Single-cell analysis unravels divergent gene signatures shaping seminoma stemness and metastasis
Seminoma is the most common solid malignant tumor of the testis in young males, significantly impacting fertility. Approximately 20% of seminomas metastasize, markedly increasing recurrence risk and compromising quality of life. To investigate the poorly understood mechanisms driving seminoma metastasis, we performed a comprehensive analysis by integrating single-cell RNA sequencing, TCGA data mining, and cell biology assays. We identified significant intratumoral heterogeneity. A subset of tumor cells expressing DPPA4 and PSMA7 showed high stemness, enhanced self-renewal, and association with metastasis. Knockdown of these genes reduced sphere formation, tumor migration and proliferation in Tcam-2 and NCCIT cells. Conversely, tumor cells overexpressing PAGE5 and SAT1 exhibited reduced stemness, migratory capacity and proliferation. In the immune microenvironment, we identified IFNG+ T cells, which recruit and activate other antitumor immune cells. These cells secrete IFN-γ, which promotes tumor differentiation, reduces stemness, and mitigates tumor aggressiveness. Based on these findings, we further developed a molecular panel to aid in the identification of seminomas with a higher risk of metastasis. In conclusion, our study identifies unique molecular signatures that facilitate risk stratification based on metastatic potential, providing valuable insights for improving precision medicine.
Authors
- Shufang He (ORCID: https://orcid.org/0000-0001-9896-5705)
- Daliu Min (ORCID: https://orcid.org/0000-0001-9589-4032)
- Bin Jiang (ORCID: https://orcid.org/0009-0001-3878-2832)
- Yue Zhou (ORCID: https://orcid.org/0000-0002-1335-5703)
- Guangye Du (ORCID: https://orcid.org/0000-0003-1845-1785)
- Hengchuan Su (ORCID: https://orcid.org/0000-0002-3163-1433)
- Yanjie Zhang (ORCID: https://orcid.org/0000-0002-7425-8632)
- Hongyan Yuan (ORCID: https://orcid.org/0000-0001-8225-0211)
- Jiamin Zhang (ORCID: https://orcid.org/0000-0003-2982-3417)
- Jiahui Guo (ORCID: https://orcid.org/0000-0003-0550-4841)
- Biying Chen (ORCID: https://orcid.org/0000-0002-9955-5684)
- Dingwei Ye (ORCID: https://orcid.org/0000-0003-0704-7453)
- Zhouliang Bian (ORCID: https://orcid.org/0009-0009-2735-4099)
Institutions
- Shanghai Medical College of Fudan University (CN)
- Shanghai Jiao Tong University (CN)
- Fudan University Shanghai Cancer Center (CN)
- Shanghai Ninth People's Hospital (CN)
- Shanghai Sixth People's Hospital (CN)
Publication Details
- Journal
- Cell Death Discovery
- Published
- 2025-11-07
- DOI
- https://doi.org/10.1038/s41420-025-02802-4
- Citations
- 3
- Primary Topic
- Testicular diseases and treatments
- Type
- article
- Field-Weighted Citation Impact
- 6.02
Funders
- Shanghai Anti-Cancer Association
- National Natural Science Foundation of China
- Shanghai Jiao Tong University
- School of Medicine, Shanghai Jiao Tong University
- Fundamental Research Funds for the Central Universities