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ORIGINAL RESEARCH article

Front. Oncol.

Sec. Gastrointestinal Cancers: Gastric and Esophageal Cancers

Integrative single-cell atlas unveils heterogeneity and prognostic value of cancer-associated fibroblasts in gastric cancer

Provisionally accepted
  • 1Digestive Diseases Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, China
  • 2Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, China
  • 3Guangzhou First People's Hospital, Guangzhou, Guangdong Province, China
  • 4Shenzhen People's Hospital, Jinan University, Shenzhen, Guangdong Province, China
  • 5Department of Clinical laboratory, Guangzhou First People’s Hospital, School of Medicine, South China University of Technology, Guangzhou, China

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

Gastric cancer (GC) exhibits molecular heterogeneity and diverse immune cell infiltration patterns closely associated with patient prognosis. However, a comprehensive understanding of the variations in immune cell phenotypes among different patient subgroups still needs to be improved. In this study, we performed a detailed analysis of the tumor microenvironment in GC by integrating 200,466 single cells from 72 patients across six datasets. We classified patients into immune-deserted, B, T, and myeloid cell subtypes. Using genomic and clinical data from TCGA samples, we identified cellular components associated with tumor histology and genotypes. GC patients were stratified into immune-deserted, B cell, T cell, and myeloid cell subtypes, and we described the pathway and transcription factor activity characteristics of different microenvironment subtypes. Integration of bulk RNA-seq data reveals that fibroblasts and endothelial cells were associated with adverse patient outcomes whereas NK and T cells were notably correlated with improved prognosis. Subsequently, we focused on characterizing cancer-associated fibroblasts (CAFs) and discovered that they acquire new functional properties within the tissue microenvironment, providing evidence of CAF plasticity. We constructed a novel four-gene CAF signature including SPARC, EFEMP1, RGS5 and SERPINE1 which may enhance patient stratification and prognostic prediction of GC patients. qPCR analysis revealed that the significant expressions of SPARC, EFEMP1, RGS5 and SERPINE1 were significantly upregulated in gastric cancer tissues compared to the normal tissues. Our study provides insights into the composition of the tumor microenvironment and construction of a four-gene CAF signature associated with clinical prognosis, offering new perspectives for the clinical management of gastric cancer.

Keywords: gastric cancer, cancer-associated fibroblasts, single cell, biomarker, prognosis

Received: 23 Jan 2025; Accepted: 29 Oct 2025.

Copyright: © 2025 Zhuang, Jiang, Zhu, Hong, Sun, Wu, Yin, Deng and Jiang. 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:
Kaiming Wu, drkmwu@163.com
Haofan Yin, yinhf@mail2.sysu.edu.cn
Cuncan Deng, dengcc@mail2.sysu.edu.cn
Ping Jiang, jiangp45@mail2.sysu.edu.cn

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