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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Main Authors: 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
Format: Article
Language:English
Published: Elsevier 2021-01-01
Series:Computational and Structural Biotechnology Journal
Subjects:
Online Access:http://www.sciencedirect.com/science/article/pii/S2001037021003779
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record_format Article
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language English
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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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spelling 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