Sex Differences in the Associations among Insulin Resistance Indexes with Metabolic Syndrome: A Large Cross-Sectional Study
- PMID: 39376492
- PMCID: PMC11458281
- DOI: 10.1155/2024/3352531
Sex Differences in the Associations among Insulin Resistance Indexes with Metabolic Syndrome: A Large Cross-Sectional Study
Abstract
Purpose: Metabolic syndrome (MetS) is closely related to insulin resistance (IR), and the sex differences have not been fully explored. This study was aimed to investigate the sex differences in the associations among IR indexes with MetS in a large population.
Methods: A total of 60,799 participants were enrolled in the current study. MetS was defined using the National Cholesterol Education Program Adult Treatment Panel III criteria. The following IR indexes were evaluated: triglyceride-glucose (TyG) index, TyG-waist circumference (TyG-WC), TyG-waist to height ratio (TyG-WHtR), TyG-body mass index (TyG-BMI), triglyceride to high-density lipoprotein cholesterol (TG/HDL-C), and metabolic score for IR (MetS-IR). Factors associated with MetS were examined using logistic regressions. The receiver operating characteristic curves were used to evaluate the predictive value of the IR indexes for MetS.
Results: The prevalence of MetS was 11.8% (n = 4097) for males and 5.4% (n = 1390) for females and increased with age in both subgroups. The IR index levels of male patients were higher than female patients (all p < 0.001). The IR indexes were independent risk factors for MetS except for TyG-WHtR and TG/HDL-C in female patients. TyG had the greatest area under the curve (AUC) (AUC, 0.930; 95% CI, 0.928-0.933; p < 0.001) in the male patients and TyG-WHtR (AUC, 0.916; 95% CI, 0.913-0.920; p < 0.001) in the female patients. The AUCs of 6 IR indexes combination were 0.960 (95% CI, 0.957-0.962; p < 0.001) and 0.962 (95% CI, 0.959-0.964; p < 0.001), with the sensitivities of 91.29% and 90.94%, the specificities of 88.27% and 89.51% in male and female groups, respectively.
Conclusions: The IR index levels are higher in male than female patients. In IR indexes, TyG has the highest AUC in male patients and TyG-WHtR in female patients. The combination of IR indexes improved diagnostic efficiency compared with a single parameter. Moreover, the IR indexes are independently associated with MetS except for TyG-WHtR and TG/HDL-C in female patients. Our findings indicate that the multi-index association of IR indexes may play a potential role in MetS diagnosis, and understanding the sex differences in risk factors for MetS may help doctors properly implement more individualized prevention strategies.
Copyright © 2024 Wenkang Zhang et al.
Conflict of interest statement
The authors declare that they have no conflicts of interest.
Figures




Similar articles
-
Obesity- and lipid-related indices as a predictor of obesity metabolic syndrome in a national cohort study.Front Public Health. 2023 Feb 14;11:1073824. doi: 10.3389/fpubh.2023.1073824. eCollection 2023. Front Public Health. 2023. PMID: 36875382 Free PMC article.
-
[Associations Between Insulin Resistance Indexes and Hyperuricemia in Hypertensive Population].Zhongguo Yi Xue Ke Xue Yuan Xue Bao. 2023 Jun;45(3):390-398. doi: 10.3881/j.issn.1000-503X.15414. Zhongguo Yi Xue Ke Xue Yuan Xue Bao. 2023. PMID: 37407524 Chinese.
-
Non-insulin-based insulin resistance indexes in predicting severity for coronary artery disease.Diabetol Metab Syndr. 2022 Dec 17;14(1):191. doi: 10.1186/s13098-022-00967-x. Diabetol Metab Syndr. 2022. PMID: 36528713 Free PMC article.
-
Metabolic Syndrome and Insulin Resistance in Romania.Int J Mol Sci. 2025 Mar 7;26(6):2389. doi: 10.3390/ijms26062389. Int J Mol Sci. 2025. PMID: 40141032 Free PMC article.
-
The predictive value of estimated glucose disposal rate and its association with myocardial infarction, heart failure, atrial fibrillation and ischemic stroke.Diabetes Obes Metab. 2025 Mar;27(3):1359-1368. doi: 10.1111/dom.16132. Epub 2025 Jan 2. Diabetes Obes Metab. 2025. PMID: 39743837
Cited by
-
Association between insulin resistance and multiple chronic diseases: a cross-sectional study from CHARLS.J Health Popul Nutr. 2025 May 9;44(1):148. doi: 10.1186/s41043-025-00878-3. J Health Popul Nutr. 2025. PMID: 40346714 Free PMC article.
-
Indicators of insulin resistance as predictors of 28-day mortality in patients with VA-ECMO: a retrospective study.Front Med (Lausanne). 2025 May 22;12:1559780. doi: 10.3389/fmed.2025.1559780. eCollection 2025. Front Med (Lausanne). 2025. PMID: 40475963 Free PMC article.
-
The Interplay of Cardiometabolic Syndrome Phenotypes and Cardiovascular Risk Indices in Patients Diagnosed with Diabetes Mellitus.Int J Mol Sci. 2025 Jun 27;26(13):6227. doi: 10.3390/ijms26136227. Int J Mol Sci. 2025. PMID: 40650007 Free PMC article.
-
Associations Between Shift Work and Insulin Resistance Markers in 53,053 Spanish Workers: A Sex-Stratified Cross-Sectional Analysis Using TyG, TyG-BMI, METS-IR, and SPISE-IR Indices.J Clin Med. 2025 Jun 29;14(13):4604. doi: 10.3390/jcm14134604. J Clin Med. 2025. PMID: 40648978 Free PMC article.
-
Effect of dietary anthocyanins on the risk factors related to metabolic syndrome: A systematic review and meta-analysis.PLoS One. 2025 Feb 10;20(2):e0315504. doi: 10.1371/journal.pone.0315504. eCollection 2025. PLoS One. 2025. PMID: 39928643 Free PMC article.
References
-
- Swarup S., Goyal A., Grigorova Y., Zeltser R. StatPearls . Treasure Island, FL, USA: StatPearls Publishing; 2024. Metabolic syndrome. - PubMed
-
- Muñoz-Cabrejas A., Guallar-Castillón P., Laclaustra M., Sandoval-Insausti H., Moreno-Franco B. Association between sugar-sweetened beverage consumption and the risk of the metabolic syndrome: a systematic review and meta-analysis. Nutrients . 2023;15(2):p. 430. doi: 10.3390/nu15020430. - DOI - PMC - PubMed
-
- Noubiap J. J., Nansseu J. R., Lontchi-Yimagou E., et al. Geographic distribution of metabolic syndrome and its components in the general adult population: a meta-analysis of global data from 28 million individuals. Diabetes Research and Clinical Practice . 2022;188109924 - PubMed
-
- Lorenzo C., Serrano-Ríos M., Martínez-Larrad M. T., et al. Geographic variations of the international diabetes federation and the national cholesterol education program-adult treatment Panel III definitions of the metabolic syndrome in nondiabetic subjects. Diabetes Care . 2006;29(3):685–691. doi: 10.2337/diacare.29.03.06.dc05-1796. - DOI - PubMed
Associated data
LinkOut - more resources
Full Text Sources
Miscellaneous