Telomere-related gene risk model predicts prognostic and immune microenvironment alterations in prostate cancer
Abstract 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...
Saved in:
| Main Authors: | , , , , , , , |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Nature Portfolio
2025-04-01
|
| Series: | Scientific Reports |
| Subjects: | |
| Online Access: | https://doi.org/10.1038/s41598-025-98663-z |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
| Summary: | Abstract 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. |
|---|---|
| ISSN: | 2045-2322 |