Radiomics in prostate cancer: An up-to-date review

M Ferro, O de Cobelli, G Musi… - Therapeutic …, 2022 - journals.sagepub.com
Prostate cancer (PCa) is the most common worldwide diagnosed malignancy in male
population. The diagnosis, the identification of aggressive disease, and the post-treatment …

[HTML][HTML] Machine learning in prostate MRI for prostate cancer: current status and future opportunities

H Li, CH Lee, D Chia, Z Lin, W Huang, CH Tan - Diagnostics, 2022 - mdpi.com
Advances in our understanding of the role of magnetic resonance imaging (MRI) for the
detection of prostate cancer have enabled its integration into clinical routines in the past two …

Radiomics in prostate cancer imaging for a personalized treatment approach-current aspects of methodology and a systematic review on validated studies

SKB Spohn, AS Bettermann, F Bamberg… - …, 2021 - pmc.ncbi.nlm.nih.gov
Prostate cancer (PCa) is one of the most frequently diagnosed malignancies of men in the
world. Due to a variety of treatment options in different risk groups, proper diagnostic and …

What benefit can be obtained from magnetic resonance imaging diagnosis with artificial intelligence in prostate cancer compared with clinical assessments?

LT Zhao, ZY Liu, WF **e, LZ Shao, J Lu, J Tian… - Military Medical …, 2023 - Springer
The present study aimed to explore the potential of artificial intelligence (AI) methodology
based on magnetic resonance (MR) images to aid in the management of prostate cancer …

MRI index lesion radiomics and machine learning for detection of extraprostatic extension of disease: a multicenter study

R Cuocolo, A Stanzione, R Faletti, M Gatti, G Calleris… - European …, 2021 - Springer
Objectives To build a machine learning (ML) model to detect extraprostatic extension (EPE)
of prostate cancer (PCa), based on radiomics features extracted from prostate MRI index …

[HTML][HTML] Radiomics and prostate MRI: current role and future applications

G Cutaia, G La Tona, A Comelli, F Vernuccio… - Journal of …, 2021 - mdpi.com
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 …

State of the art of radiomic analysis in the clinical management of prostate cancer: A systematic review

S Ghezzo, C Bezzi, L Presotto, P Mapelli… - Critical Reviews in …, 2022 - Elsevier
We present the current clinical applications of radiomics in the context of prostate cancer
(PCa) management. Several online databases for original articles using a combination of …

Radiomics for the identification of extraprostatic extension with prostate MRI: a systematic review and meta-analysis

A Ponsiglione, M Gambardella, A Stanzione… - European …, 2024 - Springer
Objectives Extraprostatic extension (EPE) of prostate cancer (PCa) is predicted using clinical
nomograms. Incorporating MRI could represent a leap forward, although poor sensitivity and …

Diffusion-weighted imaging in prostate cancer

T Tamada, Y Ueda, Y Ueno, Y Kojima, A Kido… - … Resonance Materials in …, 2021 - Springer
Abstract Diffusion-weighted imaging (DWI), a key component in multiparametric MRI
(mpMRI), is useful for tumor detection and localization in clinically significant prostate cancer …

Clinical application of machine learning models in patients with prostate cancer before prostatectomy

A Guerra, MR Orton, H Wang, M Konidari, K Maes… - Cancer Imaging, 2024 - Springer
Background To build machine learning predictive models for surgical risk assessment of
extracapsular extension (ECE) in patients with prostate cancer (PCa) before radical …