Detection of short-term activity avalanches in human brain default mode network with ultrafast MR encephalography

Frontiers in Human Neuroscience
Zalán RajnaVesa Kiviniemi

Abstract

Recent studies pinpoint visually cued networks of avalanches with MEG/EEG data. Co-activation pattern (CAP) analysis can be used to detect single brain volume activity profiles and hemodynamic fingerprints of neuronal avalanches as sudden high signal activity peaks in classical fMRI data. In this study, we aimed to detect dynamic patterns of brain activity spreads with the use of ultrafast MR encephalography (MREG). MREG achieves 10 Hz whole brain sampling, allowing the estimation of spatial spread of an avalanche, even with the inherent hemodynamic delay of the BOLD signal. We developed a novel computational method to separate avalanche type fast activity spreads from motion artifacts, vasomotor fluctuations, and cardio-respiratory noise in human brain default mode network (DMN). Reproducible and classical DMN sources were identified using spatial ICA prior to advanced noise removal in order to assure that ICA converges to reproducible networks. Brain activity peaks were identified from parts of the DMN, and normalized MREG data around each peak were extracted individually to show dynamic avalanche type spreads as video clips within the DMN. Individual activity spread video clips of specific parts of the DMN were then averaged...Continue Reading

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Citations

Dec 24, 2015·Frontiers in Human Neuroscience·Yuan YangAlfred C Schouten
Mar 22, 2018·Journal of Cerebral Blood Flow and Metabolism : Official Journal of the International Society of Cerebral Blood Flow and Metabolism·Athena E TheyersBradley J MacIntosh
Oct 23, 2019·Autism Research : Official Journal of the International Society for Autism Research·Ville RaatikainenVesa Kiviniemi
Apr 20, 2019·Frontiers in Neuroscience·Niko HuotariVesa O Korhonen
Oct 21, 2020·Magma·Juergen HennigPierre LeVan

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Methods Mentioned

BETA
imaging technique

Software Mentioned

DRIFTER
RETROICOR
MCFLIRT
MELODIC
MREG
Matlab
FSL

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