Evidence map›Paper›PMID 42337669›Full record

ArticleJournal of cardiothoracic surgery2026

Combined effect of the triglyceride-glucose index and frailty index on advanced stages among cardiovascular-kidney-metabolic syndrome patients.

Dingyuan Tu, Jinru Li, Yutang Li, Jianming Wang

Abstract read
In one paragraph

Article in Journal of cardiothoracic surgery, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing 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

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0 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Dingyuan Tu *Department of Congenital Heart Disease, General Hospital of Northern Theater Command, Shenyang, 110000, Liaoning, China.
Jinru Li *Department of Anesthesiology, The 961st Hospital of the Joint Logistics Support Force of The Chinese People's Liberation Army, Qiqihar, 161000, Heilongjiang, China.
Yutang Li *Department of Cardiology, The 961st Hospital of the Joint Logistics Support Force of The Chinese People's Liberation Army, Qiqihar, 161000, Heilongjiang, China.
Jianming WangDepartment of Congenital Heart Disease, General Hospital of Northern Theater Command, Shenyang, 110000, Liaoning, China. cyrusaaaa@163.com.

Funding

Liaoning Province Union Program - Application Fundamental Research Project 2023JH2/101700138Shenyang Joint Logistics Support Force Young Elite Cultivation Program 2025SL0012
6 · The paper itself

Abstract

backgroundAdvanced cardiovascular-kidney-metabolic (CKM) syndrome (stages 3-4) signifies high-risk multi-organ dysfunction. The triglyceride-glucose-frailty index (TyG-FI), combining the TyG index with a frailty index, may better reflect both metabolic dysregulation and physiological decline than TyG-related indices alone. This study aimed to examine the association between TyG-FI and advanced CKM syndrome.

methodsThis cross-sectional analysis used 2011-March 2020 National Health and Nutrition Examination Survey data from 6,960 adults with CKM syndrome. CKM syndrome stages 3 or 4 were considered advanced. Survey-weighted logistic regression and restricted cubic splines models were used to evaluate the relationship between TyG-FI and advanced CKM syndrome. The discriminatory power of TyG-FI was assessed using receiver operating characteristic (ROC) curves and compared to other TyG-related indices and FI.

resultsThe highest TyG-FI quartile had significantly increased odds of advanced CKM syndrome (odds ratio: 10.32, 95% confidence intervals: 6.51-16.34) versus the lowest. A unit increase in TyG-FI corresponded to an odds ratio of 2.78 (95% confidence intervals: 2.39-3.22). Restricted cubic splines indicated a nonlinear dose-response association between TyG-FI and advanced CKM syndrome. Furthermore, ROC analysis demonstrated that TyG-FI had superior discriminatory ability (AUC = 0.796) compared to FI and all other TyG-related indices.

conclusionsTyG-FI shows a strong, dose-response association with advanced CKM syndrome and superior predictive performance, suggesting that a higher TyG-FI may increase the risk of advanced CKM syndrome.

Indexed as

Blood GlucoseCardio-Renal SyndromeFrailtyMetabolic SyndromeTriglyceridesAgedCross-Sectional StudiesFemaleHumansMaleMiddle AgedNutrition SurveysBlood GlucoseTriglyceridesCardiovascular-kidney-metabolic syndromeFrailty indexNational Health and Nutrition Examination SurveyTriglyceride-glucose index

Identifiers

PMID42337669
PMCPMC13548615

What Socratic holds

Textmetadata
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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.