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

ORIGINAL RESEARCH article

Front. Cell Dev. Biol.

Sec. Cell Death and Survival

This article is part of the Research TopicCurated Articles in Systems Biology ResearchView all 5 articles

Leveraging PANoptosis-associated Genes for Unraveling Implication of Decidualization Deficiency in Pre-eclampsia via Transcriptome Data and experiment validation

Provisionally accepted
Xiaoxuan  ZhaoXiaoxuan Zhao1,2Yang  ZhaoYang Zhao3Yuanyuan  ZhangYuanyuan Zhang4Qingnan  FanQingnan Fan4Yiming  MaYiming Ma5Aiwu  HuangAiwu Huang1Hongying  TangHongying Tang4Yuepeng  JiangYuepeng Jiang4*Hongli  ZhaoHongli Zhao1*
  • 1Department of Traditional Chinese Medicine (TCM) Gynecology, Hangzhou Hospital of Traditional Chinese Medicine, Hangzhou, China
  • 2Research Institute of Women's Reproductive Health, Zhejiang Chinese Medical University, Hangzhou, China
  • 3The Affiliated Hospital, Nanjing University of Chinese Medicine, Nanjing, China
  • 4The Third Clinical Medical College, Zhejiang Chinese Medical University, Hangzhou, China
  • 5Macau University of Science and Technology, Taipa, Macao, SAR China

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

Background: Decidualization deficiency is a key pathological feature of pre-eclampsia (PE) and is closely associated with aberrant regulation of cell fate. PANoptosis is a recently characterized form of inflammatory programmed cell death that has been implicated in several pregnancy-related disorders. However, its potential involvement in decidualization deficiency in PE remains poorly understood. This study aimed to explore the association between PANoptosis-related genes and decidualization deficiency in PE, and to identify candidate biomarkers and potential therapeutic targets related to PANoptosis. Results: 430 DEGs were determined, and enrichment analysis indicated that these DEGs were mainly involved in inflammation, apoptosis, and dysfunction of decidual tissue in PE. Then, ten PANoptosis-related DEGs in PE were further screened. Following that, immune landscape analysis revealed an aberrant abundance of various immunocytes and the levels of immune checkpoints in the decidual tissue of PE, which were closely associated with the PANoptosis-related DEGs. Next, through machine learning, nine PANoptosis-related signature genes (MAPK3, RIPK1, RIPK3, PYCARD, BAX, TUG1, CDK1, MAPK1, and TAB2) were identified with favorable predictive performance. Besides, the ANN and nomogram models were constructed, and demonstrated high discriminative ability in the training dataset (AUC = 0.999, 95% CI: 0.995-1.000). Consistently, validation in primary HDSCs derived from PE patients and healthy controls confirmed dysregulated expression of these signature genes, accompanied by reduced decidualization markers (PRL, IGFBP1). Furthermore, on the basis of the analysis of nine signature genes, two different subtypes of PE were acquired, in which subtype B showed an immune hyperactivity state compared to subtype A. Furthermore, melatonin was identified as a candidate compound targeting PANoptosis-related genes and showed protective effects in vivo and in vitro, including improved blood pressure, reduced proteinuria, partial restoration of decidualization markers (PRL, IGFBP1, and F-actin), and declined expressions of PANoptosis-related signature genes (BAX, MAPK1, and MAPK3). Importantly, functional experiments demonstrated that MAPK3 knockdown markedly attenuated PANoptosis-associated inflammatory cytokine production, reduced BAX expression, and partially restored F-actin organization and decidualization markers under PANoptosis-inducing conditions.

Keywords: animal experiment, Bioinformatics analysis, Decidualization deficiency, machine learning, PANoptosis, Pre-Eclampsia

Received: 01 Aug 2025; Accepted: 02 Feb 2026.

Copyright: © 2026 Zhao, Zhao, Zhang, Fan, Ma, Huang, Tang, Jiang and Zhao. 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:
Yuepeng Jiang
Hongli Zhao

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.