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The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma
Background: Renal cell carcinoma (RCC) is the most common malignancy in the urinary system. Despite substantial improvements in available treatment options, the survival outcome of advanced RCC is unsatisfactory. Identifying novel biomarkers to assist in early diagnosis and to screen patients who ar...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8006336/ https://www.ncbi.nlm.nih.gov/pubmed/33791227 http://dx.doi.org/10.3389/fonc.2021.644612 |
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author | Zhang, Keying Xu, Chao Liu, Shaojie Jiang, Yao Zhao, Xiaolong Ma, Shanjin Li, Yu Yang, Fa Wang, Yan Meng, Ping Shi, Changhong Han, Donghui Wen, Weihong Qin, Weijun |
author_facet | Zhang, Keying Xu, Chao Liu, Shaojie Jiang, Yao Zhao, Xiaolong Ma, Shanjin Li, Yu Yang, Fa Wang, Yan Meng, Ping Shi, Changhong Han, Donghui Wen, Weihong Qin, Weijun |
author_sort | Zhang, Keying |
collection | PubMed |
description | Background: Renal cell carcinoma (RCC) is the most common malignancy in the urinary system. Despite substantial improvements in available treatment options, the survival outcome of advanced RCC is unsatisfactory. Identifying novel biomarkers to assist in early diagnosis and to screen patients who are sensitive to immunotherapy would be beneficial. CD248 is a promising candidate that deserves to be investigated. Methods: The Cancer Genome Atlas (TCGA) data set and clinical specimens were adopted to analyze the expression of CD248 between normal and tumor tissues. Univariate and multivariate Cox regression analyses were employed to identify independent prognostic factors and construct a CD248-based prognostic signature. The correlation among the present signature, tumor-infiltrating immune cells (TIICs), the tumor mutation burden (TMB), and immunomodulatory molecules was evaluated. The weighted gene co-expression network analysis (WGCNA), the enrichment analysis, and the miRNA correlation analysis were performed to explore the underlying mechanism of CD248 in the progression of RCC. Results: The overexpression of CD248 in RCC was related to a poor prognosis, and a CD248-based prognostic signature could precisely stratify patients with RCC with different survival outcomes regardless of the training or testing cohort. The present signature could reflect the immunosuppressive landscape of RCC (i.e., increased infiltration of regulatory T cells and upregulated immune checkpoints), accompanied by deteriorated clinicopathologic indexes. The TMB and immunostimulatory molecules expression also increased with the risk score generated from the present signature. CD248 co-expressed gene sets were identified through the WGCNA algorithm, and several immunosuppressive Gene Ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were significantly enriched. The result of CD248-correlated miRNA further emphasized the importance of CD248 in RCC. Conclusion: CD248 is a valuable biomarker to improve the diagnostic and therapeutic efficiency of RCC. The immunosuppressive effect of CD248 co-expressed genes may provide insight for the present study, and miRNA would help to reveal the mechanism of the expressive regulation of CD248. |
format | Online Article Text |
id | pubmed-8006336 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-80063362021-03-30 The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma Zhang, Keying Xu, Chao Liu, Shaojie Jiang, Yao Zhao, Xiaolong Ma, Shanjin Li, Yu Yang, Fa Wang, Yan Meng, Ping Shi, Changhong Han, Donghui Wen, Weihong Qin, Weijun Front Oncol Oncology Background: Renal cell carcinoma (RCC) is the most common malignancy in the urinary system. Despite substantial improvements in available treatment options, the survival outcome of advanced RCC is unsatisfactory. Identifying novel biomarkers to assist in early diagnosis and to screen patients who are sensitive to immunotherapy would be beneficial. CD248 is a promising candidate that deserves to be investigated. Methods: The Cancer Genome Atlas (TCGA) data set and clinical specimens were adopted to analyze the expression of CD248 between normal and tumor tissues. Univariate and multivariate Cox regression analyses were employed to identify independent prognostic factors and construct a CD248-based prognostic signature. The correlation among the present signature, tumor-infiltrating immune cells (TIICs), the tumor mutation burden (TMB), and immunomodulatory molecules was evaluated. The weighted gene co-expression network analysis (WGCNA), the enrichment analysis, and the miRNA correlation analysis were performed to explore the underlying mechanism of CD248 in the progression of RCC. Results: The overexpression of CD248 in RCC was related to a poor prognosis, and a CD248-based prognostic signature could precisely stratify patients with RCC with different survival outcomes regardless of the training or testing cohort. The present signature could reflect the immunosuppressive landscape of RCC (i.e., increased infiltration of regulatory T cells and upregulated immune checkpoints), accompanied by deteriorated clinicopathologic indexes. The TMB and immunostimulatory molecules expression also increased with the risk score generated from the present signature. CD248 co-expressed gene sets were identified through the WGCNA algorithm, and several immunosuppressive Gene Ontology (GO) terms and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were significantly enriched. The result of CD248-correlated miRNA further emphasized the importance of CD248 in RCC. Conclusion: CD248 is a valuable biomarker to improve the diagnostic and therapeutic efficiency of RCC. The immunosuppressive effect of CD248 co-expressed genes may provide insight for the present study, and miRNA would help to reveal the mechanism of the expressive regulation of CD248. Frontiers Media S.A. 2021-03-12 /pmc/articles/PMC8006336/ /pubmed/33791227 http://dx.doi.org/10.3389/fonc.2021.644612 Text en Copyright © 2021 Zhang, Xu, Liu, Jiang, Zhao, Ma, Li, Yang, Wang, Meng, Shi, Han, Wen and Qin. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Oncology Zhang, Keying Xu, Chao Liu, Shaojie Jiang, Yao Zhao, Xiaolong Ma, Shanjin Li, Yu Yang, Fa Wang, Yan Meng, Ping Shi, Changhong Han, Donghui Wen, Weihong Qin, Weijun The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma |
title | The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma |
title_full | The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma |
title_fullStr | The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma |
title_full_unstemmed | The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma |
title_short | The Diagnostic and Immunotherapeutic Value of CD248 in Renal Cell Carcinoma |
title_sort | diagnostic and immunotherapeutic value of cd248 in renal cell carcinoma |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8006336/ https://www.ncbi.nlm.nih.gov/pubmed/33791227 http://dx.doi.org/10.3389/fonc.2021.644612 |
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