Differences in dynamic functional connectivity across the Alzheimer’s disease spectrum
Background To examine differences in dynamic functional connectivity (DFC) in cognitively normal subjects (CN), and patients with mild cognitive impairment (MCI) or Alzheimer’s disease (AD). Method Resting‐state functional magnetic resonance imaging (rsfMRI data of 76 participants (40 CN, 24 MCI, 11...
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Published in | Alzheimer's & dementia Vol. 19; no. S3 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
Published |
01.06.2023
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Online Access | Get full text |
ISSN | 1552-5260 1552-5279 |
DOI | 10.1002/alz.063240 |
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Abstract | Background
To examine differences in dynamic functional connectivity (DFC) in cognitively normal subjects (CN), and patients with mild cognitive impairment (MCI) or Alzheimer’s disease (AD).
Method
Resting‐state functional magnetic resonance imaging (rsfMRI data of 76 participants (40 CN, 24 MCI, 11 AD) from the ADNI database (http://adni.loni.usc.edu/) was used for analysis. Groups were matched according to age, sex and education. rsfMRI data were pre‐processed using the CONN toolbox. For data reduction purposes, spatial independent and principal component analyses were performed on the normalized rsfMRI using GIFT. Resulting meaningful independent components were clustered into 13 functional resting‐state networks. Using GIFT, a sliding window approach was employed to determine dynamic functional connectivity states across the scan period of 9 minutes. Afterwards, non‐parametric t‐tests were performed comparing the groups in measures of DFC such as dwell time (i.e. staying in a state), number of transitions (i.e. switching between states), fraction time (i.e. total time spent in a state), and meta state characteristics.
Result
The DFC analysis resulted in 4 distinct functional connectivity states, which were characterized by either global connectivity patterns or distinct connectivity patterns between certain rs‐networks. Group comparisons yielded that one state was particularly more occupied by the AD group compared to the CN group (p = .02) and the MCI group (p = .001). The AD group showed a lower meta state span and number of meta states compares to the MCI and CN groups.
Conclusion
Network reorganization may influence dynamic functional connectivity patterns in pre‐ and clinical AD. |
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AbstractList | Background
To examine differences in dynamic functional connectivity (DFC) in cognitively normal subjects (CN), and patients with mild cognitive impairment (MCI) or Alzheimer’s disease (AD).
Method
Resting‐state functional magnetic resonance imaging (rsfMRI data of 76 participants (40 CN, 24 MCI, 11 AD) from the ADNI database (http://adni.loni.usc.edu/) was used for analysis. Groups were matched according to age, sex and education. rsfMRI data were pre‐processed using the CONN toolbox. For data reduction purposes, spatial independent and principal component analyses were performed on the normalized rsfMRI using GIFT. Resulting meaningful independent components were clustered into 13 functional resting‐state networks. Using GIFT, a sliding window approach was employed to determine dynamic functional connectivity states across the scan period of 9 minutes. Afterwards, non‐parametric t‐tests were performed comparing the groups in measures of DFC such as dwell time (i.e. staying in a state), number of transitions (i.e. switching between states), fraction time (i.e. total time spent in a state), and meta state characteristics.
Result
The DFC analysis resulted in 4 distinct functional connectivity states, which were characterized by either global connectivity patterns or distinct connectivity patterns between certain rs‐networks. Group comparisons yielded that one state was particularly more occupied by the AD group compared to the CN group (p = .02) and the MCI group (p = .001). The AD group showed a lower meta state span and number of meta states compares to the MCI and CN groups.
Conclusion
Network reorganization may influence dynamic functional connectivity patterns in pre‐ and clinical AD. |
Author | Pfeil, Julia Hönig, Merle C. Drzezga, Alexander van Eimeren, Thilo |
Author_xml | – sequence: 1 givenname: Julia surname: Pfeil fullname: Pfeil, Julia email: julia.pfeil@uk-koeln.de organization: University of Cologne, Faculty of Medicine and University Hospital Cologne, Department of Nuclear Medicine, Cologne – sequence: 2 givenname: Merle C. surname: Hönig fullname: Hönig, Merle C. organization: Research Center Juelich, Institute for Neuroscience and Medicine II, Molecular Organization of the Brain, Juelich – sequence: 3 givenname: Alexander surname: Drzezga fullname: Drzezga, Alexander organization: German Center for Neurodegenerative Diseases (DZNE), Bonn/Cologne – sequence: 4 givenname: Thilo surname: van Eimeren fullname: van Eimeren, Thilo organization: German Center for Neurodegenerative Diseases (DZNE), Bonn/Cologne |
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Title | Differences in dynamic functional connectivity across the Alzheimer’s disease spectrum |
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