Evaluation of DISORDER: retrospective image motion correction for volumetric brain MRI in a pediatric setting

Author:

Vecchiato KatyORCID,Egloff Alexia,Carney Olivia,Siddiqui Ata,Hughes EmerORCID,Dillon Louise,Colford Kathleen,Green Elaine,Texeria Rui Pedro A.G.ORCID,Price Anthony N.ORCID,Ferrazzi Giulio,Hajnal Joseph V.ORCID,Carmichael David W,Cordero-Grande LucilioORCID,O’Muircheartaigh JonathanORCID

Abstract

AbstractBackground and PurposeHead motion causes image degradation in brain MRI examinations, negatively impacting image quality, especially in pediatric populations. Here, we used a retrospective motion correction technique in children and assessed image quality improvement for 3D MRI acquisitions.Material and MethodsWe prospectively acquired brain MRI at 3T using 3D sequences, T1-weighted MPRAGE, T2-weighted Turbo Spin Echo and FLAIR, in 32 unsedated children, including 7 with epilepsy (age range 2–18 years). We implemented a novel motion correction technique: Distributed and Incoherent Sample Orders for Reconstruction Deblurring using Encoding Redundancy (DISORDER). For each subject and modality, we obtained 3 reconstructions: as acquired (Aq), after DISORDER motion correction (Di), and Di with additional outlier rejection (DiOut).We analyzed 288 images quantitatively, measuring 2 objective no-reference image quality metrics: Gradient Entropy (GE) and MPRAGE White Matter Homogeneity (WM-H). As a qualitative metric, we presented blinded and randomized images to 2 expert neuroradiologists who scored them for clinical readability.ResultsBoth image quality metrics improved after motion correction for all modalities and improvement correlated with the amount of intrascan motion. Neuroradiologists also considered the motion corrected images as of higher quality (Wilcoxon’s z = −3.164 MPRAGE, z = −2.066 TSE, z = −2.645 FLAIR, for all p < 0.05).ConclusionsRetrospective image motion correction with DISORDER increased image quality both from an objective and qualitative perspective. In 75% of sessions, at least one sequence was improved by this approach, indicating the benefit of this technique in unsedated children for both clinical and research environments.

Publisher

Cold Spring Harbor Laboratory

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