Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer Recurrence
Prostate cancer (PCa) is a common malignant type of urogenital tract tumor with poor prognosis. Despite therapeutic advances, the recurrence and mortality rates of PCa have continued to increase with poor prognoses. Pyroptosis, also known as inflammatory cell necrosis, is a recently identified type...
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Frontiers Media S.A.
2022-05-01
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Online Access: | https://www.frontiersin.org/articles/10.3389/fonc.2022.814912/full |
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author | Chun Li Chun Li Chun Li Chun Li Jie Zhu Hexi Du Hexi Du Hexi Du Chaozhao Liang Chaozhao Liang Chaozhao Liang |
author_facet | Chun Li Chun Li Chun Li Chun Li Jie Zhu Hexi Du Hexi Du Hexi Du Chaozhao Liang Chaozhao Liang Chaozhao Liang |
author_sort | Chun Li |
collection | DOAJ |
description | Prostate cancer (PCa) is a common malignant type of urogenital tract tumor with poor prognosis. Despite therapeutic advances, the recurrence and mortality rates of PCa have continued to increase with poor prognoses. Pyroptosis, also known as inflammatory cell necrosis, is a recently identified type of programmed cell death that can regulate the invasiveness, differentiation, proliferation, and metastasis of tumor cells; thus, it has a profound effect on the prognosis of patients with tumors. However, the relationship between pyroptosis and PCa remains unclear. We first identified 25 pyroptosis-related genes (PRGs) that were differentially expressed between PCa tissues and matched normal tissues in The Cancer Genome Atlas (TCGA) cohort. Based on the expression levels of 25 PRGs, PCa patients were clearly divided into two clusters and 17 PRGs were found to be significantly different between the two clusters, suggesting probable roles for these genes in the progression and recurrence of PCa. Therefore, the GSE40272 dataset with recurrence follow-up information was used to verify their value. Univariate analysis suggested that 5/17 genes were associated with recurrence, the number of genes did not decrease after least absolute shrinkage and selection operator (LASSO) regression analysis, and 5 PRGs constituted the risk score formula. Low-risk and high-risk subgroups identified using the recurrence model showed different disease-free survival (DFS) times (P<0.001) and the risk score of five PRGs was a factor of independence for recurrence in patients with PCa. In addition, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses suggested that these pathways, and comprising PRGs might be closely related to carcinogenesis and invasion of tumors, tumor microenvironment, and immune response. In conclusion, the expression signatures of PRGs play an important role in predicting PCa recurrence. |
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language | English |
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series | Frontiers in Oncology |
spelling | doaj.art-93e096b59a934661bbbd2c31b32cace32022-12-22T02:27:29ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2022-05-011210.3389/fonc.2022.814912814912Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer RecurrenceChun Li0Chun Li1Chun Li2Chun Li3Jie Zhu4Hexi Du5Hexi Du6Hexi Du7Chaozhao Liang8Chaozhao Liang9Chaozhao Liang10Department of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaDepartment of General Surgery, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaInstitute of Urology, Anhui Medical University, Hefei, ChinaAnhui Province Key Laboratory of Genitourinary Diseases, Anhui Medical University, Hefei, ChinaCentral Hospital Affiliated to Shandong First Medical University, Jinan, ChinaDepartment of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaInstitute of Urology, Anhui Medical University, Hefei, ChinaAnhui Province Key Laboratory of Genitourinary Diseases, Anhui Medical University, Hefei, ChinaDepartment of Urology, The First Affiliated Hospital of Anhui Medical University, Hefei, ChinaInstitute of Urology, Anhui Medical University, Hefei, ChinaAnhui Province Key Laboratory of Genitourinary Diseases, Anhui Medical University, Hefei, ChinaProstate cancer (PCa) is a common malignant type of urogenital tract tumor with poor prognosis. Despite therapeutic advances, the recurrence and mortality rates of PCa have continued to increase with poor prognoses. Pyroptosis, also known as inflammatory cell necrosis, is a recently identified type of programmed cell death that can regulate the invasiveness, differentiation, proliferation, and metastasis of tumor cells; thus, it has a profound effect on the prognosis of patients with tumors. However, the relationship between pyroptosis and PCa remains unclear. We first identified 25 pyroptosis-related genes (PRGs) that were differentially expressed between PCa tissues and matched normal tissues in The Cancer Genome Atlas (TCGA) cohort. Based on the expression levels of 25 PRGs, PCa patients were clearly divided into two clusters and 17 PRGs were found to be significantly different between the two clusters, suggesting probable roles for these genes in the progression and recurrence of PCa. Therefore, the GSE40272 dataset with recurrence follow-up information was used to verify their value. Univariate analysis suggested that 5/17 genes were associated with recurrence, the number of genes did not decrease after least absolute shrinkage and selection operator (LASSO) regression analysis, and 5 PRGs constituted the risk score formula. Low-risk and high-risk subgroups identified using the recurrence model showed different disease-free survival (DFS) times (P<0.001) and the risk score of five PRGs was a factor of independence for recurrence in patients with PCa. In addition, Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) analyses suggested that these pathways, and comprising PRGs might be closely related to carcinogenesis and invasion of tumors, tumor microenvironment, and immune response. In conclusion, the expression signatures of PRGs play an important role in predicting PCa recurrence.https://www.frontiersin.org/articles/10.3389/fonc.2022.814912/fullpyroptosisprostate cancerrecurrenceimmunityprognosis |
spellingShingle | Chun Li Chun Li Chun Li Chun Li Jie Zhu Hexi Du Hexi Du Hexi Du Chaozhao Liang Chaozhao Liang Chaozhao Liang Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer Recurrence Frontiers in Oncology pyroptosis prostate cancer recurrence immunity prognosis |
title | Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer Recurrence |
title_full | Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer Recurrence |
title_fullStr | Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer Recurrence |
title_full_unstemmed | Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer Recurrence |
title_short | Identification of Novel Pyroptosis-Related Gene Signatures to Predict Prostate Cancer Recurrence |
title_sort | identification of novel pyroptosis related gene signatures to predict prostate cancer recurrence |
topic | pyroptosis prostate cancer recurrence immunity prognosis |
url | https://www.frontiersin.org/articles/10.3389/fonc.2022.814912/full |
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