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Comprehensive analysis of prognostic immune‐related genes in the tumor microenvironment of cutaneous melanoma
- Source :
- Journal of Cellular Physiology. 235:1025-1035
- Publication Year :
- 2019
- Publisher :
- Wiley, 2019.
-
Abstract
- Cutaneous malignant melanoma (hereafter called melanoma) is one of the most aggressive cancers with increasing incidence and mortality rates worldwide. In this study, we performed a systematic investigation of the tumor microenvironmental and genetic factors associated with melanoma to identify prognostic biomarkers for melanoma. We calculated the immune and stromal scores of melanoma patients from the Cancer Genome Atlas (TCGA) using the ESTIMATE algorithm and found that they were closely associated with patients' prognosis. Then the differentially expressed genes were obtained based on the immune and stromal scores, and prognostic immune-related genes further identified. Functional analysis and the protein-protein interaction network further revealed that these genes enriched in many immune-related biological processes. In addition, the abundance of six infiltrating immune cells was analyzed using prognostic immune-related genes by TIMER algorithm. The unsupervised clustering analysis using immune-cell proportions revealed eight clusters with distinct survival patterns, suggesting that dendritic cells were most abundant in the microenvironment and CD8+ T cells and neutrophils were significantly related to patients' prognosis. Finally, we validated these genes in three independent cohorts from the Gene Expression Omnibus database. In conclusion, this study comprehensively analyzed the tumor microenvironment and identified prognostic immune-related biomarkers for melanoma.
- Subjects :
- 0301 basic medicine
Skin Neoplasms
Stromal cell
Physiology
Clinical Biochemistry
Biology
Immune related genes
03 medical and health sciences
0302 clinical medicine
Immune system
Neoplasms
Databases, Genetic
Tumor Microenvironment
medicine
Humans
Melanoma
Gene
Tumor microenvironment
Genome, Human
Cell Biology
Prognosis
medicine.disease
Gene Expression Regulation, Neoplastic
030104 developmental biology
030220 oncology & carcinogenesis
Cutaneous melanoma
Cancer research
Transcriptome
CD8
Subjects
Details
- ISSN :
- 10974652 and 00219541
- Volume :
- 235
- Database :
- OpenAIRE
- Journal :
- Journal of Cellular Physiology
- Accession number :
- edsair.doi.dedup.....ed2308b239629556b0d4273429c25fa6
- Full Text :
- https://doi.org/10.1002/jcp.29018