 2025
Revised: January 16, 2026
Accepted: March 10, 2026
Published online: May 15, 2026
Processing time: 152 Days and 1.3 Hours
Abstract
BACKGROUND

In people with type 2 diabetes (T2D), both visceral adiposity and remnant cholesterol have been associated with the cardiovascular risk that persists despite standard-of-care management. However, the relationship between visceral fat area (VFA) and remnant cholesterol–based indices, including residual cholesterol (RC) and the less-validated RC-inflammation index (RCII), remains uncertain.

AIM

To examine the associations between VFA and two remnant cholesterol-based indices—RC and RCII—in adults with T2D, and to characterise potential non-linear dose-response patterns, threshold effects, and subgroup differences.

METHODS

This cross-sectional study enrolled 1180 adult patients with T2D. VFA was quantified and categorized into tertiles. RC and RCII were calculated from standard lipid and inflammatory parameters. We applied multivariable linear regression to explore how VFA relates to RC and RCII. VFA was analysed both as a continuous measure and in tertiles, with models adjusted for demographic characteristics, lifestyle behaviours and relevant clinical factors. Smoothing curve fitting and two-piecewise linear regression were applied to explore non-linear and threshold effects. Prespecified subgroup and interaction analyses were also performed.

RESULTS

Across increasing VFA tertiles, body mass index (BMI), waist circumference, triglycerides, C-reactive protein, and the median levels of RC and RCII increased progressively. In fully adjusted models, VFA was positively associated with both RC and RCII. For RC, the β coefficient was 7.59 (95%CI: 0.65-14.53) in participants with VFA in the intermediate tertile and increased to 10.96 (95%CI: 3.50-18.42) in those in the highest tertile, compared with the lowest tertile, with a significant trend across tertiles (P for trend = 0.0036). For RCII, the corresponding β values were 6.74 (95%CI: -2.50 to 15.98) and 12.56 (95%CI: 2.63-22.49), respectively (P for trend = 0.013). In two-piecewise models, RC showed a clear threshold at 126 cm2 (likelihood ratio test P < 0.001), whereas RCII showed only a borderline threshold signal with an inflection at 118 cm2 (likelihood ratio test P = 0.060), which should be considered exploratory. In subgroup analyses, the VFA-RC association appeared stronger in participants with BMI < 28 kg/m2, while subgroup differences for RCII were modest.

CONCLUSION

In adults with T2D, higher VFA was associated, after multivariable adjustment, with higher RC, with a broadly similar but weaker pattern for RCII. The VFA-RC association showed a clear non-linear pattern with a threshold at 126 cm2, whereas the RCII threshold signal at 118 cm2 was borderline and should be considered exploratory.

Keywords: Visceral fat area; Residual cholesterol; Residual cholesterol-inflammation index; Type 2 diabetes; Non-linear dose-response

Core Tip: This cross-sectional study of adults with type 2 diabetes (T2D) quantified visceral fat area (VFA) and examined its associations with residual cholesterol (RC) and the RC-inflammation index (RCII; RC/C-reactive protein). Higher VFA was independently associated with higher RC, and showed a clear non-linear pattern with a threshold at 126 cm2. RCII showed a weaker association and only a borderline threshold signal at 118 cm2, which should be interpreted as exploratory. These findings suggest that quantifying VFA may help contextualize remnant cholesterol-related burden beyond conventional lipid measures in T2D.

Write to the Help Desk