Evidence map›Paper›PMID 42769838›Full record

ArticleJournal of medical biochemistry2026

Triglyceride-glucose index as a biochemical predictor of hypertension in patients with type 2 diabetes and prediabetes: Evidence from the NHANES database.

Tianyu Dai, Fangze Wang, Hanqing Deng, Muyuan Li, Jihu Zhang, Jian Wang

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Article in Journal of medical biochemistry, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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5 · Who and what money

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6 authors.

Tianyu DaiShandong Second Medical University, School of Clinical Medicine, Weifang, China.
Fangze WangShandong Second Medical University, Department of Cardiology, Weifang People's Hospital, Weifang, China.
Hanqing DengShandong Second Medical University, Department of Cardiology, Weifang People's Hospital, Weifang, China.
Muyuan LiShandong Second Medical University, Department of Cardiology, Weifang People's Hospital, Weifang, China.
Jihu ZhangShandong Second Medical University, School of Clinical Medicine, Weifang, China.
Jian WangShandong Second Medical University, Department of Cardiology, Weifang People's Hospital, Weifang, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The triglyceride-glucose (TyG) index, derived from fasting triglyceride and glucose levels, has emerged as a reliable biochemical marker of insulin resistance. However, its relationship with hypertension (HTN) in diabetic and prediabetic populations remains insufficiently studied. Methods: Using data from 2,440 adults in the U.S. National Health and Nutrition Examination Survey (NHANES, 2011-2018), we investigated the association between the TyG index and HTN. Biochemical assays included enzymatic measurement of serum triglycerides (Beckman Coulter DxC800) and plasma glucose (hexokinase-based methods on Roche Cobas systems), from which the TyG index and related indices (TyG-BMI, TyG-WC, TyG-WHtR) were calculated. Logistic regression models adjusted for demographic, anthropometric, and biochemical covariates were used to estimate odds ratios (OR) for HTN risk. Results: Participants with HTN exhibited significantly higher TyG index levels compared with non-hypertensives (8.44 vs. 8.38, P< 0.01). In fully adjusted models, each unit increase in TyG was associated with a 31% higher risk of HTN (OR = 1.31, 95% CI: 1.02-1.69). Stratified analyses revealed significant associations among Mexican Americans and individuals without prior cardiovascular or hepatic disease. TyG-WC and TyG-WHtR indices also correlated positively with HTN risk, whereas TyG-BMI did not. Conclusions: Elevated TyG index and related biochemical indices are independently associated with increased HTN risk among individuals with diabetes or prediabetes. As a simple and reproducible biochemical parameter, the TyG index may serve as a valuable tool in laboratory medicine for early HTN risk identification and prevention strategies.

Indexed as

biochemical markerhypertensionNHANEStriglyceride-glucose indextype 2 diabetes

Identifiers

PMID42769838
PMCPMC13592863

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