Evidence map›Paper›PMID 40398946›Full record

ArticleBMJ open2025

Association of the triglyceride-glucose index with all-cause and cardiovascular mortality among individuals with cardiovascular-kidney-metabolic syndrome: a population-based cohort study using data from the US National Health and Nutrition Examination Survey, 1999-2018.

Songfeng Zhao, Jiayue Duan

Abstract read
In one paragraph

Article in BMJ open, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
4citing 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

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

  1. Pooled it
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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

2 authors.

Songfeng ZhaoPeking Union Medical College Hospital, Beijing, China.ORCID http://orcid.org/0000-0003-3071-9115
Jiayue DuanDepartment of Endocrinology, Peking Union Medical College Hospital, Beijing, Beijing, China duanjiayue1008@163.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveThe study investigated the association between the triglyceride-glucose (TyG) index (a surrogate measure for insulin resistance) and all-cause and cardiovascular disease (CVD) mortality among individuals with cardiovascular-kidney-metabolic syndrome.

designPopulation-based cohort study.

settingUS National Health and Nutrition Examination Survey, 1999-2018.

participantsA total of 13 585 participants who had valid data were included in this analysis. OUTCOME MEASURES: Data from the participants were linked to death certificates to obtain follow-up mortality information from the National Death Index. Cox proportional hazards models were used to assess the associations between the TyG index and all-cause and CVD mortality. Non-linear associations and threshold effects were investigated using restricted cubic spline regression and a two-piecewise Cox proportional hazards model.

resultsDuring a median follow-up of 99 months, a total of 2876 (16.24%) deaths occurred, of which 961 were attributed to CVD. Each one-unit increase in the TyG index was associated with an 8.9% relative increase in the hazard of all-cause mortality (HR 1.089, 95% CI 1.013 to 1.171) and a 19.5% relative increase in the hazard of CVD mortality (HR 1.195, 95% CI 1.027 to 1.390). Non-linear relationships were identified between the TyG index and all-cause and CVD mortality, with threshold values of 8.97 and 8.81 for all-cause and CVD mortality, respectively. A significant interaction effect was found between age and the TyG index.

conclusionThere was a U-shaped relationship between the TyG index and both all-cause and CVD mortality. The thresholds of the TyG index may serve as potential tools for managing populations with cardiovascular-kidney-metabolic syndrome to reduce mortality risk.

Indexed as

Blood GlucoseCardiovascular DiseasesKidney DiseasesMetabolic SyndromeTriglyceridesAdultAgedCause of DeathCohort StudiesFemaleHumansMaleMiddle AgedNutrition SurveysProportional Hazards ModelsRisk FactorsBlood GlucoseTriglyceridesCardiovascular DiseaseDIABETES & ENDOCRINOLOGYMortalityPUBLIC HEALTH

Identifiers

PMID40398946
PMCPMC12096975

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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.