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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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Detalles Bibliográficos
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
Descripción
Sumario: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.