A multi-scale layer-resolved spiking network model of resting-state dynamics in macaque visual cortical areas

作者: Maximilian Schmidt , Rembrandt Bakker , Kelly Shen , Gleb Bezgin , Markus Diesmann

DOI: 10.1371/JOURNAL.PCBI.1006359

关键词:

摘要: Cortical activity has distinct features across scales, from the spiking statistics of individual cells to global resting-state networks. We here describe first full-density multi-area network model cortex, using macaque visual cortex as a test system. The represents each area by microcircuit with area-specific architecture and layer- population-resolved connectivity between areas. Simulations reveal structured asynchronous irregular ground state. In metastable regime, reproduces electrophysiological recordings cortico-cortical interaction patterns in fMRI functional under conditions. Stable inter-area propagation is supported synapses that are moderately strong onto excitatory neurons stronger inhibitory neurons. Causal interactions depend on both cortical structure dynamical state populations. Activity propagates mainly feedback direction, similar experimental results associated imagery sleep. unifies local large-scale accounts clarifies how detailed shapes its dynamics multiple scales. Based our simulations, we hypothesize spontaneous condition brain operates regime where projections target populations balanced manner produces substantial while maintaining stability.

参考文章(179)
L R Ford, NETWORK FLOW THEORY ,(1956)
Michael Stephan, Jutta Docter, JUQUEEN: IBM Blue Gene/Q® Supercomputer System at the Jülich Supercomputing Centre Journal of large-scale research facilities JLSRF. ,vol. 1, pp. 1- ,(2015) , 10.17815/JLSRF-1-18
Narayanan Kasthuri, Kenneth Jeffrey Hayworth, Daniel Raimund Berger, Richard Lee Schalek, José Angel Conchello, Seymour Knowles-Barley, Dongil Lee, Amelio Vázquez-Reina, Verena Kaynig, Thouis Raymond Jones, Mike Roberts, Josh Lyskowski Morgan, Juan Carlos Tapia, H Sebastian Seung, William Gray Roncal, Joshua Tzvi Vogelstein, Randal Burns, Daniel Lewis Sussman, Carey Eldin Priebe, Hanspeter Pfister, Jeff William Lichtman, None, Saturated Reconstruction of a Volume of Neocortex Cell. ,vol. 162, pp. 648- 661 ,(2015) , 10.1016/J.CELL.2015.06.054
Markus Diesmann, Marc-Oliver Gewaltig, Ad Aertsen, Stable propagation of synchronous spiking in cortical neural networks Nature. ,vol. 402, pp. 529- 533 ,(1999) , 10.1038/990101
B G Cragg, The density of synapses and neurones in the motor and visual areas of the cerebral cortex. Journal of Anatomy. ,vol. 101, pp. 639- 654 ,(1967)
H. Levene, Robust tests for equality of variances Contributions to Probability and Statistics. Essays in Honor of Harold Hotelling. pp. 279- 292 ,(1961)
Nicolas Brunel, Dynamics of sparsely connected networks of excitatory and inhibitory spiking neurons. Journal of Computational Neuroscience. ,vol. 8, pp. 183- 208 ,(2000) , 10.1023/A:1008925309027
JM Hupé, AC James, BR Payne, SG Lomber, P Girard, J Bullier, None, Cortical feedback improves discrimination between figure and background by V1, V2 and V3 neurons Nature. ,vol. 394, pp. 784- 787 ,(1998) , 10.1038/29537