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Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis

BACKGROUND: This study developed a gene signature associated with a malignant and common tumor of the urinary system, the Bladder Urothelial Carcinoma (BLCA). METHODS: The Cancer Genome Atlas (TCGA) database was searched to obtain 414 BLCA samples and the expression spectra of 19 normal samples. Sin...

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Autores principales: Xing, Peng, Jiang, Zhengming, Liu, Yang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9419388/
https://www.ncbi.nlm.nih.gov/pubmed/36030212
http://dx.doi.org/10.1186/s12885-022-09794-9
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author Xing, Peng
Jiang, Zhengming
Liu, Yang
author_facet Xing, Peng
Jiang, Zhengming
Liu, Yang
author_sort Xing, Peng
collection PubMed
description BACKGROUND: This study developed a gene signature associated with a malignant and common tumor of the urinary system, the Bladder Urothelial Carcinoma (BLCA). METHODS: The Cancer Genome Atlas (TCGA) database was searched to obtain 414 BLCA samples and the expression spectra of 19 normal samples. Single-sample Gene Set Enrichment Analysis (ssGSEA) was conducted to determine the enrichment levels in the BLCA samples of the 29 immune genes. Unsupervised hierarchical clustering, gene set enrichment analysis (GSEA), single-factor Cox analysis, least absolute shrinkage and selection operator (LASSO) regression models, and GEO queues were used to determine the BLCA immune gene subtype, analyze the biological pathway differences between immune gene subtypes, determine the characteristic genes of BLCA associated with prognosis, identify the BLCA-related genes, and verify the gene signature, respectively. RESULTS: We identified two immune gene subtypes (immunity_L and immunity_H). The latter was significantly related to receptors, JAK STAT signaling pathways, leukocyte interleukin 6 generation, and cell membrane signal receptor complexes. Four characteristic genes (RBP1, OAS1, LRP1, and AGER) were identified and constituted the gene signature. Significant survival advantages, higher mutation frequency, and superior immunotherapy were observed in the low-risk group patients. The gene signature had good predictive ability. The results of the validation group were consistent with TCGA queue results. CONCLUSIONS: We constructed a 4-gene signature that helps monitor BLCA occurrence and prognosis, providing an important basis for developing personalized BLCA immunotherapy.
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spelling pubmed-94193882022-08-28 Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis Xing, Peng Jiang, Zhengming Liu, Yang BMC Cancer Research BACKGROUND: This study developed a gene signature associated with a malignant and common tumor of the urinary system, the Bladder Urothelial Carcinoma (BLCA). METHODS: The Cancer Genome Atlas (TCGA) database was searched to obtain 414 BLCA samples and the expression spectra of 19 normal samples. Single-sample Gene Set Enrichment Analysis (ssGSEA) was conducted to determine the enrichment levels in the BLCA samples of the 29 immune genes. Unsupervised hierarchical clustering, gene set enrichment analysis (GSEA), single-factor Cox analysis, least absolute shrinkage and selection operator (LASSO) regression models, and GEO queues were used to determine the BLCA immune gene subtype, analyze the biological pathway differences between immune gene subtypes, determine the characteristic genes of BLCA associated with prognosis, identify the BLCA-related genes, and verify the gene signature, respectively. RESULTS: We identified two immune gene subtypes (immunity_L and immunity_H). The latter was significantly related to receptors, JAK STAT signaling pathways, leukocyte interleukin 6 generation, and cell membrane signal receptor complexes. Four characteristic genes (RBP1, OAS1, LRP1, and AGER) were identified and constituted the gene signature. Significant survival advantages, higher mutation frequency, and superior immunotherapy were observed in the low-risk group patients. The gene signature had good predictive ability. The results of the validation group were consistent with TCGA queue results. CONCLUSIONS: We constructed a 4-gene signature that helps monitor BLCA occurrence and prognosis, providing an important basis for developing personalized BLCA immunotherapy. BioMed Central 2022-08-27 /pmc/articles/PMC9419388/ /pubmed/36030212 http://dx.doi.org/10.1186/s12885-022-09794-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data.
spellingShingle Research
Xing, Peng
Jiang, Zhengming
Liu, Yang
Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis
title Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis
title_full Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis
title_fullStr Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis
title_full_unstemmed Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis
title_short Construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis
title_sort construction and validation of a gene signature related to bladder urothelial carcinoma based on immune gene analysis
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9419388/
https://www.ncbi.nlm.nih.gov/pubmed/36030212
http://dx.doi.org/10.1186/s12885-022-09794-9
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