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Subtypes of functional brain connectivity as early markers of neurodegeneration in Alzheimer’s disease

Pierre Orban, Angela Tam, Sebastian Urchs, Melissa Savard, Cécile Madjar, AmanPreet Badhwar, Christian Dansereau, Jacob Vogel, Amir Schmuel, Alain Dagher, Sylvia Villeneuve, Judes Poirier, Pedro Rosa-Neto, John Breitner, View ORCID ProfilePierre Bellec, for the Alzheimer’s Disease Neuroimaging Initiative, and the Pre-symptomatic Evaluation of Novel or Experimental Treatments for Alzheimer’s Disease Program
doi: https://doi.org/10.1101/195164
Pierre Orban
1Centre de recherche de l’Institut universitaire de gériatrie de Montréal, Montreal, QC, Canada
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
3Centre de recherche de l’Intitut universitaire de santé mentale de Montréal, Montreal, QC, Canada
4Département de psychiatrie, Université de Montréal, Montreal, QC, Canada
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Angela Tam
1Centre de recherche de l’Institut universitaire de gériatrie de Montréal, Montreal, QC, Canada
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
6McGill University, Montreal, QC, Canada
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Sebastian Urchs
1Centre de recherche de l’Institut universitaire de gériatrie de Montréal, Montreal, QC, Canada
6McGill University, Montreal, QC, Canada
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Melissa Savard
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
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Cécile Madjar
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
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AmanPreet Badhwar
1Centre de recherche de l’Institut universitaire de gériatrie de Montréal, Montreal, QC, Canada
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Christian Dansereau
1Centre de recherche de l’Institut universitaire de gériatrie de Montréal, Montreal, QC, Canada
5Département d’informatique et recherche opérationnelle, Université de Montréal, Montreal, QC, Canada
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Jacob Vogel
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
6McGill University, Montreal, QC, Canada
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Amir Schmuel
6McGill University, Montreal, QC, Canada
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Alain Dagher
6McGill University, Montreal, QC, Canada
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Sylvia Villeneuve
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
6McGill University, Montreal, QC, Canada
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Judes Poirier
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
6McGill University, Montreal, QC, Canada
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Pedro Rosa-Neto
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
6McGill University, Montreal, QC, Canada
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John Breitner
2Douglas Mental Health University Institute, Research Centre, Montreal, QC, Canada
6McGill University, Montreal, QC, Canada
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Pierre Bellec
1Centre de recherche de l’Institut universitaire de gériatrie de Montréal, Montreal, QC, Canada
5Département d’informatique et recherche opérationnelle, Université de Montréal, Montreal, QC, Canada
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  • ORCID record for Pierre Bellec
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Abstract

Highlights

  • Reliable functional brain network subtypes accompany cognitive impairment in AD

  • Symptom-related subtypes exist in the default-mode, limbic and salience networks

  • A limbic subtype is associated with a familial risk of AD in healthy older adults

  • Limbic subtypes also associate with beta amyloid deposition and ApoE4

In Brief We found reliable subtypes of functional brain connectivity networks in older adults, associated with AD-related clinical symptoms in patients as well as several AD risk factors/biomarkers in asymptomatic individuals.

Summary The heterogeneity of brain degeneration has not been investigated yet for functional brain network connectivity, a promising biomarker of Alzheimer’s disease. We coupled cluster analysis with resting-state functional magnetic resonance imaging to discover connectivity subtypes in healthy older adults and patients with cognitive disorders related to Alzheimer’s disease, noting associations between subtypes and cognitive symptoms in the default-mode, limbic and salience networks. In an independent asymptomatic cohort with a family history of Alzheimer’s dementia, the connectivity subtypes had good test-retest reliability across all tested networks. We found that a limbic subtype was overrepresented in these individuals, which was previously associated with symptoms. Other limbic subtypes showed associations with cerebrospinal fluid Aβ1-42 levels and ApoE4 genotype. Our results demonstrate the existence of reliable subtypes of functional brain networks in older adults and support future investigations in limbic connectivity subtypes as early biomarkers of Alzheimer’s degeneration.

Footnotes

  • ↵* Data used in preparation of this article were obtained from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) database (adni.loni.usc.edu). As such, the investigators within the ADNI contributed to the design and implementation of ADNI and/or provided data but did not participate in analysis or writing of this report. A complete listing of ADNI investigators can be found at: http://adni.loni.usc.edu/wpcontent/uploads/how_to_apply/ADNI_Acknowledgement_List.pdf

  • ↵** Data used in preparation of this article were obtained from the Pre-symptomatic Evaluation of Novel or Experimental Treatments for Alzheimer’s Disease (PREVENTAD) program (http://www.prevent-alzheimer.ca), data release 2.0 (November 30, 2015). As such, the investigators of the PREVENT-AD program contributed to the design and implementation of PREVENT-AD and/or provided data but did not participate in analysis or writing of this report. A complete listing of PREVENT-AD Research Group can be found in: https://preventad.loris.ca/acknowledgements/acknowledgements.php?date=[2015-11-30].

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted September 28, 2017.
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Subtypes of functional brain connectivity as early markers of neurodegeneration in Alzheimer’s disease
Pierre Orban, Angela Tam, Sebastian Urchs, Melissa Savard, Cécile Madjar, AmanPreet Badhwar, Christian Dansereau, Jacob Vogel, Amir Schmuel, Alain Dagher, Sylvia Villeneuve, Judes Poirier, Pedro Rosa-Neto, John Breitner, Pierre Bellec, for the Alzheimer’s Disease Neuroimaging Initiative, and the Pre-symptomatic Evaluation of Novel or Experimental Treatments for Alzheimer’s Disease Program
bioRxiv 195164; doi: https://doi.org/10.1101/195164
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Subtypes of functional brain connectivity as early markers of neurodegeneration in Alzheimer’s disease
Pierre Orban, Angela Tam, Sebastian Urchs, Melissa Savard, Cécile Madjar, AmanPreet Badhwar, Christian Dansereau, Jacob Vogel, Amir Schmuel, Alain Dagher, Sylvia Villeneuve, Judes Poirier, Pedro Rosa-Neto, John Breitner, Pierre Bellec, for the Alzheimer’s Disease Neuroimaging Initiative, and the Pre-symptomatic Evaluation of Novel or Experimental Treatments for Alzheimer’s Disease Program
bioRxiv 195164; doi: https://doi.org/10.1101/195164

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