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Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study
Recent studies on Alzheimer’s disease (AD) suggest that tau proteins spread through the brain following neuronal connections. Several mechanisms could be involved in this process: spreading between brain regions that interact strongly (functional connectivity); through the pattern of anatomical conn...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10545627/ https://www.ncbi.nlm.nih.gov/pubmed/37279597 http://dx.doi.org/10.1093/brain/awad189 |
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author | Schoonhoven, Deborah N Coomans, Emma M Millán, Ana P van Nifterick, Anne M Visser, Denise Ossenkoppele, Rik Tuncel, Hayel van der Flier, Wiesje M Golla, Sandeep S V Scheltens, Philip Hillebrand, Arjan van Berckel, Bart N M Stam, Cornelis J Gouw, Alida A |
author_facet | Schoonhoven, Deborah N Coomans, Emma M Millán, Ana P van Nifterick, Anne M Visser, Denise Ossenkoppele, Rik Tuncel, Hayel van der Flier, Wiesje M Golla, Sandeep S V Scheltens, Philip Hillebrand, Arjan van Berckel, Bart N M Stam, Cornelis J Gouw, Alida A |
author_sort | Schoonhoven, Deborah N |
collection | PubMed |
description | Recent studies on Alzheimer’s disease (AD) suggest that tau proteins spread through the brain following neuronal connections. Several mechanisms could be involved in this process: spreading between brain regions that interact strongly (functional connectivity); through the pattern of anatomical connections (structural connectivity); or simple diffusion. Using magnetoencephalography (MEG), we investigated which spreading pathways influence tau protein spreading by modelling the tau propagation process using an epidemic spreading model. We compared the modelled tau depositions with (18)F-flortaucipir PET binding potentials at several stages of the AD continuum. In this cross-sectional study, we analysed source-reconstructed MEG data and dynamic 100-min (18)F-flortaucipir PET from 57 subjects positive for amyloid-β pathology [preclinical AD (n = 16), mild cognitive impairment (MCI) due to AD (n = 16) and AD dementia (n = 25)]. Cognitively healthy subjects without amyloid-β pathology were included as controls (n = 25). Tau propagation was modelled as an epidemic process (susceptible-infected model) on MEG-based functional networks [in alpha (8–13 Hz) and beta (13–30 Hz) bands], a structural or diffusion network, starting from the middle and inferior temporal lobe. The group-level network of the control group was used as input for the model to predict tau deposition in three stages of the AD continuum. To assess performance, model output was compared to the group-specific tau deposition patterns as measured with (18)F-flortaucipir PET. We repeated the analysis by using networks of the preceding disease stage and/or using regions with most observed tau deposition during the preceding stage as seeds. In the preclinical AD stage, the functional networks predicted most of the modelled tau-PET binding potential, with best correlations between model and tau-PET [corrected amplitude envelope correlation (AEC-c) alpha C = 0.584; AEC-c beta C = 0.569], followed by the structural network (C = 0.451) and simple diffusion (C = 0.451). Prediction accuracy declined for the MCI and AD dementia stages, although the correlation between modelled tau and tau-PET binding remained highest for the functional networks (C = 0.384; C = 0.376). Replacing the control-network with the network from the preceding disease stage and/or alternative seeds improved prediction accuracy in MCI but not in the dementia stage. These results suggest that in addition to structural connections, functional connections play an important role in tau spread, and highlight that neuronal dynamics play a key role in promoting this pathological process. Aberrant neuronal communication patterns should be taken into account when identifying targets for future therapy. Our results also suggest that this process is more important in earlier disease stages (preclinical AD/MCI); possibly, in later stages, other processes may be influential. |
format | Online Article Text |
id | pubmed-10545627 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-105456272023-10-04 Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study Schoonhoven, Deborah N Coomans, Emma M Millán, Ana P van Nifterick, Anne M Visser, Denise Ossenkoppele, Rik Tuncel, Hayel van der Flier, Wiesje M Golla, Sandeep S V Scheltens, Philip Hillebrand, Arjan van Berckel, Bart N M Stam, Cornelis J Gouw, Alida A Brain Original Article Recent studies on Alzheimer’s disease (AD) suggest that tau proteins spread through the brain following neuronal connections. Several mechanisms could be involved in this process: spreading between brain regions that interact strongly (functional connectivity); through the pattern of anatomical connections (structural connectivity); or simple diffusion. Using magnetoencephalography (MEG), we investigated which spreading pathways influence tau protein spreading by modelling the tau propagation process using an epidemic spreading model. We compared the modelled tau depositions with (18)F-flortaucipir PET binding potentials at several stages of the AD continuum. In this cross-sectional study, we analysed source-reconstructed MEG data and dynamic 100-min (18)F-flortaucipir PET from 57 subjects positive for amyloid-β pathology [preclinical AD (n = 16), mild cognitive impairment (MCI) due to AD (n = 16) and AD dementia (n = 25)]. Cognitively healthy subjects without amyloid-β pathology were included as controls (n = 25). Tau propagation was modelled as an epidemic process (susceptible-infected model) on MEG-based functional networks [in alpha (8–13 Hz) and beta (13–30 Hz) bands], a structural or diffusion network, starting from the middle and inferior temporal lobe. The group-level network of the control group was used as input for the model to predict tau deposition in three stages of the AD continuum. To assess performance, model output was compared to the group-specific tau deposition patterns as measured with (18)F-flortaucipir PET. We repeated the analysis by using networks of the preceding disease stage and/or using regions with most observed tau deposition during the preceding stage as seeds. In the preclinical AD stage, the functional networks predicted most of the modelled tau-PET binding potential, with best correlations between model and tau-PET [corrected amplitude envelope correlation (AEC-c) alpha C = 0.584; AEC-c beta C = 0.569], followed by the structural network (C = 0.451) and simple diffusion (C = 0.451). Prediction accuracy declined for the MCI and AD dementia stages, although the correlation between modelled tau and tau-PET binding remained highest for the functional networks (C = 0.384; C = 0.376). Replacing the control-network with the network from the preceding disease stage and/or alternative seeds improved prediction accuracy in MCI but not in the dementia stage. These results suggest that in addition to structural connections, functional connections play an important role in tau spread, and highlight that neuronal dynamics play a key role in promoting this pathological process. Aberrant neuronal communication patterns should be taken into account when identifying targets for future therapy. Our results also suggest that this process is more important in earlier disease stages (preclinical AD/MCI); possibly, in later stages, other processes may be influential. Oxford University Press 2023-06-05 /pmc/articles/PMC10545627/ /pubmed/37279597 http://dx.doi.org/10.1093/brain/awad189 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of the Guarantors of Brain. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Original Article Schoonhoven, Deborah N Coomans, Emma M Millán, Ana P van Nifterick, Anne M Visser, Denise Ossenkoppele, Rik Tuncel, Hayel van der Flier, Wiesje M Golla, Sandeep S V Scheltens, Philip Hillebrand, Arjan van Berckel, Bart N M Stam, Cornelis J Gouw, Alida A Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study |
title | Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study |
title_full | Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study |
title_fullStr | Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study |
title_full_unstemmed | Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study |
title_short | Tau protein spreads through functionally connected neurons in Alzheimer’s disease: a combined MEG/PET study |
title_sort | tau protein spreads through functionally connected neurons in alzheimer’s disease: a combined meg/pet study |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10545627/ https://www.ncbi.nlm.nih.gov/pubmed/37279597 http://dx.doi.org/10.1093/brain/awad189 |
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