Evidence map›Paper›PMID 41462196›Full record

ArticleBMC endocrine disorders2025

Association between the triglyceride-glucose index and vascular damage among community residents in Yunnan, China.

Wenlong Zhu, Nan Zhang, Yu Xia, Rui Zhu, Wengang Shi, Lin Duo, Mingjing Tang, Da Zhu

Abstract read
In one paragraph

Article in BMC endocrine disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

8 authors.

Wenlong ZhuFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China.
Nan ZhangFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China.
Yu XiaFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China.
Rui ZhuFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China.
Wengang ShiFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China.
Lin DuoFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China.
Mingjing TangFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China. candysabrina@126.com.
Da ZhuFuwai Yunnan Hospital, Chinese Academy of Medical Sciences, Affiliated Cardiovascular Hospital of Kunming Medical University, Kunming, China. zhuda8687@126.com.

Funding

Major Science and Technology Special Plan Project of Yunnan Province 202302AA310045National Natural Science Foundation of China 82460073Yunnan Fundamental Research Projects 202301AY070001-045Yunnan Province Science and technology Department key research and development plan 202103AC100002Yunnan Provincial Clinical Medicine Research Special Program 202405AJ310003
6 · The paper itself

Abstract

backgroundThe triglyceride-glucose (TyG) index is a straightforward and widely used surrogate marker for identifying insulin resistance (IR). The association between the TyG index and both macrovascular and microvascular damage remains unclear. This study aims to investigate the association between vascular damage and IR in community-dwelling adults in Yunnan Province, China.

methodsA total of 3201 participants were involved. Ankle-brachial index (ABI), estimated glomerular filtration rate, and the urine albumin-to-creatinine ratio were measured and calculated. The TyG index was calculated as ln[triglycerides (mg/dL) × fasting blood glucose (mg/dL)/2]. Logistic regression, subgroup and interaction analyses, and restricted cubic spline regression were employed to assess the relationship between the TyG index and vascular damage.

resultsIn the univariate logistic regression model, a 1-unit increase in the TyG index was associated with 60.75%, 59.35%, and 129.60% higher odds of ABI ≤ 0.9 (OR: 1.61, 95% CI: 1.35 to 1.91), increased albuminuria (OR: 1.59, 95% CI: 1.34 to 1.89), and chronic kidney disease (CKD) (OR: 2.30, 95% CI: 1.65 to 3.20), respectively. These associations remained significant after adjustment for demographic, behavioral, and metabolic factors. The relationship between the TyG index and the presence of ABI ≤ 0.9 and increased albuminuria was not influenced by other factors (p for interaction > 0.05). The higher odds of CKD associated with each unit rise in the TyG index was greater in participants with normal weight or normal lipid levels compared to those who were overweight/obese or had dyslipidemia (p for interaction < 0.05). The odds of ABI ≤ 0.9 and CKD increased nonlinearly with increasing TyG index when TyG index was below 8.91, but stabilized when TyG index was exceeded 8.91 (p for nonlinear = 0.033). The likelihood of increased albuminuria increased with an advancing TyG index (p = 0.026), but the relationship was not nonlinear (p for nonlinear = 0.352).

conclusionsAn elevated TyG index was independently associated with an increased odds of macro- and microvascular damage, suggesting that the TyG index may serve as a biomarker for vascular damage. The relationship between CKD and IR was affected by overweight/obesity and dyslipidemia.

trial registrationNot applicable. CLINICAL TRIAL NUMBER: Not applicable.

Indexed as

BiomarkersBlood GlucoseInsulin ResistanceTriglyceridesVascular DiseasesAdultAgedAlbuminuriaAnkle Brachial IndexChinaCross-Sectional StudiesFemaleFollow-Up StudiesGlomerular Filtration RateHumansMaleBiomarkersBlood GlucoseTriglyceridesAnkle-brachial indexChronic kidney diseaseInsulin resistanceMicroalbuminuriaTriglyceride-glucose indexVascular damage

Identifiers

PMID41462196
PMCPMC12860070

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.