Cargando…
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...
Autores principales: | , , , , , |
---|---|
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 |
_version_ | 1783737051738275840 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8356997 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley & Sons, Inc. |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT pappasioannis improvednormalizationoflesionedbrainsviacohortspecifictemplates AT hectorhenrik improvednormalizationoflesionedbrainsviacohortspecifictemplates AT hawskari improvednormalizationoflesionedbrainsviacohortspecifictemplates AT curranbrian improvednormalizationoflesionedbrainsviacohortspecifictemplates AT kayserandrews improvednormalizationoflesionedbrainsviacohortspecifictemplates AT despositomark improvednormalizationoflesionedbrainsviacohortspecifictemplates |