Abstract
Background
The epithelial-mesenchymal axis frames gastric cancer heterogeneity but mainly captures phenotypic extremes. CCNE1 gain, encompassing amplification or Cyclin E1 overexpression, represents one intermediate state linked to chromosomal instability and therapeutic resistance. However, its clinicopathologic identity and immune features in gastric cancer remain insufficiently characterised.
Methods
We analysed 1273 gastric cancer patients across six independent cohorts: ZSHS (n = 453), TCGA (n = 410), ACRG (n = 300), SMC (n = 43), MSKCC (n = 22), and ZSHS NGS cohort (n = 45). Tumours were classified into CCNE1 gain, epithelial, or mesenchymal subtypes using protein, copy-number, or transcript-level data. Clinicopathologic features, survival outcomes, treatment responses, and immune contexture were evaluated across subtypes.
Results
CCNE1 gain tumours retained E-cadherin positivity but showed increased proliferation, more nerve and venous invasion. They were associated with poor prognosis and reduced response to adjuvant chemotherapy, HER2-targeted therapy, anti-angiogenic agents, and PD-1 blockade independent of epithelial-mesenchymal classification. The immune contexture exhibited an immune-desert phenotype with reduced lymphocyte infiltration, impaired cytotoxicity, increased M2 macrophage polarisation, and elevated TGF-β.
Conclusion
CCNE1 gain delineates a clinic-ready, therapy-refractory subtype of gastric cancer beyond the epithelial-mesenchymal framework, representing over one in ten patients. These tumours preserve epithelial morphology yet exhibit aggressive proliferative and invasive behaviour, coupled with immune desert and myeloid-driven suppression.
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Data availability
Data and materials generated that are relevant to the results are included in this article. Other data are available from the corresponding author Prof. Xu upon reasonable request.
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Acknowledgements
We would like to thank Dr. Lingli Chen (Department of Pathology, Zhongshan Hospital, Fudan University, Shanghai, China) and Dr. Yunyi Kong (Department of Pathology, Shanghai Cancer Center, Fudan University, Shanghai, China) for their excellent pathological technology help.
Funding
This study was funded by grants from National Natural Science Foundation of China (82203201, 82272786, 82303966, 82373417, 82503945), China Postdoctoral Science Foundation (2023M742327), Shanghai Municipal Natural Science Foundation (23ZR1409900), Shanghai Municipal Health Commission (20254Y0166), Shanghai Pujiang Talents Program (24PJD013), Chenguang Program of Shanghai Education Development Foundation and Shanghai Municipal Education Commission (25CGA05), Natural Science Foundation of Fujian Province (2023J05294) and Clinical Research Fund of Zhongshan Hospital Fudan University (ZSLCYJ202343). All these study sponsors have no roles in the study design, in the collection, analysis and interpretation of data.
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Y Gu and J Wang for the acquisition of data, interpretation of data, statistical analysis and drafting of the manuscript; Z Ling, J Liu, C Lin, H Liu and H He for technical and material support; R Li, F Shao and J Xu for study concept and design, analysis and interpretation of data, drafting of the manuscript, obtained funding and study supervision.
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The study was approved by the Clinical Research Ethics Committee of Zhongshan Hospital, Fudan University, with the approval number B2025-295. Written informed consent was obtained from each patient included and this study was performed in accordance with the Declaration of Helsinki.
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Gu, Y., Wang, J., Ling, Z. et al. Lethal clinical outcome and immune desert contexture in refractory gastric cancer harboring CCNE1 amplification and overexpression. Br J Cancer (2026). https://doi.org/10.1038/s41416-026-03461-7
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DOI: https://doi.org/10.1038/s41416-026-03461-7


