Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individuals

Abstract Background and Aim Visceral fat (VF) was proved to be a more precise predictor of atherosclerotic cardiovascular disease (ASCVD) risk in individuals with type 2 diabetes mellitus (T2DM) than body mass index (BMI) itself. Even when the BMI was normal, visceral fat area (VFA) ≥ 90 cm² could r...

Full description

Saved in:
Bibliographic Details
Main Authors: Ming Jiao, Jiaoli Chen, Xiaoling Wang, Wenyu Tao, Yunhua Feng, Huijun Yang, Haiying Yang, Shanshan Zhao, Ying Yang, Yiping Li
Format: Article
Language:English
Published: BMC 2025-01-01
Series:Diabetology & Metabolic Syndrome
Subjects:
Online Access:https://doi.org/10.1186/s13098-025-01583-1
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1832585489874419712
author Ming Jiao
Jiaoli Chen
Xiaoling Wang
Wenyu Tao
Yunhua Feng
Huijun Yang
Haiying Yang
Shanshan Zhao
Ying Yang
Yiping Li
author_facet Ming Jiao
Jiaoli Chen
Xiaoling Wang
Wenyu Tao
Yunhua Feng
Huijun Yang
Haiying Yang
Shanshan Zhao
Ying Yang
Yiping Li
author_sort Ming Jiao
collection DOAJ
description Abstract Background and Aim Visceral fat (VF) was proved to be a more precise predictor of atherosclerotic cardiovascular disease (ASCVD) risk in individuals with type 2 diabetes mellitus (T2DM) than body mass index (BMI) itself. Even when the BMI was normal, visceral fat area (VFA) ≥ 90 cm² could raise the ten-year risk of developing ASCVD. Therefore, it was worth evaluating the association of influencing factors with high VF in non-obese T2DM individuals. Methods This study enrolled 1,409 T2DM participants with T2DM, of whom 538 had a normal BMI. Based on VFA, these subjects were divided into two groups: VF (+) (VFA ≥ 90cm2) (n = 110) and VF (-) (VFA < 90cm2) (n = 428). The measurement of VFA was conducted using an Omron VF measuring device. Anthropometric and metabolic parameters were detected. Novel insulin resistance indices, such as lipid accumulation product (LAP) was calculated. Factors associated with VF were screened using univariate analysis, multifactorial binary logistic regression models and chi-squared automatic interaction detector decision tree model. Results The VF (+) OB (-) (BMI ≤ 23.9 kg/m2) prevalence were 7.8% in T2DM subjects (n = 1,409) and 20.4% in T2DM subjects with normal BMI (n = 538), respectively. In T2DM subjects with normal BMI, the logistic regression model suggested that neck circumference (NC) had an odds ratio (OR) of 1.891 (95% CI: 1.165–3.069, P = 0.010). The OR for VF gradually increased from the 1st to the 4th in LAP quartile (P < 0.05). LAP emerged as the root node, followed by NC in the decision tree model. Receiver operating characteristic curve (ROC) analysis demonstrated that the area under the curve (AUC) for NC in predicting high VF levels was 0.640 for males and 0.682 for females. Optimal NC cut-off points were 37.75 cm for males and 34.75 cm for females, respectively. Additionally, the AUC values of LAP in predicting high VF levels were 0.745 for males and 0.772 for females, with optimal LAP cut-off points of 22.64 and 26.45 for males and females, respectively. Conclusion This study identified NC and LAP can be considered predictors of high VF in T2DM subjects with normal BMI. Graphical Abstract
format Article
id doaj-art-48a30a90ad954d138660554ab9201eb6
institution Kabale University
issn 1758-5996
language English
publishDate 2025-01-01
publisher BMC
record_format Article
series Diabetology & Metabolic Syndrome
spelling doaj-art-48a30a90ad954d138660554ab9201eb62025-01-26T12:45:26ZengBMCDiabetology & Metabolic Syndrome1758-59962025-01-0117111310.1186/s13098-025-01583-1Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individualsMing Jiao0Jiaoli Chen1Xiaoling Wang2Wenyu Tao3Yunhua Feng4Huijun Yang5Haiying Yang6Shanshan Zhao7Ying Yang8Yiping Li9Department of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityDepartment of Endocrinology, The Second People’s Hospital of Yunnan Province, The Affiliated Hospital of Yunnan UniversityAbstract Background and Aim Visceral fat (VF) was proved to be a more precise predictor of atherosclerotic cardiovascular disease (ASCVD) risk in individuals with type 2 diabetes mellitus (T2DM) than body mass index (BMI) itself. Even when the BMI was normal, visceral fat area (VFA) ≥ 90 cm² could raise the ten-year risk of developing ASCVD. Therefore, it was worth evaluating the association of influencing factors with high VF in non-obese T2DM individuals. Methods This study enrolled 1,409 T2DM participants with T2DM, of whom 538 had a normal BMI. Based on VFA, these subjects were divided into two groups: VF (+) (VFA ≥ 90cm2) (n = 110) and VF (-) (VFA < 90cm2) (n = 428). The measurement of VFA was conducted using an Omron VF measuring device. Anthropometric and metabolic parameters were detected. Novel insulin resistance indices, such as lipid accumulation product (LAP) was calculated. Factors associated with VF were screened using univariate analysis, multifactorial binary logistic regression models and chi-squared automatic interaction detector decision tree model. Results The VF (+) OB (-) (BMI ≤ 23.9 kg/m2) prevalence were 7.8% in T2DM subjects (n = 1,409) and 20.4% in T2DM subjects with normal BMI (n = 538), respectively. In T2DM subjects with normal BMI, the logistic regression model suggested that neck circumference (NC) had an odds ratio (OR) of 1.891 (95% CI: 1.165–3.069, P = 0.010). The OR for VF gradually increased from the 1st to the 4th in LAP quartile (P < 0.05). LAP emerged as the root node, followed by NC in the decision tree model. Receiver operating characteristic curve (ROC) analysis demonstrated that the area under the curve (AUC) for NC in predicting high VF levels was 0.640 for males and 0.682 for females. Optimal NC cut-off points were 37.75 cm for males and 34.75 cm for females, respectively. Additionally, the AUC values of LAP in predicting high VF levels were 0.745 for males and 0.772 for females, with optimal LAP cut-off points of 22.64 and 26.45 for males and females, respectively. Conclusion This study identified NC and LAP can be considered predictors of high VF in T2DM subjects with normal BMI. Graphical Abstracthttps://doi.org/10.1186/s13098-025-01583-1T2DMVisceral fatRelevant factorsNormal BMINeck circumferenceLipid accumulation product
spellingShingle Ming Jiao
Jiaoli Chen
Xiaoling Wang
Wenyu Tao
Yunhua Feng
Huijun Yang
Haiying Yang
Shanshan Zhao
Ying Yang
Yiping Li
Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individuals
Diabetology & Metabolic Syndrome
T2DM
Visceral fat
Relevant factors
Normal BMI
Neck circumference
Lipid accumulation product
title Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individuals
title_full Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individuals
title_fullStr Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individuals
title_full_unstemmed Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individuals
title_short Anthropometric and metabolic parameters associated with visceral fat in non-obese type 2 diabetes individuals
title_sort anthropometric and metabolic parameters associated with visceral fat in non obese type 2 diabetes individuals
topic T2DM
Visceral fat
Relevant factors
Normal BMI
Neck circumference
Lipid accumulation product
url https://doi.org/10.1186/s13098-025-01583-1
work_keys_str_mv AT mingjiao anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT jiaolichen anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT xiaolingwang anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT wenyutao anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT yunhuafeng anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT huijunyang anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT haiyingyang anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT shanshanzhao anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT yingyang anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals
AT yipingli anthropometricandmetabolicparametersassociatedwithvisceralfatinnonobesetype2diabetesindividuals