Evidence map›Paper›PMID 40764800›Full record

ArticleScientific reports2025

Association between the triglyceride-glucose index and major adverse cardiovascular events in patients with chronic kidney disease stages 3-4.

Fan Zhu, Wenyuan Gan, Huihui Mao, Sheng Nie, Xingruo Zeng, Wenli Chen

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Trial
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  3. Article
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  5. Review
  6. 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

6 authors.

Fan Zhu *Department of Nephrology, Tongji Medical College, The Central Hospital of Wuhan, Huazhong University of Science and Technology, Wuhan, Hubei, 430014, China.
Wenyuan Gan *Department of Nephrology, Tongji Medical College, The Central Hospital of Wuhan, Huazhong University of Science and Technology, Wuhan, Hubei, 430014, China.
Huihui Mao *Department of Nephrology, Tongji Medical College, The Central Hospital of Wuhan, Huazhong University of Science and Technology, Wuhan, Hubei, 430014, China.
Sheng NieDivision of Nephrology, State Key Laboratory of Organ Failure Research, National Clinical Research Center for Kidney Disease, Nanfang Hospital, Medical University, 1838 North Guangzhou Avenue, Southern, Guangzhou, 510515, China. niesheng0202@126.com.
Xingruo ZengDepartment of Nephrology, Tongji Medical College, The Central Hospital of Wuhan, Huazhong University of Science and Technology, Wuhan, Hubei, 430014, China. zengxingruo@163.com.
Wenli ChenDepartment of Nephrology, Tongji Medical College, The Central Hospital of Wuhan, Huazhong University of Science and Technology, Wuhan, Hubei, 430014, China. cwllily112@163.com.

Funding

2022 Wuhan Traditional Chinese Medicine Research Project WZ22A08Chen-Xiaoping Foundation for the Development of Science and Technology of Hubei Province CXPJJH122001-2239National Key Research and Development Program of China 2021YFC2500200
6 · The paper itself

Abstract

The association between the triglyceride-glucose (TyG) index and the risk of major adverse cardiovascular events (MACE) in patients with chronic kidney disease (CKD) stages 3-4 has not been extensively studied. This study aims to investigate the relationship between baseline TyG index and MACE risk in a CKD stage 3-4 population. This study utilized data from the 2000-2022 China Renal Data System. Multivariate regression analysis models were constructed to explore the association between baseline TyG index and MACE. We employed restricted cubic splines to examine potential nonlinear correlations between these variables. Subgroup analyses were performed for different clinical endpoints. A total of 48,935 participants with CKD stages 3-4 were enrolled, with a mean TyG index of 8.88 [8.45, 9.38]. Participants were divided into quartiles based on TyG index values (quartile thresholds: 8.33, 8.78, 9.24). The overall prevalence of MACE was 15.90%. Multivariate Cox regression indicated a significant association between TyG quartiles and MACE occurrence, with hazard ratios (HR) of 1.08 (95% CI: 1.01-1.15, p = 0.016) for Quartile 1 and 1.12 (95% CI: 1.05-1.20, p = 0.001) for Quartile 4. Restricted cubic spline analysis revealed a nonlinear relationship between TyG index and MACE risk (P for nonlinearity < 0.001) among individuals with CKD stages 3-4. In patients with CKD stages 3-4, the TyG index shows a nonlinear association with the risk of MACE and all-cause mortality. These findings suggest that both elevated and reduced TyG index levels may increase the likelihood of MACE and all-cause mortality.

Indexed as

Blood GlucoseCardiovascular DiseasesRenal Insufficiency, ChronicTriglyceridesAdultAgedChinaFemaleHumansMaleMiddle AgedRisk FactorsBlood GlucoseTriglyceridesAll-cause mortalityDiabetesMACETyG index

Identifiers

PMID40764800
PMCPMC12325913

What Socratic holds

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Registered trials

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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.