Evidence map›Paper›PMID 40584102›Full record

ArticleFrontiers in nutrition2025

ZJU index as a predictive biomarker of gestational diabetes mellitus: a prospective cohort analysis.

Ziyi Xu, Xuewei Li, Hui Wang, Liuyang Xu, Changhui Li

Abstract read
In one paragraph

Article in Frontiers in nutrition, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers.

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0cells of the map it votes in
5citing 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

5 citing papers in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Ziyi XuCollege of Traditional Chinese Medicine, Changchun University of Chinese Medicine, Changchun, China.
Xuewei LiThe Affiliated Hospital of Changchun University of Chinese Medicine, Changchun, China.
Hui WangThe Affiliated Hospital of Changchun University of Chinese Medicine, Changchun, China.
Liuyang XuCollege of Traditional Chinese Medicine, Changchun University of Chinese Medicine, Changchun, China.
Changhui LiCollege of Traditional Chinese Medicine, Changchun University of Chinese Medicine, Changchun, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: The ZJU index, incorporating fasting plasma glucose (FPG), lipid profiles, liver enzymes, and body mass index (BMI), serves as a multidimensional tool for assessing metabolic dysregulation. This prospective investigation examined first-trimester ZJU index associations with both gestational diabetes mellitus (GDM) risk and nonalcoholic fatty liver disease (NAFLD) during pregnancy, while simultaneously evaluating the relationships between lipid profiles, liver enzymes, and GDM development. Methods: We conducted analyses using multivariable logistic regression and restricted cubic splines (RCS) to assess associations of the ZJU index, liver enzymes, and blood lipids with GDM, as well as the association between the ZJU index and NAFLD. Subgroup analyses were conducted to evaluate the correlation between the ZJU index (stratified by age and reproductive history) and GDM. The receiver operating characteristic (ROC) curve assessed the ZJU index's predictive power. The robustness of the findings was verified via sensitivity analyses. Results: In the multivariable regression model, the ZJU index showed a significant positive association with GDM, after adjusting for confounders [OR = 1.22, 95% CI (1.13-1.32)]. The RCS analysis revealed a linear dose-response relationship between the ZJU index and GDM. The area under the curve (AUC) for the ZJU index was 0.802, indicating a high predictive ability for GDM. Associations between the ZJU index and GDM remained consistent across subgroups and sensitivity analyses. Conclusion: The ZJU index is closely associated with GDM prevalence.

Indexed as

early pregnancygestational diabetes mellituslipid indexliver enzymeZJU

Identifiers

PMID40584102
PMCPMC12202635

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.