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Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network

BACKGROUND: Metastatic castration‐resistant prostate cancer (mCRPC) is an aggressive form of cancer unresponsive to androgen deprivation therapy (ADT) that spreads quickly to other organs. Despite reduced androgen levels after ADT, mCRPC development and lethality continues to be conducted by the and...

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Autores principales: Ferraz, Rafaella Sousa, Cavalcante, João Vitor Ferreira, Magalhães, Leandro, Ribeiro‐dos‐Santos, Ândrea, Dalmolin, Rodrigo Juliani Siqueira
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley and Sons Inc. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557827/
https://www.ncbi.nlm.nih.gov/pubmed/37644825
http://dx.doi.org/10.1002/cam4.6481
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author Ferraz, Rafaella Sousa
Cavalcante, João Vitor Ferreira
Magalhães, Leandro
Ribeiro‐dos‐Santos, Ândrea
Dalmolin, Rodrigo Juliani Siqueira
author_facet Ferraz, Rafaella Sousa
Cavalcante, João Vitor Ferreira
Magalhães, Leandro
Ribeiro‐dos‐Santos, Ândrea
Dalmolin, Rodrigo Juliani Siqueira
author_sort Ferraz, Rafaella Sousa
collection PubMed
description BACKGROUND: Metastatic castration‐resistant prostate cancer (mCRPC) is an aggressive form of cancer unresponsive to androgen deprivation therapy (ADT) that spreads quickly to other organs. Despite reduced androgen levels after ADT, mCRPC development and lethality continues to be conducted by the androgen receptor (AR) axis. The maintenance of AR signaling in mCRPC is a result of AR alterations, androgen intratumoral production, and the action of regulatory elements, such as noncoding RNAs (ncRNAs). ncRNAs are key elements in cancer signaling, acting in tumor growth, metabolic reprogramming, and tumor progression. In prostate cancer (PCa), the ncRNAs have been reported to be associated with AR expression, PCa proliferation, and castration resistance. In this study, we aimed to reconstruct the lncRNA‐centered regulatory network of mCRPC and identify the lncRNAs which act as master regulators (MRs). METHODS: We used publicly available RNA‐sequencing to infer the regulatory network of lncRNAs in mCRPC. Five gene signatures were employed to conduct the master regulator analysis. Inferred MRs were then subjected to functional enrichment and symbolic regression modeling. The latter approach was applied to identify the lncRNAs with greater predictive capacity and potential as a biomarker in mCRPC. RESULTS: We identified 31 lncRNAs involved in cellular proliferation, tumor metabolism, and invasion‐metastasis cascade. SNHG18 and HELLPAR were the highlights of our results. SNHG18 was downregulated in mCRPC and enriched to metastasis signatures. It accurately distinguished both mCRPC and primary CRPC from normal tissue and was associated with epithelial–mesenchymal transition (EMT) and cell‐matrix adhesion pathways. HELLPAR consistently distinguished mCRPC from primary CRPC and normal tissue using only its expression. CONCLUSION: Our results contribute to understanding the regulatory behavior of lncRNAs in mCRPC and indicate SNHG18 and HELLPAR as master regulators and potential new diagnostic targets in this tumor.
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spelling pubmed-105578272023-10-07 Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network Ferraz, Rafaella Sousa Cavalcante, João Vitor Ferreira Magalhães, Leandro Ribeiro‐dos‐Santos, Ândrea Dalmolin, Rodrigo Juliani Siqueira Cancer Med Research Articles BACKGROUND: Metastatic castration‐resistant prostate cancer (mCRPC) is an aggressive form of cancer unresponsive to androgen deprivation therapy (ADT) that spreads quickly to other organs. Despite reduced androgen levels after ADT, mCRPC development and lethality continues to be conducted by the androgen receptor (AR) axis. The maintenance of AR signaling in mCRPC is a result of AR alterations, androgen intratumoral production, and the action of regulatory elements, such as noncoding RNAs (ncRNAs). ncRNAs are key elements in cancer signaling, acting in tumor growth, metabolic reprogramming, and tumor progression. In prostate cancer (PCa), the ncRNAs have been reported to be associated with AR expression, PCa proliferation, and castration resistance. In this study, we aimed to reconstruct the lncRNA‐centered regulatory network of mCRPC and identify the lncRNAs which act as master regulators (MRs). METHODS: We used publicly available RNA‐sequencing to infer the regulatory network of lncRNAs in mCRPC. Five gene signatures were employed to conduct the master regulator analysis. Inferred MRs were then subjected to functional enrichment and symbolic regression modeling. The latter approach was applied to identify the lncRNAs with greater predictive capacity and potential as a biomarker in mCRPC. RESULTS: We identified 31 lncRNAs involved in cellular proliferation, tumor metabolism, and invasion‐metastasis cascade. SNHG18 and HELLPAR were the highlights of our results. SNHG18 was downregulated in mCRPC and enriched to metastasis signatures. It accurately distinguished both mCRPC and primary CRPC from normal tissue and was associated with epithelial–mesenchymal transition (EMT) and cell‐matrix adhesion pathways. HELLPAR consistently distinguished mCRPC from primary CRPC and normal tissue using only its expression. CONCLUSION: Our results contribute to understanding the regulatory behavior of lncRNAs in mCRPC and indicate SNHG18 and HELLPAR as master regulators and potential new diagnostic targets in this tumor. John Wiley and Sons Inc. 2023-08-29 /pmc/articles/PMC10557827/ /pubmed/37644825 http://dx.doi.org/10.1002/cam4.6481 Text en © 2023 The Authors. Cancer Medicine published by John Wiley & Sons Ltd. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Ferraz, Rafaella Sousa
Cavalcante, João Vitor Ferreira
Magalhães, Leandro
Ribeiro‐dos‐Santos, Ândrea
Dalmolin, Rodrigo Juliani Siqueira
Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network
title Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network
title_full Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network
title_fullStr Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network
title_full_unstemmed Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network
title_short Revealing metastatic castration‐resistant prostate cancer master regulator through lncRNAs‐centered regulatory network
title_sort revealing metastatic castration‐resistant prostate cancer master regulator through lncrnas‐centered regulatory network
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10557827/
https://www.ncbi.nlm.nih.gov/pubmed/37644825
http://dx.doi.org/10.1002/cam4.6481
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