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Improved normalization of lesioned brains via cohort‐specific templates

In MRI studies, spatial normalization is required to infer results at the group level. In the presence of a brain lesion, such as in stroke patients, the normalization process can be affected by tissue loss, spatial deformations, signal intensity changes, and other stroke sequelae that introduce con...

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Autores principales: Pappas, Ioannis, Hector, Henrik, Haws, Kari, Curran, Brian, Kayser, Andrew S., D'Esposito, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: John Wiley & Sons, Inc. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356997/
https://www.ncbi.nlm.nih.gov/pubmed/34143540
http://dx.doi.org/10.1002/hbm.25474
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author Pappas, Ioannis
Hector, Henrik
Haws, Kari
Curran, Brian
Kayser, Andrew S.
D'Esposito, Mark
author_facet Pappas, Ioannis
Hector, Henrik
Haws, Kari
Curran, Brian
Kayser, Andrew S.
D'Esposito, Mark
author_sort Pappas, Ioannis
collection PubMed
description In MRI studies, spatial normalization is required to infer results at the group level. In the presence of a brain lesion, such as in stroke patients, the normalization process can be affected by tissue loss, spatial deformations, signal intensity changes, and other stroke sequelae that introduce confounds into the group analysis results. Previously, most neuroimaging studies with lesioned brains have used normalization methods optimized for intact brains, raising potential concerns about the accuracy of the resulting transformations and, in turn, their reported group level results. In this study, we demonstrate the benefits of creating an intermediate, cohort‐specific template in conjunction with diffeomorphism‐based methods to normalize structural MRI images in stroke patients. We show that including this cohort‐specific template improves accuracy compared to standard methods for normalizing lesioned brains. Critically, this method reduces overall differences in normalization accuracy between stroke patients and healthy controls, and may improve the localization and connectivity of BOLD signal in functional neuroimaging data.
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spelling pubmed-83569972021-08-15 Improved normalization of lesioned brains via cohort‐specific templates Pappas, Ioannis Hector, Henrik Haws, Kari Curran, Brian Kayser, Andrew S. D'Esposito, Mark Hum Brain Mapp Research Articles In MRI studies, spatial normalization is required to infer results at the group level. In the presence of a brain lesion, such as in stroke patients, the normalization process can be affected by tissue loss, spatial deformations, signal intensity changes, and other stroke sequelae that introduce confounds into the group analysis results. Previously, most neuroimaging studies with lesioned brains have used normalization methods optimized for intact brains, raising potential concerns about the accuracy of the resulting transformations and, in turn, their reported group level results. In this study, we demonstrate the benefits of creating an intermediate, cohort‐specific template in conjunction with diffeomorphism‐based methods to normalize structural MRI images in stroke patients. We show that including this cohort‐specific template improves accuracy compared to standard methods for normalizing lesioned brains. Critically, this method reduces overall differences in normalization accuracy between stroke patients and healthy controls, and may improve the localization and connectivity of BOLD signal in functional neuroimaging data. John Wiley & Sons, Inc. 2021-06-18 /pmc/articles/PMC8356997/ /pubmed/34143540 http://dx.doi.org/10.1002/hbm.25474 Text en © 2021 The Authors. Human Brain Mapping published by Wiley Periodicals LLC. https://creativecommons.org/licenses/by/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Articles
Pappas, Ioannis
Hector, Henrik
Haws, Kari
Curran, Brian
Kayser, Andrew S.
D'Esposito, Mark
Improved normalization of lesioned brains via cohort‐specific templates
title Improved normalization of lesioned brains via cohort‐specific templates
title_full Improved normalization of lesioned brains via cohort‐specific templates
title_fullStr Improved normalization of lesioned brains via cohort‐specific templates
title_full_unstemmed Improved normalization of lesioned brains via cohort‐specific templates
title_short Improved normalization of lesioned brains via cohort‐specific templates
title_sort improved normalization of lesioned brains via cohort‐specific templates
topic Research Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8356997/
https://www.ncbi.nlm.nih.gov/pubmed/34143540
http://dx.doi.org/10.1002/hbm.25474
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