Identification of the CD8+ T-cell Related Signature for Predicting the Prognosis of Gastric Cancer Based on Integrated Analysis of Bulk and Single-cell RNA Sequencing Data.
Zhi-Gang ZhuZheng WangQiong WuDong-Liu MiaoYi-Qi JinLei ChenPublished in: Journal of immunotherapy (Hagerstown, Md. : 1997) (2024)
The infiltration of CD8+ T cells in the tumor microenvironment is associated with better survival and immunotherapy response. However, their roles in gastric cancer have not been explored so far. In here, the profiles of GC gene expression were collected from The Cancer Genome Atlas database. Single-cell transcriptomic data originated from GSE134520. Cell clustering, annotation, and CD8+ T-cell differential genes were from the TISCH database. We determined 896 CD8+ T-cell differential genes by scRNA-seq analysis. After integrating immune-related genes, 174 overlapping genes were obtained and a novel risk model was subsequently built. The performance of CD8+ T-cell-associated gene signature was assessed in the training and external validation sets. The gene signature showed independent risk factors of overall survival for GC. A quantitative nomogram was built to enhance the clinical efficacy of this signature. Furthermore, low-risk individuals showed higher mutation status, higher immune checkpoint expression, low Tumour Immune Dysfunction and Exclusion (TIDE) scores, and higher IPS-PD-1 combined IPS-CTLA4 scores, indicating a greater response to immunotherapy. In addition, analysis of IMvigor210 immunotherapy cohort demonstrated that low-risk individuals had a favorable response to prognosis and immunotherapy. In conclusion, we generated a CD8+ T-cell-related signature that can serve as a promising tool for personalized prognosis prediction and guiding decisions regarding immunotherapy in GC patients.
Keyphrases
- single cell
- rna seq
- genome wide
- genome wide identification
- gene expression
- high throughput
- risk factors
- bioinformatics analysis
- dna methylation
- genome wide analysis
- end stage renal disease
- ejection fraction
- copy number
- newly diagnosed
- poor prognosis
- chronic kidney disease
- papillary thyroid
- free survival
- lymph node metastasis
- bone marrow
- high resolution
- cell therapy
- transcription factor
- emergency department
- drug induced
- squamous cell
- peritoneal dialysis
- binding protein
- data analysis
- simultaneous determination
- tandem mass spectrometry
- high throughput sequencing
- liquid chromatography