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The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma
Purpose: To investigate the potential mechanisms contributing to metastasis of clear cell renal cell carcinoma (ccRCC), screen the hub genes, associated pathways of metastatic ccRCC and identify potential biomarkers. Methods: The ccRCC metastasis gene expression profile GSE47352 was employed to anal...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ivyspring International Publisher
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7052876/ https://www.ncbi.nlm.nih.gov/pubmed/32194783 http://dx.doi.org/10.7150/jca.38379 |
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author | Bao, Lin Zhao, Ye Liu, ChenChen Cao, Qi Huang, Yu Chen, Ke Song, Zhengshuai |
author_facet | Bao, Lin Zhao, Ye Liu, ChenChen Cao, Qi Huang, Yu Chen, Ke Song, Zhengshuai |
author_sort | Bao, Lin |
collection | PubMed |
description | Purpose: To investigate the potential mechanisms contributing to metastasis of clear cell renal cell carcinoma (ccRCC), screen the hub genes, associated pathways of metastatic ccRCC and identify potential biomarkers. Methods: The ccRCC metastasis gene expression profile GSE47352 was employed to analyze the differentially expressed genes (DEGs). DAVID was performed to assess Gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. The protein-protein interaction (PPI) network and modules were constructed. The function pathway, prognostic and diagnostic analysis of these hub genes was picked out to estimate their potential effects on metastasis of ccRCC. Results: A total of 873 DEGs were identified (503 upregulated genes and 370 downregulated genes). Meanwhile, top 20 hub genes were displayed. GO analysis showed that the top 20 hub genes were enriched in regulation of phosphatidylinositol 3-kinase signaling, positive regulation of DNA replication, protein autophosphorylation, protein tyrosine kinase activity, etc. KEGG analysis indicated these hub genes were enriched in the Ras signaling pathway, PI3K-Akt signaling pathway, HIF-1 signaling pathway, Pathways in cancer, etc. The GO and KEGG enrichment analyses for the hub genes disclosed important biological features of metastatic ccRCC. PPI network showed the interaction of top 20 hub genes. Gene Set Enrichment Analysis (GSEA) revealed that some of the hub genes was associated with metastasis, epithelial mesenchymal transition (EMT), hypoxia cancer and adipogenesis of ccRCC. Some top hub genes were distinctive and new discoveries compared with that of the existing associated researches. Conclusions: Our analysis uncovered that changes in signal pathways such as Ras signaling pathway, PI3K-Akt signaling pathway, etc. may be the main signatures of metastatic ccRCC. We identified several candidate biomarkers related with overall survival (OS) and disease-free survival (DFS) of ccRCC patients. Accordingly, they might be novel therapeutic targets and used as potential biomarkers for diagnosis, prognosis of ccRCC. |
format | Online Article Text |
id | pubmed-7052876 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
spelling | pubmed-70528762020-03-19 The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma Bao, Lin Zhao, Ye Liu, ChenChen Cao, Qi Huang, Yu Chen, Ke Song, Zhengshuai J Cancer Research Paper Purpose: To investigate the potential mechanisms contributing to metastasis of clear cell renal cell carcinoma (ccRCC), screen the hub genes, associated pathways of metastatic ccRCC and identify potential biomarkers. Methods: The ccRCC metastasis gene expression profile GSE47352 was employed to analyze the differentially expressed genes (DEGs). DAVID was performed to assess Gene ontology (GO) and the Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses. The protein-protein interaction (PPI) network and modules were constructed. The function pathway, prognostic and diagnostic analysis of these hub genes was picked out to estimate their potential effects on metastasis of ccRCC. Results: A total of 873 DEGs were identified (503 upregulated genes and 370 downregulated genes). Meanwhile, top 20 hub genes were displayed. GO analysis showed that the top 20 hub genes were enriched in regulation of phosphatidylinositol 3-kinase signaling, positive regulation of DNA replication, protein autophosphorylation, protein tyrosine kinase activity, etc. KEGG analysis indicated these hub genes were enriched in the Ras signaling pathway, PI3K-Akt signaling pathway, HIF-1 signaling pathway, Pathways in cancer, etc. The GO and KEGG enrichment analyses for the hub genes disclosed important biological features of metastatic ccRCC. PPI network showed the interaction of top 20 hub genes. Gene Set Enrichment Analysis (GSEA) revealed that some of the hub genes was associated with metastasis, epithelial mesenchymal transition (EMT), hypoxia cancer and adipogenesis of ccRCC. Some top hub genes were distinctive and new discoveries compared with that of the existing associated researches. Conclusions: Our analysis uncovered that changes in signal pathways such as Ras signaling pathway, PI3K-Akt signaling pathway, etc. may be the main signatures of metastatic ccRCC. We identified several candidate biomarkers related with overall survival (OS) and disease-free survival (DFS) of ccRCC patients. Accordingly, they might be novel therapeutic targets and used as potential biomarkers for diagnosis, prognosis of ccRCC. Ivyspring International Publisher 2020-01-16 /pmc/articles/PMC7052876/ /pubmed/32194783 http://dx.doi.org/10.7150/jca.38379 Text en © The author(s) This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions. |
spellingShingle | Research Paper Bao, Lin Zhao, Ye Liu, ChenChen Cao, Qi Huang, Yu Chen, Ke Song, Zhengshuai The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma |
title | The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma |
title_full | The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma |
title_fullStr | The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma |
title_full_unstemmed | The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma |
title_short | The Identification of Key Gene Expression Signature and Biological Pathways in Metastatic Renal Cell Carcinoma |
title_sort | identification of key gene expression signature and biological pathways in metastatic renal cell carcinoma |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7052876/ https://www.ncbi.nlm.nih.gov/pubmed/32194783 http://dx.doi.org/10.7150/jca.38379 |
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