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ORIGINAL RESEARCH article

Front. Immunol.

Sec. Cancer Immunity and Immunotherapy

Volume 16 - 2025 | doi: 10.3389/fimmu.2025.1653903

This article is part of the Research TopicThe Insights of Multi-Omics into the Microenvironment After Tumor Metastasis: A Paradigm Shift in Molecular Targeting Modeling and Immunotherapy for Advanced Cancer PatientsView all 20 articles

Development and validation of a novel sodium-overload related genes signature for prognostic prediction in breast cancer: integrating bioinformatics and experimental approaches

Provisionally accepted
  • 1Second Affiliated Hospital of Soochow University, Suzhou, China
  • 2University of Florida, Gainesville, United States
  • 3Shanghai Jiao Tong University School of Medicine, Shanghai, China
  • 4Jining Medical University, Jining, China

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

Necrosis induced by sodium overload (NECSO) has been recently identified as a novel form of regulated cell death. However, the specific genes associated with sodium overload in breast cancer (BC) remain uncharacterized. In this study, 753 differentially expressed SORGs (DESORGs) were identified. Pathway enrichment analyses elucidated their functional roles. Univariate Cox regression identified 67 prognostic DESORGs. 101 combinations of ten machine learning algorithms were employed to construct prognostic models, with Ridge regression model demonstrating optimal performance. SHAP analysis identified key features, with IFNG being the most important. Risk score was identified as an independent prognostic factor, outperforming traditional clinical variables (AUC: 0.845), and was used to develop a nomogram with good calibration (C-index: 0.815). Mendelian randomization analysis suggested a protective causal effect of NR1H3 on BC. Tumor tissues showed significantly reduced NR1H3 expression, which predicted improved overall survival (p=0.02). In vitro, NR1H3 overexpression suppressed proliferation, colony formation, migration, and invasion, while its knockdown had opposite effects. GSEA and GSVA indicated that high NR1H3 expression is linked to immune activation pathways. Molecular docking identified Cephaeline and Emetine as potential drugs that upregulate NR1H3 expression. These findings highlight NR1H3 as a novel SORG and a promising therapeutic target in BC.

Keywords: breast cancer, sodium overload, NR1H3, Prognostic model, Therapeutic target

Received: 25 Jun 2025; Accepted: 18 Sep 2025.

Copyright: © 2025 Feng, Yang, Xu, Li, Su, Wu and Xing. 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:
Fei Wu, wufei@mail.jnmc.edu.cn
Chungen Xing, xingcg@suda.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.