Evidence map›Paper›PMID 42729237›Full record

ArticleFrontiers in endocrinology2026

The gamma-glutamyltransferase-to-estimated glomerular filtration rate composite index is associated with arterial stiffness: a cross-sectional secondary analysis of a health check-up population.

Tengfei Gu, Guanghui Li, Gen Li, Pan Gao, Yang Su, Xiaoyang Li, Ziniu Zhao

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Article in Frontiers in endocrinology, 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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5 · Who and what money

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7 authors.

Tengfei GuDepartment of Cardiac Surgery, Fuwai Central China Cardiovascular Hospital, Henan Cardiovascular Disease Center (Central China Subcenter of National Center for Cardiovascular Diseases), Central China Fuwai Hospital of Zhengzhou University, Henan Provincial Cardiovascular Hospital, Zhengzhou, China.
Guanghui LiDepartment of Cardiac Surgery, Fuwai Central China Cardiovascular Hospital, Henan Cardiovascular Disease Center (Central China Subcenter of National Center for Cardiovascular Diseases), Central China Fuwai Hospital of Zhengzhou University, Henan Provincial Cardiovascular Hospital, Zhengzhou, China.
Gen LiDepartment of Cardiac Surgery, Fuwai Central China Cardiovascular Hospital, Henan Cardiovascular Disease Center (Central China Subcenter of National Center for Cardiovascular Diseases), Central China Fuwai Hospital of Zhengzhou University, Henan Provincial Cardiovascular Hospital, Zhengzhou, China.
Pan GaoDepartment of Cardiac Surgery, Fuwai Central China Cardiovascular Hospital, Henan Cardiovascular Disease Center (Central China Subcenter of National Center for Cardiovascular Diseases), Central China Fuwai Hospital of Zhengzhou University, Henan Provincial Cardiovascular Hospital, Zhengzhou, China.
Yang SuDepartment of Cardiac Surgery, Fuwai Central China Cardiovascular Hospital, Henan Cardiovascular Disease Center (Central China Subcenter of National Center for Cardiovascular Diseases), Central China Fuwai Hospital of Zhengzhou University, Henan Provincial Cardiovascular Hospital, Zhengzhou, China.
Xiaoyang LiDepartment of Cardiac Surgery, Fuwai Central China Cardiovascular Hospital, Henan Cardiovascular Disease Center (Central China Subcenter of National Center for Cardiovascular Diseases), Central China Fuwai Hospital of Zhengzhou University, Henan Provincial Cardiovascular Hospital, Zhengzhou, China.
Ziniu ZhaoDepartment of Cardiac Surgery, Fuwai Central China Cardiovascular Hospital, Henan Cardiovascular Disease Center (Central China Subcenter of National Center for Cardiovascular Diseases), Central China Fuwai Hospital of Zhengzhou University, Henan Provincial Cardiovascular Hospital, Zhengzhou, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: Elevated gamma-glutamyltransferase (GGT), a marker of oxidative stress and cardiometabolic burden, and reduced estimated glomerular filtration rate (eGFR) are each linked to arterial stiffness, but they are usually examined separately. This study evaluated whether a single index integrating both-the GGT-eGFR composite index-is associated with brachial-ankle pulse wave velocity (baPWV). Methods: This was a cross-sectional analysis of 893 adults from a Japanese health check-up program. The composite index was calculated as ln(GGT) × 100/eGFR. Its association with baPWV (continuous) and with elevated baPWV (≥1400 and ≥1600 cm/s) was assessed using multivariable linear and logistic regression, restricted cubic splines, joint GGT×eGFR stratification, subgroup analyses, and sensitivity analyses. Models containing the composite index were also compared with models containing ln(GGT), eGFR, or both components. Results: baPWV increased across index quartiles (1295 to 1531 cm/s). In the fully adjusted model, each 1-SD increment in the index was associated with a 20.46 cm/s higher baPWV (95% CI 5.64-35.28; P = 0.007); the highest versus lowest quartile difference was 74.77 cm/s (95% CI 33.96-115.57; P<0.001). The index was also associated with baPWV ≥1400 cm/s (OR 1.32, 95% CI 1.06-1.64) and ≥1600 cm/s (OR 1.36, 95% CI 1.04-1.79). Direct model comparisons showed a modest improvement in model fit for continuous baPWV after inclusion of the composite index, while categorical model performance was broadly comparable across models. Restricted cubic spline analysis showed an overall association with baPWV (P for overall = 0.011), with no statistically significant evidence of departure from linearity (P for non-linearity = 0.192). The association was consistent across sensitivity analyses. Conclusion: In this cross-sectional secondary analysis, a higher exploratory GGT-eGFR-derived index remained associated with higher baPWV after multivariable adjustment. Direct comparison with ln(GGT) and eGFR showed only modest differences in model fit, and prospective external validation is required before clinical application can be considered.

Indexed as

gamma-GlutamyltransferaseGlomerular Filtration RateVascular StiffnessAdultAgedAnkle Brachial IndexBiomarkersCross-Sectional StudiesFemaleHumansJapanMaleMiddle AgedPulse Wave AnalysisBiomarkersgamma-Glutamyltransferasearterial stiffnessbrachial-ankle pulse wave velocitycardiometabolic riskcomposite indexestimated glomerular filtration rategamma-glutamyltransferaseoxidative stress

Identifiers

PMID42729237
PMCPMC13561847

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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.