Evidence map›Paper›PMID 41606516›Full record

ArticleBMC pregnancy and childbirth2026

Association of late-pregnancy triglyceride-glucose index and growth differentiation factor 15 with adverse pregnancy outcomes in women with gestational diabetes mellitus.

Hang Liu, Yufeng Mei, Jingru Cheng, Shulin Zeng, Hua Liang

Abstract read
In one paragraph

Article in BMC pregnancy and childbirth, 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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1 · What the graph read from it

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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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4 · The record

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5 · Who and what money

Authors and funding

5 authors.

Hang LiuDepartment of Clinical Laboratory, Institute of Translational Medicine, Renmin Hospital of Wuhan University, Wuhan, China.
Yufeng MeiDepartment of Laboratory Medicine, Second Xiangya Hospital, Central South University, Changsha, Hunan, China.
Jingru ChengDepartment of Clinical Laboratory, Wuhan Wuchang Hospital, Wuhan, Hubei, China.
Shulin ZengDepartment of Clinical Laboratory, Wuhan Wuchang Hospital, Wuhan, Hubei, China.
Hua LiangDepartment of Obstetrics and Gynecology, Renmin Hospital of Wuhan University, Wuhan, China. rm001026@whu.edu.cn.

Funding

the Development Center for Medical Science & Technology, National Health Commission of the People's Republic of China WKZX2024DN0169the Natural Science Foundation of Hubei Province, China 2024AFB111the Open Project of Hubei Key Laboratory 2023KFZZ010
6 · The paper itself

Abstract

backgroundGestational diabetes mellitus (GDM) is a common metabolic disorder during pregnancy and is closely associated with adverse pregnancy outcomes (APO), such as preeclampsia, preterm birth, and macrosomia. The triglyceride-glucose (TyG) index and growth differentiation factor 15 (GDF-15) have emerged as novel biomarkers in cardiovascular and metabolic diseases. However, their potential relevance to APO in late pregnancy among women with GDM remains unclear.

methodsA total of 275 pregnant women diagnosed with GDM between January 2024 and March 2025 were enrolled in this study. Participants were categorized into two groups based on the presence or absence of APO: GDM patients with APO and GDM patients without APO. Serum levels of GDF-15 were measured using enzyme-linked immunosorbent assay (ELISA), and the TyG index was calculated using fasting triglyceride and glucose levels.

resultsCompared with the GDM without APO group, patients in the GDM with APO group exhibited significantly higher serum levels of GDF-15 and TyG index (both p < 0.05). Multivariate logistic regression analysis revealed that both the TyG index (OR = 1.672, 95%CI:1.074–2.602, p < 0.05) and GDF-15 (OR = 1.002, 95%CI:1.001–1.003, p < 0.05) were independent predictors of APO. After adjusting for all potential confounders, restricted cubic spline analysis indicated a positive association between both biomarkers and the risk of APO. Furthermore, receiver operating characteristic (ROC) analysis demonstrated that the combined model incorporating TyG and GDF-15 yielded an AUC of 0.722 (95%CI:0.661–0.784), suggesting good predictive performance.

conclusionElevated TyG index and GDF-15 levels in late pregnancy are potential predictive biomarkers for APO in women with GDM. Combined assessment of these markers may enhance clinical risk stratification and inform targeted management strategies.

Indexed as

Blood GlucoseDiabetes, GestationalGrowth Differentiation Factor 15TriglyceridesAdultBiomarkersFemaleHumansPre-EclampsiaPregnancyPregnancy OutcomePregnancy Trimester, ThirdPremature BirthROC CurveBiomarkersBlood GlucoseGDF15 protein, humanGrowth Differentiation Factor 15TriglyceridesAdverse pregnancy outcomesGDF-15GDMLate pregnancyTyG index

Identifiers

PMID41606516
PMCPMC12930646

What Socratic holds

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LicenceCC BY-NC-ND
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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.