Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell Carcinoma

Background: Kidney renal clear cell carcinoma (KIRC) has the highest incidence rate in renal cell carcinoma (RCC). Although bioinformatics is widely used in cancer, few reliable biomarkers of KIRC have been found. Therefore, continued efforts are required to elucidate the potential mechanism of the...

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Main Authors: Wenhao Zhang, Changjiu Li, Fanding Wu, Ning Li, Yuwei Wang, Yixuan Hu, Tiantian Fang, Hui Yuan, Huadong He
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-05-01
Series:Frontiers in Molecular Biosciences
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmolb.2021.689037/full
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spelling doaj-23b05dbe0272464eb7d92fcc524d43892021-05-28T09:54:30ZengFrontiers Media S.A.Frontiers in Molecular Biosciences2296-889X2021-05-01810.3389/fmolb.2021.689037689037Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell CarcinomaWenhao Zhang0Wenhao Zhang1Changjiu Li2Fanding Wu3Ning Li4Yuwei Wang5Yixuan Hu6Tiantian Fang7Hui Yuan8Huadong He9Huadong He10The Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, ChinaDepartment of Urology, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, ChinaDepartment of Urology, Affiliated Hangzhou First People’s Hospital, Nanjing Medical University, Hangzhou, ChinaSchool of Computer and Information Engineering, Zhejiang Gongshang University, Hangzhou, ChinaDepartment of Urology, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, ChinaThe Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, ChinaDepartment of Urology, Affiliated Hangzhou First People’s Hospital, Nanjing Medical University, Hangzhou, ChinaThe Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, ChinaThe Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, ChinaThe Fourth School of Clinical Medicine, Zhejiang Chinese Medical University, Hangzhou, ChinaDepartment of Urology, Affiliated Hangzhou First People’s Hospital, Zhejiang University School of Medicine, Hangzhou, ChinaBackground: Kidney renal clear cell carcinoma (KIRC) has the highest incidence rate in renal cell carcinoma (RCC). Although bioinformatics is widely used in cancer, few reliable biomarkers of KIRC have been found. Therefore, continued efforts are required to elucidate the potential mechanism of the biogenesis and progression of KIRC.Methods: We evaluated the expression of tumor necrosis factor (TNF) family genes in KIRC, and constructed a prognostic signature. We validated the signature by another database and explored the relationship between the signature and progression of KIRC. We assessed the prognostic value, immune infiltration, and tumor mutation burden (TMB) of the signature in KIRC.Results: We selected four key genes (TNFSF14, TNFRSF19, TNFRSF21, and EDA) to construct the TNF-related signature. We divided the KIRC patients into high- and low-risk groups based on the signature. Patients with higher risk scores had shorter overall survival and worse prognosis. With another database, we validated the value of the signature. The signature was considered as an independent risk factor. A higher level of risk score was relevant to higher level of immune infiltration, especially T regulatory cells, CD8+ T cells, and macrophages. The signature was also associated with TMB scores, and it may have an effect on assessing the efficacy of immunotherapy.Conclusion: This is the first TNF-family-related signature of KIRC and we demonstrated its effectiveness. It played a significant role in predicting the prognosis of patients with KIRC. It also has the potential to become a powerful tool in guiding the immunotherapy of KIRC patients in clinical practice.https://www.frontiersin.org/articles/10.3389/fmolb.2021.689037/fullsignaturekidney renal clear cell carcinomabiomarkerprognosisimmune
collection DOAJ
language English
format Article
sources DOAJ
author Wenhao Zhang
Wenhao Zhang
Changjiu Li
Fanding Wu
Ning Li
Yuwei Wang
Yixuan Hu
Tiantian Fang
Hui Yuan
Huadong He
Huadong He
spellingShingle Wenhao Zhang
Wenhao Zhang
Changjiu Li
Fanding Wu
Ning Li
Yuwei Wang
Yixuan Hu
Tiantian Fang
Hui Yuan
Huadong He
Huadong He
Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell Carcinoma
Frontiers in Molecular Biosciences
signature
kidney renal clear cell carcinoma
biomarker
prognosis
immune
author_facet Wenhao Zhang
Wenhao Zhang
Changjiu Li
Fanding Wu
Ning Li
Yuwei Wang
Yixuan Hu
Tiantian Fang
Hui Yuan
Huadong He
Huadong He
author_sort Wenhao Zhang
title Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell Carcinoma
title_short Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell Carcinoma
title_full Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell Carcinoma
title_fullStr Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell Carcinoma
title_full_unstemmed Analyzing and Validating the Prognostic Value of a TNF-Related Signature in Kidney Renal Clear Cell Carcinoma
title_sort analyzing and validating the prognostic value of a tnf-related signature in kidney renal clear cell carcinoma
publisher Frontiers Media S.A.
series Frontiers in Molecular Biosciences
issn 2296-889X
publishDate 2021-05-01
description Background: Kidney renal clear cell carcinoma (KIRC) has the highest incidence rate in renal cell carcinoma (RCC). Although bioinformatics is widely used in cancer, few reliable biomarkers of KIRC have been found. Therefore, continued efforts are required to elucidate the potential mechanism of the biogenesis and progression of KIRC.Methods: We evaluated the expression of tumor necrosis factor (TNF) family genes in KIRC, and constructed a prognostic signature. We validated the signature by another database and explored the relationship between the signature and progression of KIRC. We assessed the prognostic value, immune infiltration, and tumor mutation burden (TMB) of the signature in KIRC.Results: We selected four key genes (TNFSF14, TNFRSF19, TNFRSF21, and EDA) to construct the TNF-related signature. We divided the KIRC patients into high- and low-risk groups based on the signature. Patients with higher risk scores had shorter overall survival and worse prognosis. With another database, we validated the value of the signature. The signature was considered as an independent risk factor. A higher level of risk score was relevant to higher level of immune infiltration, especially T regulatory cells, CD8+ T cells, and macrophages. The signature was also associated with TMB scores, and it may have an effect on assessing the efficacy of immunotherapy.Conclusion: This is the first TNF-family-related signature of KIRC and we demonstrated its effectiveness. It played a significant role in predicting the prognosis of patients with KIRC. It also has the potential to become a powerful tool in guiding the immunotherapy of KIRC patients in clinical practice.
topic signature
kidney renal clear cell carcinoma
biomarker
prognosis
immune
url https://www.frontiersin.org/articles/10.3389/fmolb.2021.689037/full
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