• Home
  • Search
  • Deep learning-based diffusion-weighted imaging vs. conventionally obtained diffusion-weighted imaging in prostate cancer extracapsular extension detection: a multicenter retrospective study.
  • https://doi.org/10.1186/s12880-025-02109-xCopy DOI Icon

Deep learning-based diffusion-weighted imaging vs. conventionally obtained diffusion-weighted imaging in prostate cancer extracapsular extension detection: a multicenter retrospective study.

Show More
  • Abstract
  • Literature Map
  • References
  • Similar Papers
Abstract

Extracapsular extension (ECE) of prostate cancer (PCa) is a crucial determinant for preoperative staging, significantly influencing urologists’ surgical planning. While magnetic resonance imaging (MRI) aids staging by depicting ECE, its diagnostic accuracy is frequently constrained by poor image quality. Deep learning-based diffusion-weighted imaging (DL-DWI) holds potential for enhancing diagnostic accuracy through improved image quality. This multicenter retrospective study enrolled 252 consecutive patients with clinically suspected PCa from five centers between June 2019 and September 2023. All patients underwent multiparametric MRI (mpMRI) followed by radical prostatectomy. A denoising diffusion probabilistic model (DDPM) was developed to synthesize high-b-value DL-DWI images. Two radiologic residents independently evaluated the image quality of DL-DWI and conventionally obtained DWI (C-DWI) using a five-point Likert scale. Objective image quality metrics including estimated signal-to-noise ratio (eSNR), contrast-to-noise ratio (CNR), edge rise distance (ERD), and edge rise slope (ERS) were quantitatively assessed and compared between sequences. Four radiologists (experience range: 2–20 years) independently made the diagnosis of each patient based on the DL-DWI and C-DWI using the four-scale ECE grade system. Intra-reader agreement was assessed using weighted kappa, and inter-reader agreement using Fleiss’ kappa. Diagnostic performance was compared using multi-reader multi-case receiver operating characteristic analysis, with the area under the curve (AUC) as the metric. Decision curve analysis (DCA) evaluated the net clinical benefit. Statistical significance was defined as a two-sided P < 0.05. DL-DWI demonstrated significantly superior image quality compared to C-DWI (P < 0.05) and higher agreement for both intra-reader (weighted κ: 0.59, 0.45 vs. 0.40, 0.33 for readers 1 and 2, respectively) and inter-reader (weighted κ: 0.59 vs. 0.48) quality assessments. Quantitative analysis confirmed substantial improvement in DL-DWI across all objective metrics: eSNR (56.66 ± 7.36 vs. 31.76 ± 12.97, P < 0.001), CNR (28.89 ± 9.27 vs. 10.53 ± 5.48, P < 0.001), ERD (2.85 [IQR:1.90–3.80] vs. 4.27 [IQR:3.27–5.60], P < 0.001), and ERS (69.48 ± 19.15 vs. 23.82 ± 10.29, P < 0.001). For ECE detection, DL-DWI showed higher intra-reader agreement (weighted κ for readers 3–6: 0.53, 0.56, 0.67, 0.70 vs. 0.53, 0.34, 0.52, 0.49) and inter-reader agreement (Fleiss κ: 0.25 vs. 0.18) compared to C-DWI. DL-DWI achieved significantly higher diagnostic performance (mean AUC: 0.76 [95% CI: 0.71–0.80] vs. 0.70 [95% CI: 0.65–0.74], P < 0.001). DCA indicated greater net clinical benefit for DL-DWI compared to C-DWI. DL-DWI appears to outperform C-DWI in both image quality and clinical utility, showing potential to improve ECE diagnostic accuracy for residents, enhance inter-reader consistency, and provide greater net benefit in clinical decision-making. Not applicable.

Similar Papers
  • Research Article

MRI evaluation of pediatric ovarian tumors: morphological features and preliminary assessment of diffusion-weighted imaging.

  • Mar 26, 2026
  • BMC pediatrics
  • Gulnora Yusupaliyeva +4
  • Research Article
  • Citations1

Pediatric Versus Adult Nasopharyngeal Cancer in Diffusion-Weighted Magnetic Resonance Imaging

  • Jul 03, 2025
  • Cancers
  • Emil Crasnean +12
  • Research Article
  • Citations107

An integrated nomogram combining deep learning, Prostate Imaging–Reporting and Data System (PI-RADS) scoring, and clinical variables for identification of clinically significant prostate cancer on biparametric MRI: a retrospective multicentre study

  • Jun 21, 2021
  • The Lancet. Digital health
  • Amogh Hiremath +9
  • Research Article

9294 Clinical and Radiological Characterization And Outcomes of Lipid-Poor Adrenal Masses- A Multi-Center Retrospective Study

  • Oct 05, 2024
  • Journal of the Endocrine Society
  • Vania Balderrama-Brondani +11
  • Research Article
  • Citations127

Multiparametric Prostate MR Imaging with T2-weighted, Diffusion-weighted, and Dynamic Contrast-enhanced Sequences: Are All Pulse Sequences Necessary to Detect Locally Recurrent Prostate Cancer after Radiation Therapy?

  • Mar 12, 2013
  • Radiology
  • Olivio F Donati +8
  • Research Article
  • Citations12

Better functional outcomes for ORIF in tibial eminence fracture treatment: a national comparative multicentric study of ORIF vs ARIF.

  • Dec 03, 2019
  • Knee Surgery, Sports Traumatology, Arthroscopy
  • Régis Pailhé +6
  • Research Article
  • Citations202

Diffusion-weighted Imaging of the Breast: Principles and Clinical Applications

  • Jul 01, 2011
  • RadioGraphics
  • Reiko Woodhams +7
  • Research Article
  • Citations2

Use of Onyx Frontier™ for intracranial stenting in stroke patients: A multicenter retrospective study.

  • Oct 21, 2024
  • Interventional neuroradiology : journal of peritherapeutic neuroradiology, surgical procedures and related neurosciences
  • Ahmad Chahine +23
  • Abstract

E-268 Cerebrovascular injury following gunshot wound to the head associated with increased mortality and poor functional outcomes: a multicenter retrospective study

  • Jul 01, 2024
  • Journal of NeuroInterventional Surgery
  • J Lamanna +10
  • Research Article
  • Citations7

Low serum calcium promotes traumatic intracerebral hematoma expansion by the response of immune cell: A multicenter retrospective cohort study

  • Mar 13, 2025
  • Scientific Reports
  • Dongzhou Zhuang +10
  • Research Article
  • Citations1

Proximal gastrectomy with tubular stomach reconstruction vs total gastrectomy for proximal gastric cancer following neoadjuvant chemotherapy: A multicenter retrospective study

  • May 27, 2025
  • World Journal of Gastrointestinal Surgery
  • Yi-Ming Lu +7
  • Research Article
  • Citations2

How long can pulmonary resection surgery be performed after SARS-CoV-2 infection? A multicenter retrospective study

  • Dec 18, 2023
  • International Journal of Surgery (London, England)
  • Jiangnan Duan +12
  • Research Article

Limitations of life-sustaining treatments in intensive care units in Croatia: a multicenter retrospective study

  • Aug 01, 2024
  • Croatian Medical Journal
  • Diana Špoljar +15
  • Research Article

Short-term outcomes of robot-assisted ultralow anterior resection and robot-assisted rectectomy with transanal anastomosis for rectal cancer in Japan: A multicenter retrospective cohort study (ROSEMARY study).

  • Aug 01, 2025
  • Surgery
  • Masaaki Miyo +34
  • PDF
  • Research Article
  • Citations16

Characteristics, predictors and outcomes of new-onset QT prolongation in sepsis: a multicenter retrospective study

  • Apr 09, 2024
  • Critical Care
  • Weizhuo Liu +14
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.