Association between triglyceride-glucose index and stages of T2DM: potential indirect effects of inflammatory indicators.

IF 5.7 2区 医学 Q2 ENDOCRINOLOGY & METABOLISM
Frontiers in Endocrinology Pub Date : 2026-10-02 eCollection Date: 2026-01-01 DOI:10.3389/fendo.2026.1931822
Jiayi Tian, Haitao Li, Mingyi Li, Qingning Chang, Xianglong Liu, Yuhao Zhou, Yu Zhao, Feng Li
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引用次数: 0

Abstract

Background: The triglyceride-glucose (TyG) index is a reliable surrogate marker of insulin resistance and has been closely linked to type 2 diabetes mellitus (T2DM) risk. However, it remains unclear whether the TyG index is nonlinearly associated with cross-sectional glycemic status categories, from normal glucose to T2DM, and whether inflammatory indicators may partly account for this association. We therefore aimed to examine this nonlinear association and to estimate potential indirect associations through inflammatory indicators.

Methods: A retrospective analysis of cross-sectional data was conducted, including 1,117 participants. Generalized additive models (GAM) combined with restricted cubic spline (RCS) regression were used to examine the nonlinear association between the TyG index and stages of glucose metabolism. Stage specificity analyses were performed across normal glucose, impaired fasting glucose (IFG), impaired glucose tolerance (IGT), combined IFG and IGT, and T2DM. In exploratory cross-sectional indirect association analyses, inflammatory markers accounted for part of the cross-sectional association between the TyG index and glycemic outcomes.

Results: A significant nonlinear relationship was identified between the TyG index and T2DM (P < 0.05), with an inflection point at TyG = 9.14. The TyG index showed a progressively increasing trend across advancing disease stages. In exploratory cross-sectional analyses of potential indirect associations, only MLDLR and NLDLR exhibited significant statistical indirect associations linking the TyG index to 2-hour postprandial plasma glucose (2hPG). However, because all variables were measured concurrently, causal mediation cannot be inferred. These exploratory findings may warrant further investigation in longitudinal studies, particularly across early stages of dysglycemia.

Conclusions: The TyG index was nonlinearly associated with cross-sectional glycemic categories. Exploratory cross-sectional mediation analyses further revealed statistically significant indirect associations through MLDLR and NLDLR in the TyG index-2hPG relationship. These observations suggest that inflammatory markers may be related to glycemic deterioration primarily via postprandial-related pathways in early dysglycemia, although causal inference cannot be drawn from cross-sectional data. These findings are hypothesis-generating and support the prospective evaluation of the TyG index for risk stratification in primary-care settings.

甘油三酯-葡萄糖指数与T2DM分期的关系:炎症指标的潜在间接影响
背景:甘油三酯-葡萄糖(TyG)指数是胰岛素抵抗的可靠替代指标,与2型糖尿病(T2DM)风险密切相关。然而,目前尚不清楚TyG指数是否与横断面血糖状态类别(从正常血糖到T2DM)非线性相关,以及炎症指标是否可能部分解释这种关联。因此,我们旨在研究这种非线性关联,并通过炎症指标估计潜在的间接关联。方法:采用横断面资料进行回顾性分析,包括1117名参与者。采用广义加性模型(GAM)结合限制三次样条(RCS)回归分析了TyG指数与糖代谢阶段之间的非线性关系。对正常血糖、空腹血糖受损(IFG)、糖耐量受损(IGT)、IFG和IGT合并以及T2DM进行分期特异性分析。在探索性横断面间接关联分析中,炎症标记物占TyG指数与血糖结局之间横断面关联的一部分。结果:发现TyG指数与T2DM之间存在显著的非线性关系(P)。结论:TyG指数与横断面血糖分类呈非线性相关。探索性横断面中介分析进一步揭示了通过MLDLR和NLDLR在TyG指数- 2hpg关系中具有统计学意义的间接关联。这些观察结果表明,炎症标志物可能主要通过早期血糖异常的餐后相关途径与血糖恶化相关,尽管不能从横断面数据中得出因果推论。这些发现产生了假设,并支持TyG指数在初级保健环境中进行风险分层的前瞻性评估。
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来源期刊
Frontiers in Endocrinology
Frontiers in Endocrinology Medicine-Endocrinology, Diabetes and Metabolism
CiteScore
5.70
自引率
9.60%
发文量
3023
审稿时长
14 weeks
期刊介绍: Frontiers in Endocrinology is a field journal of the "Frontiers in" journal series. In today’s world, endocrinology is becoming increasingly important as it underlies many of the challenges societies face - from obesity and diabetes to reproduction, population control and aging. Endocrinology covers a broad field from basic molecular and cellular communication through to clinical care and some of the most crucial public health issues. The journal, thus, welcomes outstanding contributions in any domain of endocrinology. Frontiers in Endocrinology publishes articles on the most outstanding discoveries across a wide research spectrum of Endocrinology. The mission of Frontiers in Endocrinology is to bring all relevant Endocrinology areas together on a single platform.
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