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Features of tumor cells and microenvironment associated with recurrence risk of mesenchymal-subtype gastric cancer based on bulk RNA-seq and scRNA-seq
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Yuwei PAN1, 2, Yuting TAN1, Rui XUE1, Zhaole CHU3, Biying LIU3, Xianfeng LI3, Tao WANG3, Bin WANG1, 3, Xuan ZHANG4, Yongtao YANG1, 2
Journal of Army Medical University | 2025, 47(5) : 443 - 452
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Journal of Army Medical University | 2025, 47(5): 443-452
• Monographic Reports •
Features of tumor cells and microenvironment associated with recurrence risk of mesenchymal-subtype gastric cancer based on bulk RNA-seq and scRNA-seq
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Yuwei PAN1, 2, Yuting TAN1, Rui XUE1, Zhaole CHU3, Biying LIU3, Xianfeng LI3, Tao WANG3, Bin WANG1, 3, Xuan ZHANG4, Yongtao YANG1, 2
Affiliations
  • 1School of Medicine,Chongqing University,Chongqing
  • 2Department of Gastroenterology,Chongqing University Cancer Hospital,Chongqing
  • 3Department of Gastroenterology,Chongqing Key Laboratory of Precise Prevention and Treatment of Digestive Malignancies,Army Medical Center of PLA/Daping Hospital of Third Military Medical University,Chongqing
  • 4Department of Oncology,Chongqing Hospital of Traditional Chinese Medicine,Chongqing,China
Published: 2025-03-15 doi: 10.16016/j.2097-0927.202411050
Outline
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Objective‍

To analyze clinical characteristics of mesenchymal-subtype gastric cancer (Mes-GC) by integrating multi-omics data and explore the characteristics of tumor cells and microenvironment associated with the risk for recurrence.

Methods‍

Gastric tumor tissue samples were collected from the patients who visited Department of Gastroenterology of Army Medical Center of PLA from January 2022 to December 2023. Transcriptome and genome sequencing were applied for these tissue samples, including 19 cases of diffuse-type gastric cancer, 22 cases of intestinal-type gastric cancer, and 23 cases of mixed-type gastric cancer patients. Bioinformatics analysis was employed to investigate the differences in clinical characteristics and tumor microenvironment between Mes-GC and non-mesenchymal-subtype gastric cancer (non-Mes-GC) by integrating data resources including The Cancer Genome Atlas (TCGA), Gene Expression Omnibus (GEO), and National Genomics Data Center (NGDC).

Results‍

Compared to non-Mes-GC patients, Mes-GC ones were characterized by later clinical stages, deeper tumor infiltration, and higher rates of lymph node metastasis. Kaplan-Meier survival analysis confirmed that Mes-GC patients were associated with shorter survival time, poor prognosis as well as increased risk of cancer recurrence (P<0.05). Single-cell RNA sequencing data revealed that tumor cells in Mes-GC showed higher expression levels of the genes related to stemness, metastasis (P<0.05), and epithelial-mesenchymal transition (EMT). And in the tumor microenvironment, there were significant more myeloid cells, smooth muscle cells, endothelial cells and fibroblasts, with the most pronounced elevation in the proportion of fibroblasts (P<0.05). Moreover, the patients with larger proportion of fibroblasts were associated with poorer prognosis.

Conclusion‍

Mes-GC tumor cells exhibit higher stemness and EMT characteristics, and stromal cells such as myeloid cells, endothelial cells, and fibroblasts are enriched in the tumor microenvironment. These features may be key factors contributing to poor prognosis and high recurrence rate of Mes-GC.

mesenchymal-subtype gastric cancer  /  tumor microenvironment  /  bioinformatics  /  prognosis
潘雨薇, 谭玉婷, 薛锐, 储召乐, 刘碧颖, 李先锋, 王涛, 王斌, 张璇, 杨永涛. 基于普通转录组和单细胞转录组测序解析间质型胃癌复发风险相关的肿瘤细胞及微环境特征. 陆军军医大学学报, 2025 , 47 (5) : 443 -452 . DOI: 10.16016/j.2097-0927.202411050
Yuwei PAN, Yuting TAN, Rui XUE, Zhaole CHU, Biying LIU, Xianfeng LI, Tao WANG, Bin WANG, Xuan ZHANG, Yongtao YANG. Features of tumor cells and microenvironment associated with recurrence risk of mesenchymal-subtype gastric cancer based on bulk RNA-seq and scRNA-seq[J]. Journal of Army Medical University, 2025 , 47 (5) : 443 -452 . DOI: 10.16016/j.2097-0927.202411050
Year 2025 volume 47 Issue 5
23
8
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Article Info
doi: 10.16016/j.2097-0927.202411050
  • Receive Date:2024-11-12
  • Online Date:2026-10-30
  • Published:2025-03-15
Article Data
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History
  • Received:2024-11-12
  • Revised:2025-01-06
Affiliations
    1School of Medicine,Chongqing University,Chongqing
    2Department of Gastroenterology,Chongqing University Cancer Hospital,Chongqing
    3Department of Gastroenterology,Chongqing Key Laboratory of Precise Prevention and Treatment of Digestive Malignancies,Army Medical Center of PLA/Daping Hospital of Third Military Medical University,Chongqing
    4Department of Oncology,Chongqing Hospital of Traditional Chinese Medicine,Chongqing,China
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
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Percentage of
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Genus
种数
Number of
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Percentage of total
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鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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