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 …

Prostate cancer radiogenomics—from imaging to molecular characterization

M Ferro, O de Cobelli, MD Vartolomei… - International Journal of …, 2021 - mdpi.com
Radiomics and genomics represent two of the most promising fields of cancer research,
designed to improve the risk stratification and disease management of patients with prostate …

Deep learning whole‐gland and zonal prostate segmentation on a public MRI dataset

R Cuocolo, A Comelli, A Stefano… - Journal of Magnetic …, 2021 - Wiley Online Library
Background Prostate volume, as determined by magnetic resonance imaging (MRI), is a
useful biomarker both for distinguishing between benign and malignant pathology and can …

Artificial intelligence applications in medical imaging: A review of the medical physics research in Italy

M Avanzo, M Porzio, L Lorenzon, L Milan, R Sghedoni… - Physica Medica, 2021 - Elsevier
Purpose To perform a systematic review on the research on the application of artificial
intelligence (AI) to imaging published in Italy and identify its fields of application, methods …

Deep learning-based methods for prostate segmentation in magnetic resonance imaging

A Comelli, N Dahiya, A Stefano, F Vernuccio… - Applied Sciences, 2021 - mdpi.com
Featured Application The study demonstrates that high-speed deep learning networks could
perform accurate prostate delineation facilitating the adoption of novel imaging parameters …

Magnetic resonance imaging radiomics‐based machine learning prediction of clinically significant prostate cancer in equivocal PI‐RADS 3 lesions

SJ Hectors, C Chen, J Chen, J Wang… - Journal of Magnetic …, 2021 - Wiley Online Library
Background While Prostate Imaging Reporting and Data System (PI‐RADS) 4 and 5 lesions
typically warrant prostate biopsy and PI‐RADS 1 and 2 lesions may be safely observed, PI …

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 …

Quantitative prostate MRI

N Schieda, CS Lim, F Zabihollahy… - Journal of magnetic …, 2021 - Wiley Online Library
Prostate MRI is reported in clinical practice using the Prostate Imaging and Data Reporting
System (PI‐RADS). PI‐RADS aims to standardize, as much as possible, the acquisition …

Hybrid descriptive‐inferential method for key feature selection in prostate cancer radiomics

S Barone, R Cannella, A Comelli… - … Stochastic Models in …, 2021 - Wiley Online Library
Abstract In healthcare industry 4.0, a big role is played by radiomics. Radiomics concerns
the extraction and analysis of quantitative information not visible to the naked eye, even by …

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 …