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Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study
BACKGROUND: Migraine aura is a transient, fully reversible visual, sensory, or other central nervous system symptom that classically precedes migraine headache. This study aimed to investigate cerebral blood flow (CBF) alterations of migraine with aura patients (MwA) and without aura patients (MwoA)...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Milan
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9531478/ https://www.ncbi.nlm.nih.gov/pubmed/36195842 http://dx.doi.org/10.1186/s10194-022-01501-0 |
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author | Fu, Tong Liu, Lindong Huang, Xiaobin Zhang, Di Gao, Yujia Yin, Xindao Lin, Hai Dai, Yongming Wu, Xinying |
author_facet | Fu, Tong Liu, Lindong Huang, Xiaobin Zhang, Di Gao, Yujia Yin, Xindao Lin, Hai Dai, Yongming Wu, Xinying |
author_sort | Fu, Tong |
collection | PubMed |
description | BACKGROUND: Migraine aura is a transient, fully reversible visual, sensory, or other central nervous system symptom that classically precedes migraine headache. This study aimed to investigate cerebral blood flow (CBF) alterations of migraine with aura patients (MwA) and without aura patients (MwoA) during inter-ictal periods, using arterial spin labeling (ASL). METHODS: We evaluated 88 migraine patients (32 MwA) and 44 healthy control subjects (HC) who underwent a three-dimensional pseudo-continuous ASL MRI scanning. Voxel-based comparison of normalized CBF was conducted between MwA and MwoA. The relationship between CBF variation and clinical scale assessment was further analyzed. The mean CBF values in brain regions showed significant differences were calculated and considered as imaging features. Based on these features, different machine learning–based models were established to differentiate MwA and MwoA under five-fold cross validation. The predictive ability of the optimal model was further tested in an independent sample of 30 migraine patients (10 MwA). RESULTS: In comparison to MwoA and HC, MwA exhibited higher CBF levels in the bilateral superior frontal gyrus, bilateral postcentral gyrus and cerebellum, and lower CBF levels in the bilateral middle frontal gyrus, thalamus and medioventral occipital cortex (all p values < 0.05). These variations were also significantly correlated with multiple clinical rating scales about headache severity, quality of life and emotion. On basis of these CBF features, the accuracies and areas under curve of the final model in the training and testing samples were 84.3% and 0.872, 83.3% and 0.860 in discriminating patients with and without aura, respectively. CONCLUSION: In this study, CBF abnormalities of MwA were identified in multiple brain regions, which might help better understand migraine-stroke connection mechanisms and may guide patient-specific decision-making. |
format | Online Article Text |
id | pubmed-9531478 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Milan |
record_format | MEDLINE/PubMed |
spelling | pubmed-95314782022-10-05 Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study Fu, Tong Liu, Lindong Huang, Xiaobin Zhang, Di Gao, Yujia Yin, Xindao Lin, Hai Dai, Yongming Wu, Xinying J Headache Pain Research BACKGROUND: Migraine aura is a transient, fully reversible visual, sensory, or other central nervous system symptom that classically precedes migraine headache. This study aimed to investigate cerebral blood flow (CBF) alterations of migraine with aura patients (MwA) and without aura patients (MwoA) during inter-ictal periods, using arterial spin labeling (ASL). METHODS: We evaluated 88 migraine patients (32 MwA) and 44 healthy control subjects (HC) who underwent a three-dimensional pseudo-continuous ASL MRI scanning. Voxel-based comparison of normalized CBF was conducted between MwA and MwoA. The relationship between CBF variation and clinical scale assessment was further analyzed. The mean CBF values in brain regions showed significant differences were calculated and considered as imaging features. Based on these features, different machine learning–based models were established to differentiate MwA and MwoA under five-fold cross validation. The predictive ability of the optimal model was further tested in an independent sample of 30 migraine patients (10 MwA). RESULTS: In comparison to MwoA and HC, MwA exhibited higher CBF levels in the bilateral superior frontal gyrus, bilateral postcentral gyrus and cerebellum, and lower CBF levels in the bilateral middle frontal gyrus, thalamus and medioventral occipital cortex (all p values < 0.05). These variations were also significantly correlated with multiple clinical rating scales about headache severity, quality of life and emotion. On basis of these CBF features, the accuracies and areas under curve of the final model in the training and testing samples were 84.3% and 0.872, 83.3% and 0.860 in discriminating patients with and without aura, respectively. CONCLUSION: In this study, CBF abnormalities of MwA were identified in multiple brain regions, which might help better understand migraine-stroke connection mechanisms and may guide patient-specific decision-making. Springer Milan 2022-10-04 /pmc/articles/PMC9531478/ /pubmed/36195842 http://dx.doi.org/10.1186/s10194-022-01501-0 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) |
spellingShingle | Research Fu, Tong Liu, Lindong Huang, Xiaobin Zhang, Di Gao, Yujia Yin, Xindao Lin, Hai Dai, Yongming Wu, Xinying Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study |
title | Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study |
title_full | Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study |
title_fullStr | Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study |
title_full_unstemmed | Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study |
title_short | Cerebral blood flow alterations in migraine patients with and without aura: An arterial spin labeling study |
title_sort | cerebral blood flow alterations in migraine patients with and without aura: an arterial spin labeling study |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9531478/ https://www.ncbi.nlm.nih.gov/pubmed/36195842 http://dx.doi.org/10.1186/s10194-022-01501-0 |
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