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Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma

Clear cell renal cell carcinoma (ccRCC) is an extremely common kind of kidney cancer in adults. Immunotherapy and targeted therapy are particularly effective at treating ccRCC. In this study, weighted gene co-expression network analysis and a deconvolution algorithm that quantifies the cellular comp...

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Autores principales: Lin, Jiaxing, Yu, Meng, Xu, Xiao, Wang, Yutao, Xing, Haotian, An, Jun, Yang, Jieping, Tang, Chaozhi, Sun, Dan, Zhu, Yuyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Impact Journals 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7066925/
https://www.ncbi.nlm.nih.gov/pubmed/32081834
http://dx.doi.org/10.18632/aging.102841
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author Lin, Jiaxing
Yu, Meng
Xu, Xiao
Wang, Yutao
Xing, Haotian
An, Jun
Yang, Jieping
Tang, Chaozhi
Sun, Dan
Zhu, Yuyan
author_facet Lin, Jiaxing
Yu, Meng
Xu, Xiao
Wang, Yutao
Xing, Haotian
An, Jun
Yang, Jieping
Tang, Chaozhi
Sun, Dan
Zhu, Yuyan
author_sort Lin, Jiaxing
collection PubMed
description Clear cell renal cell carcinoma (ccRCC) is an extremely common kind of kidney cancer in adults. Immunotherapy and targeted therapy are particularly effective at treating ccRCC. In this study, weighted gene co-expression network analysis and a deconvolution algorithm that quantifies the cellular composition of immune cells were used to analyze ccRCC expression data from the Gene Expression Omnibus database, and identify modules related to CD8(+) T cells. Ten hub genes (LCK, CD2, CD3D, CD3G, IRF1, IFNG, CCR5, CD8A, CCL5, and CXCL9) were identified by co-expression network and protein-protein interactions network analysis. Datasets obtained from The Cancer Genome Atlas were analyzed and the data revealed that the hub genes were meaningfully up-regulated in tumor tissues and correlated with promotion of tumor progression. After Kaplan-Meier analysis and Oncomine meta-analysis, CCL5 was selected as a prognostic biomarker. Finally, the experimental results show that reduced expression of CCL5 decreased cell proliferation and invasion in the ccRCC cell line. Various analyses were performed and verified, CCL5 is a potential biomarker and therapeutic target which related to CD8(+) T cell infiltration in ccRCC.
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spelling pubmed-70669252020-03-19 Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma Lin, Jiaxing Yu, Meng Xu, Xiao Wang, Yutao Xing, Haotian An, Jun Yang, Jieping Tang, Chaozhi Sun, Dan Zhu, Yuyan Aging (Albany NY) Research Paper Clear cell renal cell carcinoma (ccRCC) is an extremely common kind of kidney cancer in adults. Immunotherapy and targeted therapy are particularly effective at treating ccRCC. In this study, weighted gene co-expression network analysis and a deconvolution algorithm that quantifies the cellular composition of immune cells were used to analyze ccRCC expression data from the Gene Expression Omnibus database, and identify modules related to CD8(+) T cells. Ten hub genes (LCK, CD2, CD3D, CD3G, IRF1, IFNG, CCR5, CD8A, CCL5, and CXCL9) were identified by co-expression network and protein-protein interactions network analysis. Datasets obtained from The Cancer Genome Atlas were analyzed and the data revealed that the hub genes were meaningfully up-regulated in tumor tissues and correlated with promotion of tumor progression. After Kaplan-Meier analysis and Oncomine meta-analysis, CCL5 was selected as a prognostic biomarker. Finally, the experimental results show that reduced expression of CCL5 decreased cell proliferation and invasion in the ccRCC cell line. Various analyses were performed and verified, CCL5 is a potential biomarker and therapeutic target which related to CD8(+) T cell infiltration in ccRCC. Impact Journals 2020-02-20 /pmc/articles/PMC7066925/ /pubmed/32081834 http://dx.doi.org/10.18632/aging.102841 Text en Copyright © 2020 Lin et al. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY 3.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Paper
Lin, Jiaxing
Yu, Meng
Xu, Xiao
Wang, Yutao
Xing, Haotian
An, Jun
Yang, Jieping
Tang, Chaozhi
Sun, Dan
Zhu, Yuyan
Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma
title Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma
title_full Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma
title_fullStr Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma
title_full_unstemmed Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma
title_short Identification of biomarkers related to CD8(+) T cell infiltration with gene co-expression network in clear cell renal cell carcinoma
title_sort identification of biomarkers related to cd8(+) t cell infiltration with gene co-expression network in clear cell renal cell carcinoma
topic Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7066925/
https://www.ncbi.nlm.nih.gov/pubmed/32081834
http://dx.doi.org/10.18632/aging.102841
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