Evidence map›Paper›PMID 40692596›Full record

ArticleFrontiers in endocrinology2025

Nonlinear association between gamma-glutamyl transferase to high-density lipoprotein cholesterol ratio and risk of progression from normoglycemia to prediabetes: a 5-year cohort study.

Chuang Gao, Cailing Yu, Peijie Shi, Dehong Liu, Qiming Li, Yong Han

Abstract read
In one paragraph

Article in Frontiers in endocrinology, 2025. 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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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

6 authors.

Chuang Gao *Department of Emergency, Shenzhen Dapeng New District Kuichong People's Hospital, Shenzhen, China.
Cailing Yu *Department of Emergency, Shenzhen Dapeng New District Kuichong People's Hospital, Shenzhen, China.
Peijie Shi *Department of Emergency, Shenzhen Dapeng New District Kuichong People's Hospital, Shenzhen, China.
Dehong LiuDepartment of Emergency, Shenzhen Second People's Hospital, Shenzhen, Guangdong, China.
Qiming LiDepartment of Emergency, Shenzhen Second People's Hospital, Shenzhen, Guangdong, China.
Yong HanDepartment of Emergency, Shenzhen Second People's Hospital, Shenzhen, Guangdong, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Objective: Current research on the association between the Gamma-glutamyl transferase to high-density lipoprotein ratio (GHR) and the risk of prediabetes (pre-DM) remains scarce. This study aims to explore the potential link between GHR and the risk of progression from normoglycemia to pre-DM. Methods: This retrospective cohort study included 8,168 individuals who voluntarily underwent health examinations at Shenzhen Dapeng New District Kuichong People's Hospital between January 2018 and December 2023. To assess the association between GHR and the risk of developing pre-DM, Cox proportional hazards regression models were employed. Cox proportional hazards regression model with cubic spline function was further utilized to investigate potential nonlinear association. Moreover, a competing risk Cox proportional hazards model was applied to account for the progression from normoglycemia to diabetes (DM) as a competing event in the progression from normoglycemia to pre-DM. Subgroup analyses and multiple sensitivity analyses were also performed to ensure the robustness of the findings. Results: Following multivariate adjustment, elevated GHR demonstrated a significant correlation with increased risk of progression from normoglycemia to pre-DM, showing a hazard ratio(HR) of 1.061 (95% CI: 1.028-1.095) for each 5-unit increment. A nonlinear relationship between them was identified, with an inflection point at a GHR value of 24.37. On the left side of the inflection point, the HR for the association between GHR (per 5-unit increase) and pre-DM risk was 1.394 (95% CI: 1.197, 1.623). Furthermore, the competing risk model revealed an HR of 1.05 (95% CI: 1.02, 1.09) for the association between GHR (per 5-unit increase) and pre-DM risk. Multiple sensitivity analyses confirmed the stability and reliability of these results. Conclusion: This study demonstrates that elevated GHR exhibits both a positive and nonlinear relationship with the risk of progression from normoglycemia to pre-DM among Chinese adults. Maintaining GHR values below the threshold of 24.37, coupled with further reduction efforts, may serve as an effective strategy to minimize pre-DM risk.

Indexed as

Cholesterol, HDLgamma-GlutamyltransferasePrediabetic StateAdultAgedBlood GlucoseCohort StudiesDisease ProgressionFemaleFollow-Up StudiesHumansMaleMiddle AgedRetrospective StudiesRisk FactorsBlood GlucoseCholesterol, HDLgamma-Glutamyltransferasecompeting risk modelnonlinearityprediabetesγ-glutamyl transferaseγ-glutamyl transferase to high-density lipoprotein ratio

Identifiers

PMID40692596
PMCPMC12277162

What Socratic holds

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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.