Feasibility of Multiparametric Positron Emission Tomography/Magnetic Resonance Imaging as a One-Stop Shop for Radiation Therapy Planning for Patients with Head and Neck Cancer.
Journal:
International journal of radiation oncology, biology, physics
PMID:
32682955
Abstract
PURPOSE: Multiparametric positron emission tomography (PET)/magnetic resonance imaging (MRI) as a one-stop shop for radiation therapy (RT) planning has great potential but is technically challenging. We studied the feasibility of performing multiparametric PET/MRI of patients with head and neck cancer (HNC) in RT treatment position. As a step toward planning RT based solely on PET/MRI, a deep learning approach was employed to generate synthetic computed tomography (sCT) from MRI. This was subsequently evaluated for dose calculation and PET attenuation correction (AC).
Authors
Keywords
Deep Learning
Feasibility Studies
Fluorodeoxyglucose F18
Head and Neck Neoplasms
Humans
Magnetic Resonance Imaging
Multimodal Imaging
Neural Networks, Computer
Patient Positioning
Positron-Emission Tomography
Prospective Studies
Radiopharmaceuticals
Radiotherapy Dosage
Radiotherapy, Computer-Assisted
Tomography, X-Ray Computed