
94% of researchers rate our articles as excellent or good
Learn more about the work of our research integrity team to safeguard the quality of each article we publish.
Find out more
ORIGINAL RESEARCH article
Front. Immunol.
Sec. Cancer Immunity and Immunotherapy
Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1571431
This article is part of the Research TopicThe Role of Metabolic Reprogramming in Tumor TherapyView all 11 articles
The final, formatted version of the article will be published soon.
Select one of your emails
You have multiple emails registered with Frontiers:
Notify me on publication
Please enter your email address:
If you already have an account, please login
You don't have a Frontiers account ? You can register here
Background: Recent studies have increasingly reported abnormal glutathione (GSH) metabolism within the tumor microenvironment across various solid tumors. However, the specific mechanisms underlying aberrant GSH metabolism in pancreatic cancer (PC) remain unclear. This study aims to investigate the prognostic significance of GSH metabolism-related genes in PC and to identify key molecular targets, thereby providing novel perspectives for targeted PC therapy.Methods: The GSH metabolism gene set was retrieved from the KEGG database.Utilizing single-cell transcriptomic data from the GSE205049 dataset, this study analyzed the variation in GSH metabolic signaling intensity across distinct cell types within the tumor microenvironment of PC. Additionally, transcriptomic data from multiple repositories, including TCGA, ICGC, and GEO, comprising a total of 930 patients with PC, were integrated to construct a prognostic molecular classifier related to GSH metabolism. Furthermore, the role of the key gene GSTA4 in PC was experimentally validated through a series of in vitro assays.Results: Significant differences in GSH metabolic signaling intensity were observed across various cell types in both normal pancreatic and PC tissues. A prognostic signature comprising six GSH metabolism-related genes (GSTA5, PGD, IDH1, GSTA4, GPX2, and GPX3) was established, wherein a high risk score was associated with a poorer patient prognosis. Notably, GSTA4 expression was significantly reduced in PC tissues, and higher GSTA4 levels were linked to a favorable prognosis.In vitro functional analyses demonstrated that GSTA4 overexpression markedly inhibited PC cell proliferation and migration.The GSH metabolism-associated prognostic signature developed in this study effectively identifies high-risk patients with PC. As a prognostic protective factor, GSTA4 exhibits downregulated expression in PC tissues and suppresses tumor proliferation and migration, highlighting its potential as a therapeutic target.
Keywords: single-cell RNA sequencing, Bulk RNA sequencing, GSH metabolism, GSTA4 gene, Pancreatic Cancer
Received: 05 Feb 2025; Accepted: 07 Apr 2025.
Copyright: © 2025 Jia, Zhang, Wang, Cao, Song, Lan and Hu. 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:
Anran Song, First Affiliated Hospital of Zhengzhou University, Zhengzhou, 450052, Henan Province, China
Chao Lan, Department of Emergency Medicine, First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan Province, China
Yuepeng Hu, Department of Emergency Medicine, First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan Province, China
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.
Supplementary Material
Research integrity at Frontiers
Learn more about the work of our research integrity team to safeguard the quality of each article we publish.