Generation of Synthetic 6-Minute MRI Scans from 2-Minute MRI Scans for Use in Head and Neck Cancer Adaptive Radiotherapy

KA Wahid, B McDonald, J Xu, N O'Connell… - International Journal of …, 2022 - redjournal.org
Purpose/Objective (s) In clinical workflows for radiation therapy (RT) using integrated MRI-
linear accelerator devices, quick, low-resolution images are often acquired for on-board …

Deep-learning-based generation of synthetic 6-minute MRI from 2-minute MRI for use in head and neck cancer radiotherapy

KA Wahid, J Xu, D El-Habashy, Y Khamis… - Frontiers in …, 2022 - frontiersin.org
Background Quick magnetic resonance imaging (MRI) scans with low contrast-to-noise ratio
are typically acquired for daily MRI-guided radiotherapy setup. However, for patients with …

Deep-Learning-Based Generation of Synthetic High-Resolution MRI from Low-Resolution MRI for Use in Head and Neck Cancer Adaptive Radiotherapy

KA Wahid, J Xu, D El-Habashy, Y Khamis, M Abobakr… - medRxiv, 2022 - medrxiv.org
Background Quick, low contrast resolution magnetic resonance imaging (MRI) scans are
typically acquired for daily MRI-guided radiotherapy setup. However, for patients with head …

Assessing Multiple MRI Sequences in Deep Learning-Based Synthetic CT Generation for MR Only-Guided Radiation Therapy of Head and Neck Cancers

JT Antunes, D Pittock, P Jacobs, AS Nelson… - International Journal of …, 2022 - redjournal.org
Purpose/Objective (s) MRI is often utilized in radiation therapy (RT) planning for contouring
due to its superior soft tissue contrast. However, a planning CT is still required to provide …

Technical Development and In Silico Implementation of SyntheticMR in Head and Neck Adaptive Radiation Therapy: A Prospective R-IDEAL Stage 0/1 Technology …

L McCullum, S Mulder, N West, R Aghoghovbia… - medRxiv, 2024 - medrxiv.org
Objective: The purpose of this study was to investigate the technical feasibility of integrating
the quantitative maps available from SyntheticMR into the head and neck adaptive radiation …

Synthetic CT Generation From Multi-Sequence MR Images for Head and Neck MRI-Only Radiotherapy via Cycle-Consistent Generative Adversarial Network

Y Peng, S Wu, Y Liu, M Chen, J Miao… - International Journal of …, 2021 - redjournal.org
Purpose/Objective (s) Synthetic CT (sCT) generation with MR image plays an essential role
in MR-only radiotherapy, which can be used for electron density estimation and dose …

Target definition in MR-guided adaptive radiotherapy for head and neck cancer

M Ridder, CPJ Raaijmakers, FA Pameijer, R Bree… - Cancers, 2022 - mdpi.com
Simple Summary Adaptive radiotherapy for head and neck cancer has become more routine
due to an increase in imaging quality and improvement in radiation techniques. With the …

Development Of Advanced Mr-Guided Adaptive Radiation Therapy Methods For Head & Neck Cancers On The 1.5 T Mr-Linac

B McDonald - 2022 - digitalcommons.library.tmc.edu
Abstract The 1.5 T hybrid MRI/linear accelerator (MR-linac) has recently been introduced
into clinical practice and used for the treatment of head and neck cancers (HNC). This …

Quantifying the Dosimetric Impact of Tissue Hounsfield Unit Assignment in Deep Learning-based Synthetic CT Images For MRI-Only Radiation Therapy of The Head …

K Singhrao, CL Dugan, C Calvin, L Pelayo… - International Journal of …, 2023 - redjournal.org
Purpose/Objective (s) MRI-only simulation for head and neck (HN) radiotherapy (RT) could
allow for single-image modality planning with excellent soft tissue contrast. In the MRI-only …

Dosimetric evaluation of synthetic CT for head and neck radiotherapy generated by a patch‐based three‐dimensional convolutional neural network

AM Dinkla, MC Florkow, M Maspero… - Medical …, 2019 - Wiley Online Library
Purpose To develop and evaluate a patch‐based convolutional neural network (CNN) to
generate synthetic computed tomography (sCT) images for magnetic resonance (MR)‐only …