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Radiomics and Prostate MRI: Current Role and Future Applications

Authors :
Giuseppe Cutaia
Giuseppe La Tona
Albert Comelli
Federica Vernuccio
Francesco Agnello
Cesare Gagliardo
Leonardo Salvaggio
Natale Quartuccio
Letterio Sturiale
Alessandro Stefano
Mauro Calamia
Gaspare Arnone
Massimo Midiri
Giuseppe Salvaggio
Source :
Journal of Imaging, Vol 7, Iss 2, p 34 (2021)
Publication Year :
2021
Publisher :
MDPI AG, 2021.

Abstract

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.

Details

Language :
English
ISSN :
2313433X
Volume :
7
Issue :
2
Database :
Directory of Open Access Journals
Journal :
Journal of Imaging
Publication Type :
Academic Journal
Accession number :
edsdoj.4930cb7fbf04e5abca445bc28a9ffb7
Document Type :
article
Full Text :
https://doi.org/10.3390/jimaging7020034