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Clinical implementation of deep learning-based synthetic CT for MRI-only volumetric modulated arc therapy in head and neck and pelvic cancer patients

Abstract Rationale and objective This study investigates the implementation of an MRI-only workflow in radiotherapy, focusing on synthetic CT (sCT) images generated through a deep learning-based commercial software to facilitate dose calculation and treatment delivery for volumetric modulated arc th...

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Main Authors: Pareena Earwong, Chanon Puttanawarut, Sithiphong Suphaphong, Ladawan Worapruekjaru, Chuleeporn Jiarpinitnun, Thitipong Sawapabmongkon, Pimolpun Changkaew, Sawwanee Asavaphatiboon, Suphalak Khachonkham
Format: Artigo
Language:Inglês
Published: BMC 2025-11-01
Series:Radiation Oncology
Subjects:
MRI-only workflow
Synthetic CT
Deep learning-based
Radiotherapy
Head and neck
Pelvis
Online Access:https://doi.org/10.1186/s13014-025-02744-2
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