Evidence map›Paper›PMID 40990662›Full record

ArticleInternational journal of surgery (London, England)2026

Triglyceride-glucose index correlates with all-cause mortality of patients in intensive cardiac care unit: from two large-scale cohorts.

Huiruo Liu, Liangshan Wang, Yuwei Liu, Hong Wang, Xing Hao, Zhongtao Du, Chenglong Li, Xiaotong Hou

Abstract readMulticenter Study
In one paragraph

Article in International journal of surgery (London, England), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

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

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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. The Triglyceride-glucose Index Predicts Short-Term Mortality in Critically Ill Patients With Cancer-Associated Thrombosis: A Retrospective Cohort Study.Clinical and applied thrombosis/hemostasis : official journal of the International Academy of Clinical and Applied Thrombosis/Hemostasis
    Article
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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.

Huiruo LiuCentre for Cardiac Intensive Care, Beijing Institute of Heart, Lung and Blood Vessel Diseases, Beijing Anzhen Hospital, Capital Medical University, Beijing, China.
Liangshan Wang
Yuwei Liu
Hong Wang
Xing Hao
Zhongtao Du
Chenglong Li
Xiaotong Hou

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundThe triglyceride-glucose (TyG) index is widely recognized owing to its effectiveness and practicality in evaluating insulin resistance and has been confirmed to correlate with adverse outcomes in multiple cardiovascular diseases. The current study intends to clarify the relationship between the TyG index and clinical prognoses among populations in the intensive cardiac care unit (ICCU).

methodsThis multicenter, retrospective investigation leveraged records from 209 medical centers. Kaplan-Meier curves were employed to assess the cumulative incidence of mortality. The association between TyG index and prognostic outcomes in the ICCU patient cohort was evaluated using Cox and linear regression analyses, along with restricted cubic splines (RCS). Correlation analysis was conducted to examine the link of TyG with cardiovascular risk factors. To mitigate potential confounding influences, we applied propensity score matching (PSM), overlap weighting (OW), and inverse probability of treatment weighting (IPTW) methodologies. Subgroup analyses were carried out according to identified modifiers.

resultsTotally, 4508 individuals admitted to the ICCUs were ultimately enrolled. Dual in-hospital and intensive care unit (ICU) mortality exhibited gradual increases following higher TyG quartiles (all log-rank P for trend <0.001). Multivariate cox regressions revealed significant correlations of TyG with both in-hospital [adjusted hazard ratio (HR): 1.789] and ICU mortality (adjusted HR: 1.908). RCS analysis revealed linear correlations of elevated TyG with increased mortality risk. An elevated risk of mortality was evident among cohorts following PSM, OW, or IPTW adjustments with higher TyG index. Significant correlations between TyG and certain cardiovascular risk parameters were observed, while no significant correlation was found with length of stay. Subgroup analyses identified a strong link of the TyG with mortality among males, elderly individuals, and those without DM, as well as a notable trend in cardiac surgery/cardiothoracic intensive care units.

conclusionsElevated TyG index was found to significantly correlate with increased mortality risks in patients admitted to the ICCUs, providing new perspectives on the importance of TyG in severe cardiovascular illnesses.

Indexed as

Blood GlucoseCardiovascular DiseasesCoronary Care UnitsHospital MortalityTriglyceridesAgedFemaleHumansIntensive Care UnitsMaleMiddle AgedPrognosisRetrospective StudiesRisk FactorsBlood GlucoseTriglyceridesinsulin resistanceintensive cardiac care unittriglyceride-glucose index

Identifiers

PMID40990662
PMCPMC12825532

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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.