Your new experience awaits. Try the new design now and help us make it even better

ORIGINAL RESEARCH article

Front. Endocrinol.

Sec. Reproduction

Volume 16 - 2025 | doi: 10.3389/fendo.2025.1661666

Investigating the Causal Role of Cellular Senescence-Related Genes in Preeclampsia: A Multi-Omics Mendelian Randomization Study with Differential Expression Analysis

Provisionally accepted
Hao  ZhuHao ZhuYi  YuYi YuJue  WangJue WangChengjie  WangChengjie WangZhenzhen  LiuZhenzhen LiuXiaoyue  ZhangXiaoyue ZhangRong  HuRong HuWeirong  GuWeirong Gu*
  • Obstetrics & Gynecology Hospital of Fudan University, Shanghai Key Lab of Reproduction and Development, Shanghai Key Lab of Female Reproductive Endocrine Related Diseases, Shanghai, China

The final, formatted version of the article will be published soon.

Background: The causal role of cellular senescence in preeclampsia pathogenesis is not fully established. This study aimed to systematically prioritize key senescence-related genes potentially driving preeclampsia using a Mendelian randomization (MR) framework. Results: We integrated genome-wide association studies (GWAS) of preeclampsia with expression, methylation, and proteomic quantitative trait loci (eQTLs/mQTLs/pQTLs) data for 866 senescence-related genes. Summary-data-based MR (SMR) coupled with the HEIDI (Heterogeneity in Dependent Instruments) test were used to assess causal associations and pleiotropy. Colocalization analysis evaluated shared genetic variants between QTLs and preeclampsia GWAS signals. Significant MR findings were explored for replication in an independent GWAS cohort (GCST90301704). Preliminary experimental support involved RT-PCR analysis of candidate genes in placental tissues from 10 preeclampsia patients and 5 gestational age-matched (34–38 weeks) healthy controls. Integration of SMR/HEIDI tests and colocalization (PPH4 > 0.5) prioritized 12 eQTLs, 62 mQTLs, and 2 pQTLs linked to preeclampsia. mQTL-eQTL analysis implicated methylation-regulated expression of ATG16L1, PMVK, and MAP3K14, offering valuable hypotheses for mechanistic studies. Conclusion: Placental RT-PCR showed upregulated ATG16L1 and downregulated PMVK, MAP3K14, NSUN2, and CDC25A in preeclampsia. Key genes (ATG16L1, PMVK, MAP3K14, NSUN2, CDC25A) link cellular senescence to preeclampsia, offering insights for mechanistic studies and therapeutic targeting.

Keywords: Preeclampsia, cellular senescence, Mendelian randomization, Colocalization analysis, Gene Expression, DNA Methylation

Received: 11 Jul 2025; Accepted: 13 Oct 2025.

Copyright: © 2025 Zhu, Yu, Wang, Wang, Liu, Zhang, Hu and Gu. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Weirong Gu, guweirong@fudan.edu.cn

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.