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Integrated framework for quantitative T2-weighted MRI analysis following prostate cancer radiotherapy

Authors :
Evangelia I. Zacharaki
Adrian L. Breto
Ahmad Algohary
Veronica Wallaengen
Sandra M. Gaston
Sanoj Punnen
Patricia Castillo
Pradip M. Pattany
Oleksandr N. Kryvenko
Benjamin Spieler
John C. Ford
Matthew C. Abramowitz
Alan Dal Pra
Alan Pollack
Radka Stoyanova
Source :
Physics and Imaging in Radiation Oncology, Vol 32, Iss , Pp 100660- (2024)
Publication Year :
2024
Publisher :
Elsevier, 2024.

Abstract

Purpose: The aim of this study is to develop a framework for quantitative analysis of longitudinal T2-weighted MRIs (T2w) following radiotherapy (RT) for prostate cancer. Materials and methods: The developed methodology includes: (i) deformable image registration of longitudinal series to pre-RT T2w for automated detection of prostate, peripheral zone (PZ), and gross tumor volume (GTV); and (ii) T2w signal-intensity harmonization based on three reference tissues. The REgistration and HARMonization (REHARM) framework was applied on T2w acquired in a clinical trial consisting of two pre-RT and three post-RT MRI exams. Image registration was assessed by the DICE coefficient between automatic and manual contours, and intensity normalization via inter-patient histogram intersection. Longitudinal consistency was evaluated by the repeatability coefficient and Pearson correlation (r) between the two T2w exams before RT. Results: T2w from 107 MRI exams (23 patients) were utilized. Following REHARM, the histogram intersections for prostate, PZ and GTV increased from median = 0.43/0.16/0.13 to 0.66/0.44/0.46. The repeatability in T2w intensity estimation was better for the automatic than the manual contours for all three regions of interest (r = 0.9, p

Details

Language :
English
ISSN :
24056316
Volume :
32
Issue :
100660-
Database :
Directory of Open Access Journals
Journal :
Physics and Imaging in Radiation Oncology
Publication Type :
Academic Journal
Accession number :
edsdoj.088b0eed923435297dfc43d8b35a654
Document Type :
article
Full Text :
https://doi.org/10.1016/j.phro.2024.100660