Telomere-related gene risk model predicts prognostic and immune microenvironment alterations in prostate cancer
The improvement of the prediction of prostate cancer (PCa) is a major challenge in disease management. This study analysed a total of 147,856 cells and identified 15 distinct cell types using single-cell RNA-sequencing (scRNA-seq) and bulk RNA-seq data from TCGA and GEO databases. Of these cells, 31,256 exhibited a high telomere-related gene score and were predominantly composed of myeloid dendritic cells (mDCs). Simultaneously, pseudo-temporal analysis indicated that mDCs are in the later stages of the differentiation trajectory, suggesting the significant role of mDCs as telomere-active cells in the development of PCa. Analysis of cell-cell communication revealed significant differences, particularly an increase in communication between mDCs and CTLs, alongside a decrease in communication between mDCs and B cells. These variations may represent critical nodes influencing the development of PCa. Additionally, two hub genes were utilized to create risk models, with ROC curves confirming their predictive efficacy for 3-, 5-, and 10-year survival rates in patients. Functional analysis of these genes was conducted, and NPY siRNA transfection notably inhibited proliferation in LNCaP and DU145 cells. Furthermore, the models demonstrated that high-risk patients had poorer overall survival, greater immune infiltration, and reduced sensitivity to chemotherapeutic drugs.
Authors
- Zhenjie Zang
- Keqin Zhang
- Guanbo Wang (ORCID: https://orcid.org/0000-0002-5468-8993)
- Tongxiang Diao (ORCID: https://orcid.org/0000-0001-9520-9971)
- Qiang Fu (ORCID: https://orcid.org/0009-0005-6827-5101)
- Haodong Li (ORCID: https://orcid.org/0000-0002-6774-9548)
- Ruiyu Li (ORCID: https://orcid.org/0000-0003-2074-4923)
- Danfeng Zhao
Institutions
- Shandong University of Traditional Chinese Medicine (CN)
- Shandong University (CN)
- Shandong Provincial Hospital (CN)
- Shandong First Medical University (CN)
Publication Details
- Journal
- Scientific Reports
- Published
- 2025-04-25
- DOI
- https://doi.org/10.1038/s41598-025-98663-z
- Primary Topic
- Ferroptosis and cancer prognosis
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- National Natural Science Foundation of China
- Natural Science Foundation of Shandong Province
- National Key Research and Development Program of China