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Updated: Jul 30, 2026

Isolating Human Peripheral Blood Mononuclear Cells and CD4+ T cells from Sézary Syndrome Patients for Transcriptomic Profiling
Published on: October 14, 2021
Single-cell transcriptomics identifies SOCS3+ exhausted T cells as a biomarker facilitating clear cell renal cell
Xiaoqin Jiang1, Yifan Xu1, Zhenjie Wu1
1Department of Urology, Shanghai Changhai Hospital, Naval Medical University, 168 Changhai Rd, Shanghai, 200433, China.
Abstract:
Clear cell renal cell carcinoma (ccRCC), a prevalent renal malignancy with limited early symptoms, demonstrates immunotherapy sensitivity in advanced stages. This study investigates how exhausted T cells drive ccRCC progression through single-cell transcriptomics. Re-analysis of a single-cell transcriptomic dataset was performed through dimensionality reduction and clustering to annotate cells into distinct populations, followed by comprehensive characterization of cellular composition and subset-specific features. Prognostically relevant genes were identified via differential gene expression (DGE) analysis, and a nomogram prediction model was constructed using Cox regression analysis, with validation through Kaplan-Meier (KM) survival curves and risk score plots. Functional annotation of SOCS3+ exhausted T cells was achieved via gene ontology (GO) and reactome pathway enrichment analyses. Cell-cell communication networks involving SOCS3+ exhausted T cells were delineated using ligand-receptor interaction profiling. Single-cell transcriptomic data were annotated into nine distinct cellular populations, among which SOCS3+ exhausted T cells demonstrated significant prognostic relevance. A nomogram prediction model incorporating SOCS3 and N4BP1 effectively stratified patients into low- and high-risk groups with superior prognostic predictive power compared to conventional parameters. Cell-cell communication analysis revealed that SOCS3+ exhausted T cells interact with myeloid cells through the MIF signaling pathway. Integrated single-cell transcriptomic analysis demonstrates that SOCS3+ exhausted T cells promote tumor resistance to cytotoxic killing and serve as a robust prognostic biomarker in ccRCC patients.
Insights
Exhausted T cells, specifically SOCS3+ exhausted T cells, drive clear cell renal cell carcinoma (ccRCC) progression and immunotherapy resistance. These cells are identified as a key prognostic biomarker for ccRCC patients.
Area of Science:
- Oncology
- Immunology
- Genomics
Background:
- Clear cell renal cell carcinoma (ccRCC) is a common kidney cancer with few early symptoms.
- Advanced ccRCC can respond to immunotherapy, but mechanisms of progression are not fully understood.
- Exhausted T cells are implicated in tumor progression and immune evasion.
Purpose of the Study:
- To investigate the role of exhausted T cells in ccRCC progression using single-cell transcriptomics.
- To identify prognostic biomarkers for ccRCC.
- To elucidate the mechanisms of immune evasion driven by exhausted T cells.
Main Methods:
- Single-cell transcriptomic data re-analysis using dimensionality reduction and clustering.
- Differential gene expression analysis to identify prognostic genes.
- Construction and validation of a nomogram prediction model.
- Gene Ontology and Reactome pathway enrichment analysis.
- Ligand-receptor interaction profiling for cell-cell communication analysis.
Main Results:
- Nine distinct cellular populations were identified, with SOCS3+ exhausted T cells showing significant prognostic relevance.
- A nomogram model using SOCS3 and N4BP1 accurately stratified patients into risk groups.
- SOCS3+ exhausted T cells interact with myeloid cells via the MIF signaling pathway.
- These cells were found to promote resistance to cytotoxic killing.
Conclusions:
- SOCS3+ exhausted T cells promote tumor resistance to cytotoxic killing in ccRCC.
- SOCS3+ exhausted T cells are a robust prognostic biomarker for ccRCC patients.
- Understanding these cells offers potential therapeutic targets for improving ccRCC treatment outcomes.
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