Evidence map›Paper›PMID 41145592›Full record

ArticleScientific reports2025

Triglyceride-glucose index variability and risk of all-cause and cardiovascular mortality.

Jimin Park, Duk Ho Kim, Jun-Hyuk Lee

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 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. 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

3 authors.

Jimin ParkDepartment of Medicine, Eulji University School of Medicine, Daejeon, Republic of Korea.
Duk Ho KimDepartment of Emergency Medicine, Nowon Eulji Medical Center, Eulji University School of Medicine, Seoul, Republic of Korea. 20180114@eulji.ac.kr.
Jun-Hyuk LeeDepartment of Family Medicine, Nowon Eulji Medical Center, Eulji University School of Medicine, Seoul, Republic of Korea. swpapa@eulji.ac.kr.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Triglyceride-glucose (TyG) index is a reliable marker of insulin resistance with predictive value for cardiovascular risk. While metabolic variability independently impacts cardiovascular outcomes and mortality, the clinical significance of TyG index variability remains unclear. We investigated whether higher TyG index variability increases the risk of mortality. This retrospective cohort study analyzed data from 3,094,062 individuals who participated in the National Health Screening Program from 2009 to 2014. TyG index variability independent of the mean (VIM) was calculated and participants were categorized into quartiles. Cox proportional hazards regression analysis was used to estimate hazard ratio (HR) with 95% confidence interval (CI) for all-cause and cardiovascular mortality. Over a median follow-up of 9.1 years, a total of 137,339 (4.44%) deaths were recorded, including 15,261 (0.56%) from cardiovascular causes. Mortality rose stepwise across TyG index VIM quartiles. Compared to Quartile 1, Quartile 4 had the highest risk of all-cause mortality (HR 1.18, 95% CI 1.16-1.21, P < 0.001) and cardiovascular mortality (HR 1.13, 95% CI 1.06-1.21, P < 0.001). Higher TyG index variability is associated with increased all-cause and cardiovascular mortality. Serial monitoring of changes in TyG index may contribute to reducing mortality risk through early detection and intervention.

Indexed as

Blood GlucoseCardiovascular DiseasesTriglyceridesAdultAgedBiomarkersCause of DeathFemaleHumansInsulin ResistanceMaleMiddle AgedProportional Hazards ModelsRetrospective StudiesRisk FactorsBiomarkersBlood GlucoseTriglyceridesCardiovascular diseaseInsulin resistanceMortalityTyG indexVariability

Identifiers

PMID41145592
PMCPMC12559393

What Socratic holds

Textmetadata
LicenceCC BY-NC-ND
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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.