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A Cytokine-Related Gene Signature for Pan-Cancer Prognostic Stratification and Malignant Phenotype Characterization.
Shih-Chieh Chen1, Kai-Fu Chang2,3, Chien-Cheng Chao2,3
1Department of Internal Medicine, Kaohsiung Armed Forces General Hospital, National Defense Medical University, Kaohsiung 80284, Taiwan.
A new 16-gene signature identifies high-risk cancer patients based on cytokine activity. This tool helps predict prognosis and guides treatment by analyzing tumor inflammation and immune responses.
Area of Science:
- Oncology
- Immunology
- Bioinformatics
Background:
- Cytokines are key regulators of inflammation and immune responses in the tumor microenvironment.
- Their role in cancer progression and prognosis is significant, but coordinated transcriptional programs remain underexplored.
Purpose of the Study:
- To systematically explore the prognostic value of cytokine-related transcriptional programs across diverse cancer types.
- To develop and validate a robust cytokine-related prognostic signature for pan-cancer risk stratification.
Main Methods:
- Analysis of pan-cancer transcriptomic and clinical data.
- Construction of a cytokine-related prognostic signature using LASSO Cox regression.
- Stratification of patients into high-risk and low-risk groups and evaluation of prognostic performance.
Main Results:
- A 16-gene signature effectively stratified patients into distinct prognostic groups across multiple cancer types.
- High-risk scores correlated with unfavorable survival, enhanced cell cycle activity, epithelial-mesenchymal transition, and extracellular matrix remodeling.
- Integration with clinical variables improved survival prediction; protein expression of key genes (PANX1, FRMD8) was elevated in tumors.
Conclusions:
- The cytokine-related prognostic signature captures critical inflammatory and immune programs associated with tumor aggressiveness.
- This signature offers a valuable tool for pan-cancer risk stratification with potential clinical utility.
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