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Radiomics and Prostate MRI: Current Role and Future Applications

Multiparametric prostate magnetic resonance imaging (mpMRI) is widely used as a triage test for men at a risk of prostate cancer. However, the traditional role of mpMRI was confined to prostate cancer staging. Radiomics is the quantitative extraction and analysis of minable data from medical images;...

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Autores principales: Cutaia, Giuseppe, La Tona, Giuseppe, Comelli, Albert, Vernuccio, Federica, Agnello, Francesco, Gagliardo, Cesare, Salvaggio, Leonardo, Quartuccio, Natale, Sturiale, Letterio, Stefano, Alessandro, Calamia, Mauro, Arnone, Gaspare, Midiri, Massimo, Salvaggio, Giuseppe
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321264/
https://www.ncbi.nlm.nih.gov/pubmed/34460633
http://dx.doi.org/10.3390/jimaging7020034
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author Cutaia, Giuseppe
La Tona, Giuseppe
Comelli, Albert
Vernuccio, Federica
Agnello, Francesco
Gagliardo, Cesare
Salvaggio, Leonardo
Quartuccio, Natale
Sturiale, Letterio
Stefano, Alessandro
Calamia, Mauro
Arnone, Gaspare
Midiri, Massimo
Salvaggio, Giuseppe
author_facet Cutaia, Giuseppe
La Tona, Giuseppe
Comelli, Albert
Vernuccio, Federica
Agnello, Francesco
Gagliardo, Cesare
Salvaggio, Leonardo
Quartuccio, Natale
Sturiale, Letterio
Stefano, Alessandro
Calamia, Mauro
Arnone, Gaspare
Midiri, Massimo
Salvaggio, Giuseppe
author_sort Cutaia, Giuseppe
collection PubMed
description Multiparametric prostate magnetic resonance imaging (mpMRI) is widely used as a triage test for men at a risk of prostate cancer. However, the traditional role of mpMRI was confined to prostate cancer staging. Radiomics is the quantitative extraction and analysis of minable data from medical images; it is emerging as a promising tool to detect and categorize prostate lesions. In this paper we review the role of radiomics applied to prostate mpMRI in detection and localization of prostate cancer, prediction of Gleason score and PI-RADS classification, prediction of extracapsular extension and of biochemical recurrence. We also provide a future perspective of artificial intelligence (machine learning and deep learning) applied to the field of prostate cancer.
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spelling pubmed-83212642021-08-26 Radiomics and Prostate MRI: Current Role and Future Applications Cutaia, Giuseppe La Tona, Giuseppe Comelli, Albert Vernuccio, Federica Agnello, Francesco Gagliardo, Cesare Salvaggio, Leonardo Quartuccio, Natale Sturiale, Letterio Stefano, Alessandro Calamia, Mauro Arnone, Gaspare Midiri, Massimo Salvaggio, Giuseppe J Imaging Review Multiparametric prostate magnetic resonance imaging (mpMRI) is widely used as a triage test for men at a risk of prostate cancer. However, the traditional role of mpMRI was confined to prostate cancer staging. Radiomics is the quantitative extraction and analysis of minable data from medical images; it is emerging as a promising tool to detect and categorize prostate lesions. In this paper we review the role of radiomics applied to prostate mpMRI in detection and localization of prostate cancer, prediction of Gleason score and PI-RADS classification, prediction of extracapsular extension and of biochemical recurrence. We also provide a future perspective of artificial intelligence (machine learning and deep learning) applied to the field of prostate cancer. MDPI 2021-02-11 /pmc/articles/PMC8321264/ /pubmed/34460633 http://dx.doi.org/10.3390/jimaging7020034 Text en © 2021 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 (http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) ).
spellingShingle Review
Cutaia, Giuseppe
La Tona, Giuseppe
Comelli, Albert
Vernuccio, Federica
Agnello, Francesco
Gagliardo, Cesare
Salvaggio, Leonardo
Quartuccio, Natale
Sturiale, Letterio
Stefano, Alessandro
Calamia, Mauro
Arnone, Gaspare
Midiri, Massimo
Salvaggio, Giuseppe
Radiomics and Prostate MRI: Current Role and Future Applications
title Radiomics and Prostate MRI: Current Role and Future Applications
title_full Radiomics and Prostate MRI: Current Role and Future Applications
title_fullStr Radiomics and Prostate MRI: Current Role and Future Applications
title_full_unstemmed Radiomics and Prostate MRI: Current Role and Future Applications
title_short Radiomics and Prostate MRI: Current Role and Future Applications
title_sort radiomics and prostate mri: current role and future applications
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8321264/
https://www.ncbi.nlm.nih.gov/pubmed/34460633
http://dx.doi.org/10.3390/jimaging7020034
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