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ORIGINAL RESEARCH article

Front. Genet.

Sec. Cancer Genetics and Oncogenomics

Volume 16 - 2025 | doi: 10.3389/fgene.2025.1653700

This article is part of the Research TopicTargeted Therapies in Gastric Cancer: Molecular Signatures and Immune Microenvironment InsightsView all 13 articles

Identification and validation of calcium signaling pathway-related biomarkers in T1 and T2 lymph node metastatic gastric cancer

Provisionally accepted
Mingzhi  CaiMingzhi Cai1Xinyang  NieXinyang Nie1Fenglin  CaiFenglin Cai1Xiuding  YangXiuding Yang1Weilin  SunWeilin Sun1Rupeng  ZhangRupeng Zhang1Han  LiangHan Liang1Li  ZhangLi Zhang1*Yonglin  YangYonglin Yang2*
  • 1Department of Gastric Surgery, Tianjin Medical University Cancer Institute & Hospital National Clinical Research Center for Cancer, Tianjin, China
  • 2Department of General Surgery, Gannan Tibetan Autonomous Prefecture People's Hospital, Gansu, China

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

Background: Lymph node (LN) status is crucial for assessing the treatment effectiveness and potential for cure in early gastric cancer (GC; T1-T2), whether treated through endoscopy or surgery. The purpose of this study was to identify biomarkers related to calcium signaling pathway in T1 and T2 lymph node metastatic gastric cancer and explore potential regulatory mechanisms. Methods: All data applied in this study were obtained from public databases. Biomarkers were identified through univariate Cox regression analysis and survival analysis. Subsequently, enrichment analysis, somatic mutation analysis, immune microenvironment analysis, drug sensitivity analysis, and single cell analysis were used to investigate the functional mechanisms. Finally, clinical sample validation was performed. Results: RET was identified as a biomarker through selection. Enrichment analysis indicated that 36 significantly different pathways between the NP (LN-positive samples (N1, N2, N3)) and NO (LN-negative samples (N0)) groups. A total of 2 oncogenic pathways showed significant differences between the NP and NO groups. The scores of 14 immune cell types showed significant differences, including mast cells. RET exhibited the strongest correlation with mast cells. The ESTIMATE score, stromal score, and immune score were significantly elevated in the NP group. Additionally, the NP group showed significantly higher expression of 13 immune checkpoint genes. TP53 had the highest mutation rate in both the NP and NO groups. There was a significant difference in the sensitivity to 15 chemotherapy drugs between the NP and NO groups. Additionally, RET was expressed in multiple cell types, including fibroblasts and mast cells. In both the TCGA-GC-LN and GSE84433 datasets, RET was significantly upregulated in the NP group. The RT-qPCR results of clinical samples also indicated a significant upregulation of RET in the NP group. Conclusion: RET laid the foundation for targeted therapy in the treatment of T1 and T2 lymph node metastatic gastric cancer.

Keywords: Early Gastric Cancer, lymph node metastasis, Calcium signaling pathway, biomarkers, RET

Received: 25 Jun 2025; Accepted: 15 Sep 2025.

Copyright: © 2025 Cai, Nie, Cai, Yang, Sun, Zhang, Liang, Zhang and Yang. 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:
Li Zhang, zhangli@tjmuch.com
Yonglin Yang, 1617707869@qq.com

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