Evidence mapPaperPMID 42010587Full record

ArticleBMC public health2026

The role of social determinants of health in post-diagnosis gestational weight gain trajectories among women with gestational diabetes mellitus: a multicenter cohort using latent class linear mixed models.

Dan Luo, Xiong Liu, Koubihan Hu, Landie Ji, Wenchi Xie, Landan Kang, Qinquan He, Jie Mei, Jing He

Abstract readMulticenter Study
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Article in BMC public health, 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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9 authors.

Dan Luo *Department of Obstetrics and Gynecology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China.
Xiong Liu *Department of Obstetrics and Gynecology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China.
Koubihan HuDepartment of Obstetrics and Gynecology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.
Landie JiDepartment of Obstetrics and Gynecology, Deyang People's Hospital, Deyang, China.
Wenchi XieDepartment of Obstetrics and Gynecology, The Affiliated Hospital of Southwest Medical University, Luzhou, Sichuan, China.
Landan KangDepartment of Obstetrics and Gynecology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.
Qinquan HeDepartment of Obstetrics and Gynecology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.
Jie MeiDepartment of Obstetrics and Gynecology, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China. 19882349537@163.com.ORCID 0009-0001-1787-0729
Jing HeDepartment of Nursing, Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China. jing26@whu.edu.cn.ORCID 0000-0001-7654-1872

Funding

The Key Research Project of Science and Technology of Sichuan Province 2023YFS0039
6 · The paper itself

Abstract

backgroundExcessive gestational weight gain (GWG) is common among women with gestational diabetes mellitus (GDM) and is associated with adverse maternal and neonatal outcomes. However, the influence of social determinants of health (SDOH) on GWG trajectories in this population remains poorly understood. This study aimed to characterize GWG trajectories and evaluate how SDOH influence these patterns.

methodsWe conducted a multicenter cohort study of women with GDM who delivered at four hospitals in Wuhan, China. GWG trajectories were based on at least three weight measurements from GDM diagnosis to delivery, with gain defined as current weight minus pre-pregnancy or early-pregnancy weight measured before 8 weeks, and were modeled using latent class linear mixed models. SDOH was assessed using 19 indicators across five dimensions, summarized into a composite index, and further divided into three tertiles. Associations between SDOH classes and GWG trajectories were examined with multinomial logistic regression adjusted for maternal age, pre-pregnancy body mass index (BMI), education, employment, and parity. Subgroup analyses were conducted according to pre-pregnancy BMI (< 24.0 vs. ≥ 24.0 kg/m²).

resultsAmong 1,916 women, three GWG trajectories were identified: low weight gain (33.40%), moderate weight gain (50.42%), and high weight gain (16.28%). SDOH were categorized into three tertile-based classes: Class 1 (most advantaged), Class 2 (intermediate), and Class 3 (most disadvantaged). In the fully adjusted multinomial logistic regression model G, compared with women in Class 1, those in Class 3 had higher odds of belonging to the high weight gain trajectory rather than the moderate trajectory (aOR = 2.18, 95% CI 1.49–3.20). In subgroup analyses, among women with pre-pregnancy BMI < 24.0 kg/m², both Class 2 and Class 3 were associated with higher odds of the high weight gain trajectory (Class 2: aOR = 1.56, 95% CI 1.03–2.37; Class 3: aOR = 3.16, 95% CI 1.99–5.01), whereas no significant association with the high weight gain trajectory was observed among women with pre-pregnancy BMI ≥ 24.0 kg/m².

conclusionsAmong women with GDM, GWG follows three distinct trajectories. Greater social disadvantage is associated with a higher likelihood of high GWG. These findings support the early identification of socially disadvantaged women and the development of BMI-specific, socially informed prenatal weight management strategies.

trial registrationChiCTR2200063189, registered 01 September 2022.

Indexed as

Diabetes, GestationalGestational Weight GainSocial Determinants of HealthAdultBody Mass IndexChinaCohort StudiesFemaleHumansLatent Class AnalysisLinear ModelsPregnancyWeight GainGestational diabetes mellitusGestational weight gainLatent class linear mixed modelSocial determinants of healthSocioeconomic factors

Identifiers

PMID42010587
PMCPMC13227808

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LicenceCC BY-NC-ND
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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.