Evidence map›Paper›PMID 41392320›Full record

ArticleJournal of health, population, and nutrition2025

Comparison of the triglyceride-glucose index and its modified indices for predicting mortality in advanced CLKM syndrome.

Jiahua Liang, Huamei Li, Yueqiao Zhong, Ping Li, Zhihua Huang, Dawei Wang, Junmao Wen

Abstract readComparative Study
In one paragraph

Article in Journal of health, population, and nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Jiahua LiangMeizhou Hospital of Guangzhou University of Chinese Medicine, Meizhou, Guangdong, China.
Huamei LiMeizhou Hospital of Guangzhou University of Chinese Medicine, Meizhou, Guangdong, China.
Yueqiao ZhongMeizhou Hospital of Guangzhou University of Chinese Medicine, Meizhou, Guangdong, China.
Ping LiMeizhou Hospital of Guangzhou University of Chinese Medicine, Meizhou, Guangdong, China.
Zhihua HuangMeizhou Hospital of Guangzhou University of Chinese Medicine, Meizhou, Guangdong, China.
Dawei WangThe Department of Cardiovascular Disease, Chinese Medicine Guangdong Laboratory, Guangdong, 510405, Zhuhai, China. 13902236233@139.com.
Junmao WenThe Department of Cardiovascular Disease, Chinese Medicine Guangdong Laboratory, Guangdong, 510405, Zhuhai, China. 13760723750@163.com.

Funding

National Natural Science Foundation of China 12302409Project of Administration of Traditional Chinese Medicine of Guangdong Province of China 20261406
6 · The paper itself

Abstract

backgroundThe prognostic utility of the triglyceride-glucose (TyG) index and its anthropometry-enhanced variants (TyG-WC, TyG-WHtR, TyG-BMI) for mortality risk in advanced cardiovascular-liver-kidney-metabolic syndrome (CLKM), a multisystem condition involving heart, liver, kidney, and metabolic health, remains unknown.

methodsThis nationwide prospective cohort study included 1384 adults with advanced CLKM syndrome from NHANES 1999-2018. The associations between the TyG index, its modified variants, and all-cause mortality were assessed using weighted multivariable Cox proportional hazards models. Restricted cubic splines (RCS) were used to identify nonlinear associations. To compare predictive performance, C-index, net reclassification index (NRI) and integrated discrimination improvement (IDI) were calculated.

resultsOver a mean 56-month follow-up, 360 deaths were recorded. RCS revealed U-shaped associations (i.e., lower risk at intermediate levels and higher risk at both low and high levels) between TyG indices and mortality (P for nonlinear< 0.05), with inflection points at TyG = 9.56, TyG-WC = 1,039.11, TyG-WHtR = 5.17, and TyG-BMI = 215.85. At values below the inflection points, higher indices were associated with reduced mortality risk. Comparison based on the C-index, NRI, and IDI showed that the modified TyG indices did not outperform the original TyG in mortality prediction. Subgroup analyses confirmed consistency (P for interaction >0.05).

conclusionIn advanced CLKM syndrome, TyG indices exhibit U-shaped mortality association, revealing dual metabolic roles. The original TyG index performs comparably to anthropometry-enhanced variants, supporting its use as a parsimonious risk-stratification tool. Identified inflection points offer actionable thresholds for personalized management.

Indexed as

Blood GlucoseCardiovascular DiseasesMetabolic SyndromeTriglyceridesAdultAgedFemaleHumansMaleMiddle AgedNutrition SurveysPredictive Value of TestsPrognosisProspective StudiesRisk AssessmentBlood GlucoseTriglyceridesAll-cause mortalityCardiovascular–liver–kidney–metabolic syndromeModified triglyceride glucose indicesTriglyceride glucose index

Identifiers

PMID41392320
PMCPMC12822320

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

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.