Evidence map›Paper›PMID 41549315›Full record

ArticleCardiovascular diabetology2026

Prognostic effect of triglyceride glucose-related parameters on all-cause and cardiovascular mortality in individuals with cardiovascular-kidney-metabolic syndrome: evidence from international multi-cohort studies.

Zhu Li, Yige Wu, Yunqi Yang, Lei Wang, Shihao Dou, Fangming Sun, Xiang Fan

Abstract readMulticenter Study
In one paragraph

Article in Cardiovascular diabetology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. Article
  4. Article
  5. Observational
  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

7 authors.

Zhu Li *School of Basic Medical Sciences, Zhejiang Chinese Medical University, No. 548 Binwen Road, Binjiang District, Hangzhou, 310053, China.
Yige Wu *School of Basic Medical Sciences, Zhejiang Chinese Medical University, No. 548 Binwen Road, Binjiang District, Hangzhou, 310053, China.
Yunqi YangSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, No. 548 Binwen Road, Binjiang District, Hangzhou, 310053, China.
Lei WangSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, No. 548 Binwen Road, Binjiang District, Hangzhou, 310053, China.
Shihao DouSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, No. 548 Binwen Road, Binjiang District, Hangzhou, 310053, China.
Fangming SunSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, No. 548 Binwen Road, Binjiang District, Hangzhou, 310053, China.
Xiang FanSchool of Basic Medical Sciences, Zhejiang Chinese Medical University, No. 548 Binwen Road, Binjiang District, Hangzhou, 310053, China. fanxiang_78@hotmail.com.

Funding

National Natural Science Foundation of China 82405046Natural Science Foundation of Zhejiang Province LQH25H270015Talent Special Project of Zhejiang Chinese Medical University 2024ZR03Zhejiang medicine and health science and technology project 2025KY949
6 · The paper itself

Abstract

objectivesThe emerging triglyceride-glucose (TyG) related index has attracted attention as a promising predictor of various cardiometabolic conditions. However, their prospective association with different stages of cardiovascular-renal metabolic (CKM) syndrome is still not fully established, and it remains unclear whether TyG related parameters have prognostic effects on mortality outcomes of CKM syndrome.

methodsThe data were derived from the China Health and Retirement Longitudinal Study (CHARLS), and which were determined by the use of a standardised questionnaire during follow-up. TyG and its related parameters (TyG-body mass index, TyG-waist circumference, TyG-waist to height ratio, and TyG-a body shape index (TyG-ABSI) were calculated. Multivariate Cox regression analysis was used to analyze hazard ratios (HRs) and 95% confidence intervals (CI), and Kaplan-Meier survival curve was used to analyze the associations of TyG-ABSI with all-cause mortality and cardiovascular mortality in patients with CKM syndrome. Additionally, the multivariate adjusted restricted cubic spine was employed to examine the dose-response relationship. Mediation analysis was conducted to assess whether white blood cell (WBC) and C-reactive protein (CRP) mediated the associations. Subgroup analyses and interaction tests were conducted to evaluate the risk within various demographics. The National Health and Nutrition Examination Survey (NHANES) was used as validation to improve the reliability of the study results.

resultsThe study enrolled 11,235 participants with CKM syndrome from the CHARLS database, during the median follow-up of 5 years, a total of 747 (6.65%) all-cause mortality and 84 (0.75) cardiovascular mortality occurred. TyG-ABSI was associated with CKM syndrome (OR 1.55; 95% CI 1.35-1.79). Furthermore, among patients with CKM syndrome, TyG-ABSI was association with all-cause mortality (HR 1.14; 95% CI 1.04-1.35). In which continuous TyG-ABSI were converted to classified variable (tertile), compared to those with T1 group, the risk of advanced CKM syndrome was found to be 2.41-fold higher in those with T3 group (OR 2.41; 95% CI 1.18-3.20). Additionally, individuals in the T3 group had a 55% increased risk of all-cause mortality (HR 1.55; 95% CI 1.10-2.18). The mediation analysis results suggested that the relationship between TyG-ABSI and all-cause mortality risk is partially mediated by WBC, and CRP, the proportion of mediation were 15.16% and 11.83%. Additionally, analyses of 15,054 participants from the NHANES database indicated a significant positive association between TyG-ABSI and all-cause mortality and cardiovascular mortality among individuals diagnosed with CKM syndrome during the 10 years follow-up.

conclusionHigher TyG-ABSI is associated with an increased risk of advanced CKM syndrome and mortality. It further emphasizes the role of TyG-ABSI in the management of CKM syndrome stages and the risk of all-cause mortality and cardiovascular mortality.

Indexed as

Blood GlucoseCardio-Renal SyndromeCardiovascular DiseasesMetabolic SyndromeTriglyceridesAgedBiomarkersCause of DeathChinaFemaleHumansLongitudinal StudiesMaleMiddle AgedPrognosisProspective StudiesBiomarkersBlood GlucoseTriglyceridesAll-cause mortalityCardiovascular-kidney-metabolic syndromeCardiovascular mortalityTyG-ABSI

Identifiers

PMID41549315
PMCPMC12896103

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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 OpenQuestion graph.