Multiparametric MRI and radiomics in prostate cancer: a review

Y Sun, HM Reynolds, B Parameswaran… - Australasian physical & …, 2019 - Springer
Multiparametric MRI (mpMRI) is an imaging modality that combines anatomical MR imaging
with one or more functional MRI sequences. It has become a versatile tool for detecting and …

A review of artificial intelligence in prostate cancer detection on imaging

I Bhattacharya, YS Khandwala… - … advances in urology, 2022 - journals.sagepub.com
A multitude of studies have explored the role of artificial intelligence (AI) in providing
diagnostic support to radiologists, pathologists, and urologists in prostate cancer detection …

Magnetic resonance imaging underestimation of prostate cancer geometry: use of patient specific molds to correlate images with whole mount pathology

A Priester, S Natarajan, P Khoshnoodi… - The Journal of …, 2017 - auajournals.org
Purpose: We evaluated the accuracy of magnetic resonance imaging in determining the size
and shape of localized prostate cancer. Materials and Methods: The subjects were 114 men …

[HTML][HTML] ProsRegNet: A deep learning framework for registration of MRI and histopathology images of the prostate

W Shao, L Banh, CA Kunder, RE Fan… - Medical image …, 2021 - Elsevier
Magnetic resonance imaging (MRI) is an increasingly important tool for the diagnosis and
treatment of prostate cancer. However, interpretation of MRI suffers from high inter-observer …

[HTML][HTML] 3D Registration of pre-surgical prostate MRI and histopathology images via super-resolution volume reconstruction

RR Sood, W Shao, C Kunder, NC Teslovich… - Medical image …, 2021 - Elsevier
The use of MRI for prostate cancer diagnosis and treatment is increasing rapidly. However,
identifying the presence and extent of cancer on MRI remains challenging, leading to high …

Detecting localised prostate cancer using radiomic features in PSMA PET and multiparametric MRI for biologically targeted radiation therapy

TH Chan, A Haworth, A Wang, M Osanlouy, S Williams… - EJNMMI research, 2023 - Springer
Abstract Background Prostate-Specific Membrane Antigen (PSMA) PET/CT and
multiparametric MRI (mpMRI) are well-established modalities for identifying intra-prostatic …

U-Net architecture for prostate segmentation: the impact of loss function on system performance

M Montazerolghaem, Y Sun, G Sasso, A Haworth - Bioengineering, 2023 - mdpi.com
Segmentation of the prostate gland from magnetic resonance images is rapidly becoming a
standard of care in prostate cancer radiotherapy treatment planning. Automating this …

Registration of presurgical MRI and histopathology images from radical prostatectomy via RAPSODI

M Rusu, W Shao, CA Kunder, JB Wang… - Medical …, 2020 - Wiley Online Library
Purpose Magnetic resonance imaging (MRI) has great potential to improve prostate cancer
diagnosis; however, subtle differences between cancer and confounding conditions render …

RAPHIA: A deep learning pipeline for the registration of MRI and whole-mount histopathology images of the prostate

W Shao, S Vesal, SJC Soerensen… - Computers in Biology …, 2024 - Elsevier
Image registration can map the ground truth extent of prostate cancer from histopathology
images onto MRI, facilitating the development of machine learning methods for early …

Histological validation of MRI: A review of challenges in registration of imaging and whole‐mount histopathology

W Alyami, A Kyme, R Bourne - Journal of Magnetic Resonance …, 2022 - Wiley Online Library
Rigorous validation with ground truth information such as histology is needed to reliably
assess the current and potential value of MRI techniques to characterize tissue and identify …