Evidence map›Paper›PMID 41203637›Full record

ArticleCell death discovery2025

Single-cell analysis unravels divergent gene signatures shaping seminoma stemness and metastasis.

Zhouliang Bian, Biying Chen, Jiahui Guo, Jiamin Zhang, Guangye Du, Shufang He, Haihua Yuan, Yue Zhou, Bin Jiang, Daliu Min and 3 more

Abstract read
In one paragraph

Article in Cell death discovery, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

13 authors.

Zhouliang Bian *Department of Oncology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China.ORCID http://orcid.org/0009-0009-2735-4099
Biying Chen *Department of Oncology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China.
Jiahui Guo *Department of Oncology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China.
Jiamin ZhangDepartment of Oncology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, PR China.
Guangye DuDepartment of Pathology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China.
Shufang HeShanghai Institute of Precision Medicine, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China.
Haihua YuanDepartment of Oncology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China.
Yue ZhouSchool of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, PR China.
Bin JiangDepartment of Oncology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China.ORCID http://orcid.org/0009-0001-3878-2832
Daliu MinDepartment of Oncology, Shanghai Jiao Tong University Affiliated Sixth People's Hospital, Shanghai, PR China. docmin1969@sjtu.edu.cn.
Dingwei YeDepartment of Urology, Fudan University Shanghai Cancer Center, Shanghai, PR China. dwyeli@163.com.
Hengchuan SuDepartment of Urology, Fudan University Shanghai Cancer Center, Shanghai, PR China. suhengchuan@163.com.ORCID http://orcid.org/0000-0002-3163-1433
Yanjie ZhangDepartment of Oncology, Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, PR China. zhangyanjie@shsmu.edu.cn.ORCID http://orcid.org/0000-0002-7425-8632

Funding

National Natural Science Foundation of China (National Science Foundation of China) 81602222National Natural Science Foundation of China (National Science Foundation of China) 82072638National Natural Science Foundation of China (National Science Foundation of China) 82473103
6 · The paper itself

Abstract

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.

Identifiers

PMID41203637
PMCPMC12594921

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