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Assessing immune infiltration and the tumor microenvironment for the diagnosis and prognosis of sarcoma
- Source :
- Cancer Cell International, Cancer Cell International, Vol 20, Iss 1, Pp 1-11 (2020)
- Publication Year :
- 2020
- Publisher :
- Research Square Platform LLC, 2020.
-
Abstract
- BackgroundSarcomas, cancers originating from mesenchymal cells, are comprehensive tumors with poor prognoses, yet their tumorigenic mechanisms are largely unknown. In this study, we characterize infiltrating immune cells and analyze immune scores to identify the molecular mechanism of immunologic response to sarcomas.MethodThe “CIBERSORT” algorithm was used to calculate the amount of L22 immune cell infiltration in sarcomas. Then, the “ESTIMATE” algorithm was used to assess the “Estimate,” “Immune,” and “Stromal” scores. Weighted gene co-expression network analysis (WGCNA) was utilized to identify the significant module related to the immune therapeutic target. Gene ontology (GO) enrichment and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were performed using the “clusterProfiler” package in R for annotation and visualization.ResultsMacrophages were the most common immune cells infiltrating sarcomas. The number of CD8 T cells was negatively associated with that of M0 and M2 macrophages, and positively associated with M macrophages in sarcomas samples. The clinical parameters (disease type, gender) significantly increased with higher Estimate, Immune, and Stromal scores, and with a better prognosis. The blue module was significantly associated with CD8 T cells. Functional enrichment analysis showed that the blue module was mainly involved in chemokine signaling and the PI3K-Akt signaling pathway.CD48, P2RY10andRASAL3were identified and validated at the protein level.ConclusionBased on the immune cell infiltration and immune microenvironment, three key genes were identified, thus presenting novel molecular mechanisms of sarcoma metastasis.
- Subjects :
- Cancer Research
Chemokine
Stromal cell
lcsh:RC254-282
03 medical and health sciences
0302 clinical medicine
Immune system
Genetics
medicine
Cytotoxic T cell
KEGG
lcsh:QH573-671
Weighted gene co-expression analysis
030304 developmental biology
0303 health sciences
Tumor microenvironment
biology
lcsh:Cytology
Mesenchymal stem cell
Sarcomas
medicine.disease
lcsh:Neoplasms. Tumors. Oncology. Including cancer and carcinogens
Prognosis
Immune infiltration
Oncology
030220 oncology & carcinogenesis
biology.protein
Cancer research
Sarcoma
Primary Research
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- Cancer Cell International, Cancer Cell International, Vol 20, Iss 1, Pp 1-11 (2020)
- Accession number :
- edsair.doi.dedup.....51d9f5af06f5dd984200510a0031a19e