Evidence map›Paper›PMID 41390625›Full record

ArticleCardiovascular diabetology2025

Association between triglyceride-glucose muscle-loss index (TyG-MLI) and incident cardiovascular disease: a prospective cohort study in the UK biobank.

Yanwen Fang, Sizhuang Huang, Hao Zhang, Mingyang Li, Haihua Zhang, Weixian Yang, Mengyue Yu

Abstract read
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Article in Cardiovascular diabetology, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

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3citing papers in PubMed
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1 · What the graph read from it

What it found

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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

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3 · Its place in the literature

Who cites it

3 citing papers in PubMed.

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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

7 authors.

Yanwen FangFuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, No. 167, North Lishi Road, Xicheng District, Beijing, 100037, China.
Sizhuang HuangFuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, No. 167, North Lishi Road, Xicheng District, Beijing, 100037, China.
Hao ZhangFuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, No. 167, North Lishi Road, Xicheng District, Beijing, 100037, China.
Mingyang LiFuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, No. 167, North Lishi Road, Xicheng District, Beijing, 100037, China.
Haihua ZhangFuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, No. 167, North Lishi Road, Xicheng District, Beijing, 100037, China.
Weixian YangFuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, No. 167, North Lishi Road, Xicheng District, Beijing, 100037, China. fwywx66@fuwai.com.
Mengyue YuFuwai Hospital, Chinese Academy of Medical Sciences & Peking Union Medical College/National Center for Cardiovascular Diseases, No. 167, North Lishi Road, Xicheng District, Beijing, 100037, China. yumengyue@fuwaihospital.org.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundInsulin resistance and muscle loss are interrelated processes linked to cardiovascular disease (CVD), but they are rarely assessed together. We investigated the association between a novel integrated biomarker-triglyceride-glucose muscle-loss index (TyG-MLI)-and incident CVD in a large prospective cohort.

methodsA total of 277,418 UK Biobank participants free of CVD at baseline were included. TyG-MLI was calculated as ln[(triglycerides × fasting glucose)/2] × (cystatin C/creatinine). Incident CVD was identified through hospital admissions and death registries. Cox proportional hazards models were used to estimate hazard ratios (HRs) and 95% confidence intervals (CIs).

resultsOver a median follow-up of 15.1 years, 40,398 participants developed CVD. Crude CVD incidence increased steadily across TyG-MLI quartiles, and the cumulative incidence curves demonstrated clear separation on Kaplan-Meier analysis (log-rank p < 0.001). Higher TyG-MLI was independently associated with greater CVD risk when modeled either continuously (per 1-SD: HR 1.17; 95% CI 1.16-1.18) or categorically (Q4 vs. Q1: HR 1.48; 95% CI 1.44-1.53). Restricted cubic spline analyses demonstrated a non-linear association across the TyG-MLI distribution. Sensitivity analyses yielded consistent results. In body mass index-stratified analyses, TyG-MLI showed stronger associations with CVD than TyG index, particularly among normal-weight and underweight individuals.

conclusionsTyG-MLI, a composite marker reflecting insulin resistance and muscle loss, was independently associated with incident CVD in this large population-based cohort. These findings suggest that TyG-MLI captures cardiometabolic risk beyond traditional measures and may be particularly informative in individuals without obesity.

Indexed as

Blood GlucoseCardiovascular DiseasesMuscle, SkeletalTriglyceridesAdultAgedBiological Specimen BanksBiomarkersFemaleHumansIncidenceInsulin ResistanceMaleMiddle AgedPrognosisProspective StudiesBiomarkersBlood GlucoseTriglyceridesCardiovascular diseaseInsulin resistanceMuscle lossTriglyceride–glucose indexTriglyceride–glucose muscle-loss index

Identifiers

PMID41390625
PMCPMC12805711

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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.