Journal of Imaging (Feb 2021)

Radiomics and Prostate MRI: Current Role and Future Applications

  • 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

DOI
https://doi.org/10.3390/jimaging7020034
Journal volume & issue
Vol. 7, no. 2
p. 34

Abstract

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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.

Keywords