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ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer

Following radical surgery, patients may suffer a relapse. It is important to identify such patients so that therapy tactics can be modified appropriately. Existing stratification schemes do not display the probability of recurrence with enough precision since locally advanced prostate cancer (PCa) i...

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Autores principales: Kobelyatskaya, Anastasiya A., Kudryavtsev, Alexander A., Kudryavtseva, Anna V., Snezhkina, Anastasiya V., Fedorova, Maria S., Kalinin, Dmitry V., Pavlov, Vladislav S., Guvatova, Zulfiya G., Naberezhnev, Pavel A., Nyushko, Kirill M., Alekseev, Boris Y., Krasnov, George S., Bulavkina, Elizaveta V., Pudova, Elena A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9569942/
https://www.ncbi.nlm.nih.gov/pubmed/36232996
http://dx.doi.org/10.3390/ijms231911695
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author Kobelyatskaya, Anastasiya A.
Kudryavtsev, Alexander A.
Kudryavtseva, Anna V.
Snezhkina, Anastasiya V.
Fedorova, Maria S.
Kalinin, Dmitry V.
Pavlov, Vladislav S.
Guvatova, Zulfiya G.
Naberezhnev, Pavel A.
Nyushko, Kirill M.
Alekseev, Boris Y.
Krasnov, George S.
Bulavkina, Elizaveta V.
Pudova, Elena A.
author_facet Kobelyatskaya, Anastasiya A.
Kudryavtsev, Alexander A.
Kudryavtseva, Anna V.
Snezhkina, Anastasiya V.
Fedorova, Maria S.
Kalinin, Dmitry V.
Pavlov, Vladislav S.
Guvatova, Zulfiya G.
Naberezhnev, Pavel A.
Nyushko, Kirill M.
Alekseev, Boris Y.
Krasnov, George S.
Bulavkina, Elizaveta V.
Pudova, Elena A.
author_sort Kobelyatskaya, Anastasiya A.
collection PubMed
description Following radical surgery, patients may suffer a relapse. It is important to identify such patients so that therapy tactics can be modified appropriately. Existing stratification schemes do not display the probability of recurrence with enough precision since locally advanced prostate cancer (PCa) is classified as high-risk but is not ranked in greater detail. Between 40 and 50% of PCa cases belong to the TMPRSS2-ERG subtype that is a sufficiently homogeneous group for high-precision prognostic marker search to be possible. This study includes two independent cohorts and is based on high throughput sequencing and qPCR data. As a result, we have been able to suggest a perspective-trained model involving a deep neural network based on both qPCR data for mRNA and miRNA and clinicopathological criteria that can be used for recurrence risk forecasts in patients with TMPRSS2-ERG-positive, locally advanced PCa (the model uses ALDH3A2 + ODF2 + QSOX2 + hsa-miR-503-5p + ISUP + pT, with an AUC = 0.944). In addition to the prognostic model’s use of identified differentially expressed genes and miRNAs, miRNA–target pairs were found that correlate with the prognosis and can be presented as an interactome network.
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spelling pubmed-95699422022-10-17 ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer Kobelyatskaya, Anastasiya A. Kudryavtsev, Alexander A. Kudryavtseva, Anna V. Snezhkina, Anastasiya V. Fedorova, Maria S. Kalinin, Dmitry V. Pavlov, Vladislav S. Guvatova, Zulfiya G. Naberezhnev, Pavel A. Nyushko, Kirill M. Alekseev, Boris Y. Krasnov, George S. Bulavkina, Elizaveta V. Pudova, Elena A. Int J Mol Sci Article Following radical surgery, patients may suffer a relapse. It is important to identify such patients so that therapy tactics can be modified appropriately. Existing stratification schemes do not display the probability of recurrence with enough precision since locally advanced prostate cancer (PCa) is classified as high-risk but is not ranked in greater detail. Between 40 and 50% of PCa cases belong to the TMPRSS2-ERG subtype that is a sufficiently homogeneous group for high-precision prognostic marker search to be possible. This study includes two independent cohorts and is based on high throughput sequencing and qPCR data. As a result, we have been able to suggest a perspective-trained model involving a deep neural network based on both qPCR data for mRNA and miRNA and clinicopathological criteria that can be used for recurrence risk forecasts in patients with TMPRSS2-ERG-positive, locally advanced PCa (the model uses ALDH3A2 + ODF2 + QSOX2 + hsa-miR-503-5p + ISUP + pT, with an AUC = 0.944). In addition to the prognostic model’s use of identified differentially expressed genes and miRNAs, miRNA–target pairs were found that correlate with the prognosis and can be presented as an interactome network. MDPI 2022-10-02 /pmc/articles/PMC9569942/ /pubmed/36232996 http://dx.doi.org/10.3390/ijms231911695 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Kobelyatskaya, Anastasiya A.
Kudryavtsev, Alexander A.
Kudryavtseva, Anna V.
Snezhkina, Anastasiya V.
Fedorova, Maria S.
Kalinin, Dmitry V.
Pavlov, Vladislav S.
Guvatova, Zulfiya G.
Naberezhnev, Pavel A.
Nyushko, Kirill M.
Alekseev, Boris Y.
Krasnov, George S.
Bulavkina, Elizaveta V.
Pudova, Elena A.
ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer
title ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer
title_full ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer
title_fullStr ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer
title_full_unstemmed ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer
title_short ALDH3A2, ODF2, QSOX2, and MicroRNA-503-5p Expression to Forecast Recurrence in TMPRSS2-ERG-Positive Prostate Cancer
title_sort aldh3a2, odf2, qsox2, and microrna-503-5p expression to forecast recurrence in tmprss2-erg-positive prostate cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9569942/
https://www.ncbi.nlm.nih.gov/pubmed/36232996
http://dx.doi.org/10.3390/ijms231911695
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