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Spatial profiling of gastric cancer reveals distinct transcriptional meta-programs driving immunosuppressive microenvironment
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Ziyi PENG1, Yongchao ZHANG1, Zhenkun LIU1, 2, Junyu XIANG1, Xianfeng LI1, Qiu QIU3, Bin WANG1
Journal of Army Medical University | 2026, 48(3) : 272 - 282
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Journal of Army Medical University | 2026, 48(3): 272-282
• Basic Medicine •
Spatial profiling of gastric cancer reveals distinct transcriptional meta-programs driving immunosuppressive microenvironment
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Ziyi PENG1, Yongchao ZHANG1, Zhenkun LIU1, 2, Junyu XIANG1, Xianfeng LI1, Qiu QIU3, Bin WANG1
Affiliations
  • 1Department of Gastroenterology, Chongqing Key Laboratory of Precise Prevention and Treatment of Digestive Malignancies, Daping Hospital, Army Medical University (Third Military Medical University), Chongqing
  • 2Department of Cell Biology, College of Basic Medical Sciences, Army Medical University(Third Military Medical University), Chongqing
  • 3Department of Gastroenterology, Chongqing Hechuan People’s Hospital, Chongqing, China
Published: 2026-02-15 doi: 10.16016/j.2097-0927.202512013
Outline
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Objective

To systematically characterize tumor microenvironmental features and spatial cellular interactomes associated with distinct transcriptional meta-program (MP) in gastric cancer, and explore their clinical implications.

Methods

We integrated 2 gastric cancer single-cell RNA sequencing (scRNA-seq) datasets to identify malignant cell-derived transcriptional MP. The prognostic value was validated in 3 independent bulk transcriptomic cohorts: The Cancer Genome Atlas (TCGA), GSE15459, and GSE66229. Using scRNA-seq, we dissected MP-specific shifts in microenvironmental cell composition and inferred dominant ligand-receptor interactions. Spatial transcriptomics confirmed the co-localization of implicated cell subsets and signaling pairs. Survival analyses were used to access the associations between key cellular signatures/interaction signatures and patient outcomes.

Results

Four MP from MP1 to MP4 were identified in malignant cells. High expression of MP2 and MP4 significantly correlated with worse overall survival (P<0.05). In MP2-high tumors, SPP1⁺ macrophages were enriched and predicted to interact with T3 neutrophils via the SPP1-CD44 ligand-receptor pair, with spatial co-localization validated. Both SPP1⁺ macrophage signature (P=0.007) and SPP1-CD44 interaction signature (P=0.008) predicted adverse prognosis. In MP4-high tumors, myofibroblastic cancer-associated fibroblast (myCAF) were expanded and showed interaction with exhausted CD8⁺ T cells through the COL6A family-ITGB1 signaling axis, which was also spatially validated. The myCAF signature (P=0.001) and COL6A family-ITGB1 interaction signature (P<0.001) correlated with poorer survival.

Conclusion

MP2 and MP4 delineate 2 distinct immunosuppressive spatial niches in gastric cancer: SPP1⁺ macrophage-T3 neutrophil and myCAF-exhausted CD8⁺ T cell. These niches likely drive tumor progression via SPP1-CD44 and COL6A family-ITGB1 axes, respectively, providing potential targets for precision immunotherapy.

gastric cancer  /  tumor heterogeneity  /  single-cell transcriptomics  /  tumor microenvironment  /  spatial transcriptomics
彭紫依, 张永超, 刘振昆, 向俊宇, 李先锋, 邱秋, 王斌. 胃癌异质性转录元程序相关的微环境空间互作单元及临床意义分析. 陆军军医大学学报, 2026 , 48 (3) : 272 -282 . DOI: 10.16016/j.2097-0927.202512013
Ziyi PENG, Yongchao ZHANG, Zhenkun LIU, Junyu XIANG, Xianfeng LI, Qiu QIU, Bin WANG. Spatial profiling of gastric cancer reveals distinct transcriptional meta-programs driving immunosuppressive microenvironment[J]. Journal of Army Medical University, 2026 , 48 (3) : 272 -282 . DOI: 10.16016/j.2097-0927.202512013
Year 2026 volume 48 Issue 3
128
62
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Article Info
doi: 10.16016/j.2097-0927.202512013
  • Receive Date:2025-12-02
  • Online Date:2026-10-23
  • Published:2026-02-15
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History
  • Received:2025-12-02
  • Revised:2026-01-12
Affiliations
    1Department of Gastroenterology, Chongqing Key Laboratory of Precise Prevention and Treatment of Digestive Malignancies, Daping Hospital, Army Medical University (Third Military Medical University), Chongqing
    2Department of Cell Biology, College of Basic Medical Sciences, Army Medical University(Third Military Medical University), Chongqing
    3Department of Gastroenterology, Chongqing Hechuan People’s Hospital, 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
species
占总种数比例
Percentage of
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属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
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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