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 …
test for men at a risk of prostate cancer. However, the traditional role of mpMRI was confined …
A risk model for detecting clinically significant prostate cancer based on bi-parametric magnetic resonance imaging in a Japanese cohort
K Sakaguchi, M Hayashida, N Tanaka, S Oka… - Scientific Reports, 2021 - nature.com
Selective identification of men with clinically significant prostate cancer (sPC) is a pivotal
issue. Development of a risk model for detecting sPC based on the prostate imaging …
issue. Development of a risk model for detecting sPC based on the prostate imaging …
Evaluation of multiparametric magnetic resonance imaging in detection and prediction of prostate cancer
R Wang, H Wang, C Zhao, J Hu, Y Jiang, Y Tong, T Liu… - PloS one, 2015 - journals.plos.org
Background Although European Society of Urogenital Radiology proposed the potential of
multiparametric magnetic resonance imaging (MP-MRI) as a tool in the diagnostic pathway …
multiparametric magnetic resonance imaging (MP-MRI) as a tool in the diagnostic pathway …
MRI grading for the prediction of prostate cancer aggressiveness
M Boschheidgen, L Schimmöller, C Arsov, F Ziayee… - European …, 2021 - Springer
Objectives To evaluate the value of multiparametric MRI (mpMRI) for the prediction of
prostate cancer (PCA) aggressiveness. Methods In this single center cohort study …
prostate cancer (PCA) aggressiveness. Methods In this single center cohort study …
An integrated nomogram combining deep learning, Prostate Imaging–Reporting and Data System (PI-RADS) scoring, and clinical variables for identification of …
Summary Background Biparametric MRI (comprising T2-weighted MRI and apparent
diffusion coefficient maps) is increasingly being used to characterise prostate cancer …
diffusion coefficient maps) is increasingly being used to characterise prostate cancer …
Evaluation of an automated analysis tool for prostate cancer prediction using multiparametric magnetic resonance imaging
MC Roethke, TH Kuru, MB Mueller-Wolf, E Agterhuis… - PLoS …, 2016 - journals.plos.org
Objective To evaluate the diagnostic performance of an automated analysis tool for the
assessment of prostate cancer based on multiparametric magnetic resonance imaging …
assessment of prostate cancer based on multiparametric magnetic resonance imaging …
Prediction of prostate cancer aggressiveness with a combination of radiomics and machine learning-based analysis of dynamic contrast-enhanced MRI
B Liu, J Cheng, DJ Guo, XJ He, YD Luo, Y Zeng, CM Li - Clinical radiology, 2019 - Elsevier
AIM To investigate whether the combination of radiomics and automatic machine learning-
based classification of original images from multiphase dynamic contrast-enhanced (DCE) …
based classification of original images from multiphase dynamic contrast-enhanced (DCE) …
Improvement of PI-RADS-dependent prostate cancer classification by quantitative image assessment using radiomics or mean ADC
Background Currently, interpretation of prostate MRI is performed qualitatively. Quantitative
assessment of the mean apparent diffusion coefficient (mADC) is promising to improve …
assessment of the mean apparent diffusion coefficient (mADC) is promising to improve …
Multiparametric MRI‐Based Radiomics for Prostate Cancer Screening With PSA in 4–10 ng/mL to Reduce Unnecessary Biopsies
Y Qi, S Zhang, J Wei, G Zhang, J Lei… - Journal of Magnetic …, 2020 - Wiley Online Library
Background Whether men with a prostate‐specific antigen (PSA) level of 4–10 ng/mL should
be recommended for a biopsy is clinically challenging. Purpose To develop and validate a …
be recommended for a biopsy is clinically challenging. Purpose To develop and validate a …
Prostate cancer local staging using biparametric MRI: assessment and comparison with multiparametric MRI
C Christophe, S Montagne, S Bourrelier… - European Journal of …, 2020 - Elsevier
Purpose The value of adding dynamic contrast-enhanced (DCE) imaging to T2-weighted
(T2W) magnetic resonance imaging (MRI) and diffusion-weighted imaging (DWI) to improve …
(T2W) magnetic resonance imaging (MRI) and diffusion-weighted imaging (DWI) to improve …