MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer
MicroRNA (miRNA) deregulation plays a critical role in the heterogeneous development of prostate cancer (PCa) by tuning mRNA levels. Herein, we aimed to characterize the molecular features of PCa by clustering the miRNA-regulated transcriptome with non-negative matrix factorization. Using 478 PCa sa...
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Format: | Article |
Language: | English |
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Elsevier
2021-01-01
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Series: | Computational and Structural Biotechnology Journal |
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Online Access: | http://www.sciencedirect.com/science/article/pii/S2001037021003779 |
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record_format |
Article |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Bing-Biao Lin Han-Qi Lei Hai-Yun Xiong Xing Fu Fu Shi Xiang-Wei Yang Ya-Fei Yang Guo-Long Liao Yu-Peng Feng Dong-Gen Jiang Jun Pang |
spellingShingle |
Bing-Biao Lin Han-Qi Lei Hai-Yun Xiong Xing Fu Fu Shi Xiang-Wei Yang Ya-Fei Yang Guo-Long Liao Yu-Peng Feng Dong-Gen Jiang Jun Pang MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer Computational and Structural Biotechnology Journal Prostate cancer miRNAs Molecular subtypes Heterogeneity |
author_facet |
Bing-Biao Lin Han-Qi Lei Hai-Yun Xiong Xing Fu Fu Shi Xiang-Wei Yang Ya-Fei Yang Guo-Long Liao Yu-Peng Feng Dong-Gen Jiang Jun Pang |
author_sort |
Bing-Biao Lin |
title |
MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer |
title_short |
MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer |
title_full |
MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer |
title_fullStr |
MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer |
title_full_unstemmed |
MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer |
title_sort |
microrna-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancer |
publisher |
Elsevier |
series |
Computational and Structural Biotechnology Journal |
issn |
2001-0370 |
publishDate |
2021-01-01 |
description |
MicroRNA (miRNA) deregulation plays a critical role in the heterogeneous development of prostate cancer (PCa) by tuning mRNA levels. Herein, we aimed to characterize the molecular features of PCa by clustering the miRNA-regulated transcriptome with non-negative matrix factorization. Using 478 PCa samples from The Cancer Genome Atlas, four molecular subtypes (S-I, S-II, S-III, and S-IV) were identified and validated in two merged microarray and RNAseq datasets with 656 and 252 samples, respectively. Interestingly, the four subtypes showed distinct clinical and biological features after comprehensive analyses of clinical features, multiomic profiles, immune infiltration, and drug sensitivity. S-I is basal/stem/mesenchymal-like and immune-excluded with marked transforming growth factor β, epithelial-mesenchymal transition and hypoxia signals, increased sensitivity to olaparib, and intermediate prognosis. S-II is luminal/metabolism-active and responsive to androgen deprivation therapy with frequent TMPRSS2-ERG fusion and a good prognosis. S-III is characterized by moderate proliferative and metabolic activity, sensitivity to taxane-based chemotherapy, and intermediate prognosis. S-IV is highly proliferative with moderate EMT and stemness, frequent deletions of TP53, PTEN and RB, and the poorest prognosis; it is also immune-inflamed and sensitive to anti-PD-L1 therapy. Overall, based on miRNA-regulated gene profiles, this study identified four distinct PCa subtypes that could improve risk stratification at diagnosis and provide therapeutic guidance. |
topic |
Prostate cancer miRNAs Molecular subtypes Heterogeneity |
url |
http://www.sciencedirect.com/science/article/pii/S2001037021003779 |
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AT bingbiaolin micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT hanqilei micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT haiyunxiong micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT xingfu micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT fushi micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT xiangweiyang micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT yafeiyang micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT guolongliao micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT yupengfeng micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT donggenjiang micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer AT junpang micrornaregulatedtranscriptomeanalysisidentifiesfourmajorsubtypeswithprognosticandtherapeuticimplicationsinprostatecancer |
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doaj-915f390530234eed8d04be1a9f27929c2021-09-09T04:27:31ZengElsevierComputational and Structural Biotechnology Journal2001-03702021-01-011949414953MicroRNA-regulated transcriptome analysis identifies four major subtypes with prognostic and therapeutic implications in prostate cancerBing-Biao Lin0Han-Qi Lei1Hai-Yun Xiong2Xing Fu3Fu Shi4Xiang-Wei Yang5Ya-Fei Yang6Guo-Long Liao7Yu-Peng Feng8Dong-Gen Jiang9Jun Pang10Department of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, ChinaDepartment of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, ChinaDepartment of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, ChinaSchool of Medicine, Southern University of Science and Technology, 1088 Xueyuan Road, Shenzhen, Guangdong 518055, ChinaDepartment of Reproductive Medicine Center, The University of Hong Kong-Shenzhen Hospital, Shenzhen, Guangdong 518000, ChinaDepartment of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, ChinaDepartment of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, ChinaDepartment of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, ChinaDepartment of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, ChinaDepartment of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, China; Corresponding authors at: Department of Urology, Kidney and Urology Center, Pelvic Floor disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, China.Department of Urology, Kidney and Urology Center, Pelvic Floor Disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, China; Corresponding authors at: Department of Urology, Kidney and Urology Center, Pelvic Floor disorders Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen, Guangdong 518000, China.MicroRNA (miRNA) deregulation plays a critical role in the heterogeneous development of prostate cancer (PCa) by tuning mRNA levels. Herein, we aimed to characterize the molecular features of PCa by clustering the miRNA-regulated transcriptome with non-negative matrix factorization. Using 478 PCa samples from The Cancer Genome Atlas, four molecular subtypes (S-I, S-II, S-III, and S-IV) were identified and validated in two merged microarray and RNAseq datasets with 656 and 252 samples, respectively. Interestingly, the four subtypes showed distinct clinical and biological features after comprehensive analyses of clinical features, multiomic profiles, immune infiltration, and drug sensitivity. S-I is basal/stem/mesenchymal-like and immune-excluded with marked transforming growth factor β, epithelial-mesenchymal transition and hypoxia signals, increased sensitivity to olaparib, and intermediate prognosis. S-II is luminal/metabolism-active and responsive to androgen deprivation therapy with frequent TMPRSS2-ERG fusion and a good prognosis. S-III is characterized by moderate proliferative and metabolic activity, sensitivity to taxane-based chemotherapy, and intermediate prognosis. S-IV is highly proliferative with moderate EMT and stemness, frequent deletions of TP53, PTEN and RB, and the poorest prognosis; it is also immune-inflamed and sensitive to anti-PD-L1 therapy. Overall, based on miRNA-regulated gene profiles, this study identified four distinct PCa subtypes that could improve risk stratification at diagnosis and provide therapeutic guidance.http://www.sciencedirect.com/science/article/pii/S2001037021003779Prostate cancermiRNAsMolecular subtypesHeterogeneity |