Criticality in Large-Scale Brain fMRI Dynamics Unveiled by a Novel Point Process Analysis
University of Buenos Aires · Goethe University Frankfurt · +7 more institutions
Abstract
Functional magnetic resonance imaging (fMRI) techniques have contributed significantly to our understanding of brain function. Current methods are based on the analysis of gradual and continuous changes in the brain blood oxygenated level dependent (BOLD) signal. Departing from that approach, recent work has shown that equivalent results can be obtained by inspecting only the relatively large amplitude BOLD signal peaks, suggesting that relevant information can be condensed in discrete events. This idea is further explored here to demonstrate how brain dynamics at resting state can be captured just by the timing and location of such events, i.e., in terms of a spatiotemporal point process. The method allows,…
Citation impact
- FWCI
- 16.93
- Percentile
- 100%
- References
- 83
Authors
4- ETEnzo Tagliazucchi
University of Buenos Aires, Goethe University Frankfurt, Fundación Ciencias Exactas y Naturales
- PBPablo Balenzuela
University of Buenos Aires, Centro Científico Tecnológico - San Juan, Fundación Ciencias Exactas y Naturales, Consejo Nacional de Investigaciones Científicas y Técnicas
- DFDaniel Fraiman
University of San Andrés, Consejo Nacional de Investigaciones Científicas y Técnicas, Centro Científico Tecnológico - San Juan
- DRDante R. ChialvoCorresponding
Consejo Nacional de Investigaciones Científicas y Técnicas, National University of Rosario, UCLA Health, University of California, Los Angeles, Centro Científico Tecnológico - San Juan
Topics & keywords
- Functional magnetic resonance imaging
- Resting state fMRI
- Representation (politics)
- SIGNAL (programming language)
- Computer science
- Statistical physics
- Neuroscience
- Scale (ratio)