Evidence map›Paper›PMID 42552472›Full record

ArticleReproductive sciences (Thousand Oaks, Calif.)2026

Integrative Multi-Omics Analysis Identifies Key Molecular Targets Linking Bisphenol A Exposure to Gestational Diabetes Mellitus.

Lu Zheng, Xinying Song, Huiyan Wang, Wenbo Zhou

Abstract read
PubMed Publisher
In one paragraph

Article in Reproductive sciences (Thousand Oaks, Calif.), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

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

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Lu Zheng *Changzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, NO.16 Dingxiang Road, Changzhou, Jiangsu Province, 213000, China.
Xinying Song *Changzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, NO.16 Dingxiang Road, Changzhou, Jiangsu Province, 213000, China.
Huiyan WangChangzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, NO.16 Dingxiang Road, Changzhou, Jiangsu Province, 213000, China. huiyanwang@njmu.edu.cn.
Wenbo ZhouChangzhou Maternal and Child Health Care Hospital, Changzhou Medical Center, Nanjing Medical University, NO.16 Dingxiang Road, Changzhou, Jiangsu Province, 213000, China. wenbozhou@njmu.edu.cn.ORCID http://orcid.org/0000-0001-7254-3731

Funding

Changzhou High-Level Health Talent Cultivation Project 2024CZBJ024Changzhou Key Laboratory of Maternal and Child Health Medicine CM20240013
6 · The paper itself

Abstract

Bisphenol A (BPA) exposure is associated with gestational diabetes mellitus (GDM); however, the underlying molecular mechanisms remain elusive. This study aimed to identify key genes mediating BPA exposure-related GDM through integrative bioinformatics analysis. We integrated BPA-related targets from multiple databases with GDM-associated genes derived from GeneCards and the GSE103552 dataset. Functional enrichment analysis was performed on the intersecting genes. A protein-protein interaction (PPI) network was constructed, and hub genes were identified using four topological algorithms. Machine learning approaches were employed for feature selection. Immune infiltration was assessed, and core gene expression was validated via reverse transcription quantitative polymerase chain reaction (RT-qPCR), additional GEO datasets, and single-cell RNA sequencing data. Thirty-four overlapping genes were identified and found to be enriched in the insulin signaling pathway, the AMPK pathway, and inflammatory responses. Following further screening, five core genes-HSPA8, NR3C1, ITGB1, NOTCH2, and POU5F1-were selected, demonstrating robust diagnostic performance. Immune analysis revealed significant correlations between hub genes and the infiltration levels of immune cells. Consistent expression patterns of ITGB1 and NOTCH2 were validated across additional GEO datasets. RT-qPCR confirmed the downregulation of HSPA8 and the upregulation of NR3C1 and NOTCH2 in GDM. Single-cell analysis corroborated cell-type-specific expression within the placenta. This study elucidates potential molecular links between BPA exposure and GDM, highlighting immune-metabolic dysregulation. The identified core genes may serve as biomarkers or therapeutic targets, thereby advancing precision environmental health strategies for pregnancy.

Indexed as

Benzhydryl CompoundsDiabetes, GestationalEndocrine DisruptorsPhenolsBisphenol A CompoundsFemaleHumansMultiomicsPregnancyProtein Interaction MapsBenzhydryl Compoundsbisphenol ABisphenol A CompoundsEndocrine DisruptorsPhenolsBisphenol AEndocrine-disrupting chemicalsGestational diabetes mellitusMolecular dockingNetwork toxicology

Identifiers

What Socratic holds

Textmetadata
Read underepoch 390

Registered trials

None linked

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.