Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder Cancer

Background: Bladder cancer (BLCA) is a common malignant tumor of the genitourinary system, and there is a lack of specific, reliable, and non-invasive tumor biomarker tests for diagnosis and prognosis evaluation. Homeobox genes play a vital role in BLCA tumorigenesis and development, but few studies...

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Main Authors: Bingqi Dong, Jiaming Liang, Ding Li, Wenping Song, Jinbo Song, Mingkai Zhu, Shiming Zhao, Yongkang Ma, Tiejun Yang
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-07-01
Series:Frontiers in Molecular Biosciences
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmolb.2021.688298/full
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spelling doaj-c01f0e901b0f460cbe4f665a6420465f2021-07-21T10:50:45ZengFrontiers Media S.A.Frontiers in Molecular Biosciences2296-889X2021-07-01810.3389/fmolb.2021.688298688298Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder CancerBingqi Dong0Jiaming Liang1Ding Li2Wenping Song3Jinbo Song4Mingkai Zhu5Shiming Zhao6Yongkang Ma7Tiejun Yang8Department of Urology, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaState Key Laboratory of Respiratory Disease, National Clinical Research Center for Respiratory Disease, The First Affiliated Hospital of Guangzhou Medical University, Guangzhou, ChinaDepartment of Pharmacy, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaDepartment of Pharmacy, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaDepartment of Urology, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaDepartment of Urology, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaDepartment of Urology, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaDepartment of Urology, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaDepartment of Urology, Affiliated Cancer Hospital of Zhengzhou University, Henan Cancer Hospital, Zhengzhou, ChinaBackground: Bladder cancer (BLCA) is a common malignant tumor of the genitourinary system, and there is a lack of specific, reliable, and non-invasive tumor biomarker tests for diagnosis and prognosis evaluation. Homeobox genes play a vital role in BLCA tumorigenesis and development, but few studies have focused on the prognostic value of homeobox genes in BLCA. In this study, we aim to develop a prognostic signature associated with the homeobox gene family for BLCA.Methods: The RNA sequencing data, clinical data, and probe annotation files of BLCA patients were downloaded from the Gene Expression Omnibus database and the University of California, Santa Cruz (UCSC), Xena Browser. First, differentially expressed homeobox gene screening between tumor and normal samples was performed using the “limma” and robust rank aggregation (RRA) methods. The mutation data were obtained with the “TCGAmutation” package and visualized with the “maftools” package. Kaplan–Meier curves were plotted with the “survminer” package. Then, a signature was constructed by logistic regression analysis. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were performed using “clusterProfiler.” Furthermore, the infiltration level of each immune cell type was estimated using the single-sample gene set enrichment analysis (ssGSEA) algorithm. Finally, the performance of the signature was evaluated by receiver-operating characteristic (ROC) curve and calibration curve analyses.Results: Six genes were selected to construct this prognostic model: TSHZ3, ZFHX4, ZEB2, MEIS1, ISL1, and HOXC4. We divided the BLCA cohort into high- and low-risk groups based on the median risk score calculated with the novel signature. The overall survival (OS) rate of the high-risk group was significantly lower than that of the low-risk group. The infiltration levels of almost all immune cells were significantly higher in the high-risk group than in the low-risk group. The average risk score for the group that responded to immunotherapy was significantly lower than that of the group that did not.Conclusion: We constructed a risk prediction signature with six homeobox genes, which showed good accuracy and consistency in predicting the patient’s prognosis and response to immunotherapy. Therefore, this signature can be a potential biomarker and treatment target for BLCA patients.https://www.frontiersin.org/articles/10.3389/fmolb.2021.688298/fullbladder cancerhomeobox gene familyprognostic signatureimmunotherapybiomarkers
collection DOAJ
language English
format Article
sources DOAJ
author Bingqi Dong
Jiaming Liang
Ding Li
Wenping Song
Jinbo Song
Mingkai Zhu
Shiming Zhao
Yongkang Ma
Tiejun Yang
spellingShingle Bingqi Dong
Jiaming Liang
Ding Li
Wenping Song
Jinbo Song
Mingkai Zhu
Shiming Zhao
Yongkang Ma
Tiejun Yang
Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder Cancer
Frontiers in Molecular Biosciences
bladder cancer
homeobox gene family
prognostic signature
immunotherapy
biomarkers
author_facet Bingqi Dong
Jiaming Liang
Ding Li
Wenping Song
Jinbo Song
Mingkai Zhu
Shiming Zhao
Yongkang Ma
Tiejun Yang
author_sort Bingqi Dong
title Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder Cancer
title_short Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder Cancer
title_full Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder Cancer
title_fullStr Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder Cancer
title_full_unstemmed Identification of a Prognostic Signature Associated With the Homeobox Gene Family for Bladder Cancer
title_sort identification of a prognostic signature associated with the homeobox gene family for bladder cancer
publisher Frontiers Media S.A.
series Frontiers in Molecular Biosciences
issn 2296-889X
publishDate 2021-07-01
description Background: Bladder cancer (BLCA) is a common malignant tumor of the genitourinary system, and there is a lack of specific, reliable, and non-invasive tumor biomarker tests for diagnosis and prognosis evaluation. Homeobox genes play a vital role in BLCA tumorigenesis and development, but few studies have focused on the prognostic value of homeobox genes in BLCA. In this study, we aim to develop a prognostic signature associated with the homeobox gene family for BLCA.Methods: The RNA sequencing data, clinical data, and probe annotation files of BLCA patients were downloaded from the Gene Expression Omnibus database and the University of California, Santa Cruz (UCSC), Xena Browser. First, differentially expressed homeobox gene screening between tumor and normal samples was performed using the “limma” and robust rank aggregation (RRA) methods. The mutation data were obtained with the “TCGAmutation” package and visualized with the “maftools” package. Kaplan–Meier curves were plotted with the “survminer” package. Then, a signature was constructed by logistic regression analysis. Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses were performed using “clusterProfiler.” Furthermore, the infiltration level of each immune cell type was estimated using the single-sample gene set enrichment analysis (ssGSEA) algorithm. Finally, the performance of the signature was evaluated by receiver-operating characteristic (ROC) curve and calibration curve analyses.Results: Six genes were selected to construct this prognostic model: TSHZ3, ZFHX4, ZEB2, MEIS1, ISL1, and HOXC4. We divided the BLCA cohort into high- and low-risk groups based on the median risk score calculated with the novel signature. The overall survival (OS) rate of the high-risk group was significantly lower than that of the low-risk group. The infiltration levels of almost all immune cells were significantly higher in the high-risk group than in the low-risk group. The average risk score for the group that responded to immunotherapy was significantly lower than that of the group that did not.Conclusion: We constructed a risk prediction signature with six homeobox genes, which showed good accuracy and consistency in predicting the patient’s prognosis and response to immunotherapy. Therefore, this signature can be a potential biomarker and treatment target for BLCA patients.
topic bladder cancer
homeobox gene family
prognostic signature
immunotherapy
biomarkers
url https://www.frontiersin.org/articles/10.3389/fmolb.2021.688298/full
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