Deep learning whole‐gland and zonal prostate segmentation on a public MRI dataset
Background Prostate volume, as determined by magnetic resonance imaging (MRI), is a
useful biomarker both for distinguishing between benign and malignant pathology and can …
useful biomarker both for distinguishing between benign and malignant pathology and can …
Deep learning algorithm performs similarly to radiologists in the assessment of prostate volume on MRI
E Thimansson, J Bengtsson, E Baubeta, J Engman… - European …, 2023 - Springer
Objectives Prostate volume (PV) in combination with prostate specific antigen (PSA) yields
PSA density which is an increasingly important biomarker. Calculating PV from MRI is a time …
PSA density which is an increasingly important biomarker. Calculating PV from MRI is a time …
Decreased prostate MRI cancer detection rate due to moderate to severe susceptibility artifacts from hip prosthesis
H Nakai, H Takahashi, DA Adamo, JD LeGout… - European …, 2024 - Springer
Objectives To evaluate the impact of susceptibility artifacts from hip prosthesis on cancer
detection rate (CDR) in prostate MRI. Materials and methods This three-center retrospective …
detection rate (CDR) in prostate MRI. Materials and methods This three-center retrospective …
Prostate volume estimation on MRI: accuracy and effects of ellipsoid and bullet-shaped measurements on PSA density
A Stanzione, A Ponsiglione, GA Di Fiore, SG Picchi… - Academic …, 2021 - Elsevier
Rationale and Objectives PSA density (PSAd), an important decision-making parameter for
patients with suspected prostate cancer (PCa), is dependent on magnetic resonance …
patients with suspected prostate cancer (PCa), is dependent on magnetic resonance …
Comparison of PI-RADS versions 2.0 and 2.1 for MRI-based calculation of the prostate volume
Rationale and Objectives Prostate gland volume (PGV) should be routinely included in MRI
reports of the prostate. The recently updated Prostate Imaging Reporting and Data System …
reports of the prostate. The recently updated Prostate Imaging Reporting and Data System …
Biparametric MRI-based radiomics for noninvastive discrimination of benign prostatic hyperplasia nodules (BPH) and prostate cancer nodules: a bio-centric …
Y Lu, R Yuan, Y Su, Z Liang, H Huang, Q Leng… - Scientific Reports, 2025 - nature.com
To investigate the potential of an MRI-based radiomic model in distinguishing malignant
prostate cancer (PCa) nodules from benign prostatic hyperplasia (BPH)-, as well as …
prostate cancer (PCa) nodules from benign prostatic hyperplasia (BPH)-, as well as …
Clinical and prostate multiparametric magnetic resonance imaging findings as predictors of general and clinically significant prostate cancer risk: A retrospective …
M Massanova, R Vere, S Robertson, F Crocetto… - Current …, 2023 - journals.lww.com
Background To evaluate the predictive values of Prostate Imaging Reporting and Data
System version 2 (PI-RADS v2), prostate-specific antigen (PSA) level, PSA density (PSAD) …
System version 2 (PI-RADS v2), prostate-specific antigen (PSA) level, PSA density (PSAD) …
Transition-zone PSA-density calculated from MRI deep learning prostate zonal segmentation model for prediction of clinically significant prostate cancer
S Kuanar, J Cai, H Nakai, H Nagayama… - Abdominal …, 2024 - Springer
Purpose To develop a deep learning (DL) zonal segmentation model of prostate MR from T2-
weighted images and evaluate TZ-PSAD for prediction of the presence of csPCa (Gleason …
weighted images and evaluate TZ-PSAD for prediction of the presence of csPCa (Gleason …
New diagnostic model for clinically significant prostate cancer in biopsy-naïve men with PIRADS 3
C Huang, F Qiu, D Jin, X Wei, Z Chen, X Wang… - Frontiers in …, 2022 - frontiersin.org
Purpose The aim of this study was to explore a new model of clinical decision-making to
predict the occurrence of clinically significant prostate cancer (csPCa). Patients and Methods …
predict the occurrence of clinically significant prostate cancer (csPCa). Patients and Methods …
Quantitative Evaluation of Apparent Diffusion Coefficient Values, ISUP Grades and Prostate-Specific Antigen Density Values of Potentially Malignant PI-RADS Lesions
N Spadarotto, A Sauck, N Hainc, I Keller, H John… - Cancers, 2023 - mdpi.com
Simple Summary This study demonstrated a correlation between the apparent diffusion
coefficient (ADC) of diffusion-weighted images and potentially malignant prostate lesions …
coefficient (ADC) of diffusion-weighted images and potentially malignant prostate lesions …