Advancements in mri-based radiomics and artificial intelligence for prostate cancer: A comprehensive review and future prospects

A Chaddad, G Tan, X Liang, L Hassan, S Rathore… - Cancers, 2023 - mdpi.com
Simple Summary The integration of artificial intelligence (AI) into radiomic models has
become increasingly popular due to advances in computer-aided diagnosis tools. These …

Radiomics vs radiologist in prostate cancer. Results from a systematic review

G Chiacchio, D Castellani, C Nedbal… - World Journal of …, 2023 - Springer
Purpose Radiomics in uro-oncology is a rapidly evolving science proving to be a novel
approach for optimizing the analysis of massive data from medical images to provide …

Exploring the efficacy of multi-flavored feature extraction with radiomics and deep features for prostate cancer grading on mpMRI

H Khanfari, S Mehranfar, M Cheki… - BMC Medical …, 2023 - Springer
Background The purpose of this study is to investigate the use of radiomics and deep
features obtained from multiparametric magnetic resonance imaging (mpMRI) for grading …

Prediction of clinically significant prostate cancer with a multimodal MRI-based radiomics nomogram

G Jing, P Xing, Z Li, X Ma, H Lu, C Shao, Y Lu… - Frontiers in …, 2022 - frontiersin.org
Objective To develop and validate a multimodal MRI-based radiomics nomogram for
predicting clinically significant prostate cancer (CS-PCa). Methods Patients who underwent …

[PDF][PDF] BP-MRI 联合临床预测指标对前列腺癌的诊断价值

黄丹丹, 冯倩茹, 李增华, 夏春华 - 磁共振成像, 2023 - med-sci.cn
目的基于前列腺影像报告和数据系统2.1 版(Prostate Imaging Reporting and Data System
version 2.1, PI-RADS v2. 1) 分析双参数磁共振成像(biparametric magnetic resonance …

AI-powered radiomics: revolutionizing detection of urologic malignancies

DG Gelikman, S Rais-Bahrami, PA Pinto… - Current Opinion in …, 2024 - journals.lww.com
Radiomics integrated with artificial intelligence offers a pioneering approach to urologic
oncology, ushering in an era of enhanced diagnostic precision and reduced invasiveness …

[HTML][HTML] Radiomic Pipelines for Prostate Cancer in External Beam Radiation Therapy: A Review of Methods and Future Directions

B Mendes, I Domingues, J Santos - Journal of Clinical Medicine, 2024 - mdpi.com
Background: Prostate Cancer (PCa) is asymptomatic at an early stage and often painless,
requiring only active surveillance. External Beam Radiotherapy (EBRT) is currently a …

Can we predict pathology without surgery? Weighing the added value of multiparametric MRI and whole prostate radiomics in integrative machine learning models

G Marvaso, LJ Isaksson, M Zaffaroni, MG Vincini… - European …, 2024 - Springer
Objective To test the ability of high-performance machine learning (ML) models employing
clinical, radiological, and radiomic variables to improve non-invasive prediction of the …

Morphometry-based radiomics for predicting therapeutic response in patients with gliomas following radiotherapy

LPG Sherminie, ML Jayatilake, B Hewavithana… - Frontiers in …, 2023 - frontiersin.org
Introduction Gliomas are still considered as challenging in oncologic management despite
the developments in treatment approaches. The complete elimination of a glioma might not …

Evaluation of the efficiency of MRI-based radiomics classifiers in the diagnosis of prostate lesions

L Li, L Gu, B Kang, J Yang, Y Wu, H Liu, S Lai… - Frontiers in …, 2022 - frontiersin.org
Objective To compare the performance of different imaging classifiers in the prospective
diagnosis of prostate diseases based on multiparameter MRI. Methods A total of 238 …