Evidence map›Paper›PMID 42458511›Full record

Observational studyLipids in health and disease2026

Early-pregnancy glucose-lipid signatures and metabolic heterogeneity of gestational diabetes with extension to hypertensive comorbidity in singleton and twin pregnancies: a multicenter cohort study.

Minhuan Lin, Zhaoran Meng, Yiqing Chen, Shuting Xia, Yingnan Ye, Ting Ye, Jian Cai, Linhuan Huang, Li Wen, Yanmin Luo

Abstract readMulticenter StudyObservational Study
In one paragraph

Observational study in Lipids in health and disease, 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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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

10 authors.

Minhuan Lin *Department of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China.
Zhaoran Meng *Department of Obstetrics & Gynecology, The Third Affiliated Hospital of Sun Yat-Sen University, No. 600, Tianhe Road, Guangzhou, China.
Yiqing Chen *Department of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China.
Shuting XiaDepartment of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China.
Yingnan YeDepartment of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China.
Ting YeDepartment of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China.
Jian CaiDepartment of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China. cai_jian@yeah.net.
Linhuan HuangDepartment of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China. hlhuan@mail.sysu.edu.cn.
Li WenDepartment of Obstetrics & Gynecology, Women and Children's Hospital of Chongqing Medical University, No. 120, Longshan Road, Chongqing, China. cqmuwenli@163.com.
Yanmin LuoDepartment of Obstetrics & Gynecology, The First Affiliated Hospital of Sun Yat-Sen University, No. 58, Zhong Shan Er Road, Guangzhou, China. luoyanm@mail.sysu.edu.cn.

Funding

National Key Research and Development Program of China 2023YFC2705900
6 · The paper itself

Abstract

backgroundEarly pregnancy is a critical window for metabolic adaptation, marked by coordinated regulation of glucose and lipid metabolism. Disruption of this balance may contribute to gestational diabetes mellitus (GDM), a condition increasingly recognized as metabolically heterogeneous. Whether early-pregnancy glucose-lipid indices capture this heterogeneity and extend to hypertensive disorders of pregnancy (HDP) remains unclear.

methodsThis retrospective multicenter cohort included 13,419 pregnancies (11,765 singleton and 1,654 twin pregnancies). Fasting glucose and lipid measurements obtained at 5-16 weeks of gestation were used to derive eight composite indices, including the triglyceride-glucose (TyG) index, TyG-BMI, METS-IR, SPISE, AIP, CHG, NHHR, and lnRC. Multinomial logistic regression evaluated associations with GDM subtypes (post-load, isolated fasting, and combined GDM), using normoglycemia as the reference. Extension analyses assessed GDM-HDP phenotypes (GDM-only, HDP-only, and combined GDM-HDP) relative to normoglycemic-normotensive pregnancies. Restricted cubic spline models examined dose-response relationships, and receiver operating characteristic analyses assessed discriminative performance.

resultsEarly-pregnancy glucose-lipid indices showed a clear gradient across GDM subtypes, with progressively stronger associations from post-load GDM to isolated fasting GDM and combined GDM; adjusted odds ratios (ORs) per unit increase in TyG index were 2.54, 6.21, and 8.91, respectively. When analyses were extended to hypertensive outcomes, the strongest association was observed for combined GDM-HDP (adjusted OR, 4.81; 95% confidence interval, 3.35-6.89). Significant interaction with prepregnancy overweight status was observed for TyG-BMI, with more pronounced heterogeneity across HDP-related phenotypes, whereas associations were directionally similar across singleton and twin pregnancies after accounting for center composition. For the highest-risk phenotypes, area under the curve (AUC) values were 0.786 for combined GDM (TyG index and TyG-BMI) and 0.811 for combined GDM-HDP (TyG-BMI). A significant interaction between fasting glucose and high-density lipoprotein cholesterol was detected for both combined GDM (interaction OR 3.61) and combined GDM-HDP (interaction OR 3.79).

conclusionsEarly-pregnancy glucose-lipid indices are associated with a graded pattern of metabolic heterogeneity across GDM subtypes, and a similar pattern is observed for hypertensive comorbidity. These findings are consistent with shared metabolic perturbations underlying glycemic and vascular complications during pregnancy and may inform future approaches to early-pregnancy risk assessment.

Indexed as

Blood GlucoseDiabetes, GestationalHypertension, Pregnancy-InducedLipidsPregnancy, TwinAdultFemaleHumansLipid MetabolismPregnancyRetrospective StudiesTriglyceridesBlood GlucoseLipidsTriglyceridesGestational diabetes mellitusInsulin resistanceLipid metabolismPregnancy-induced hypertensionTriglyceride–glucose indexTwin pregnancy

Identifiers

PMID42458511
PMCPMC13659958

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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.