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Unstructured network topology begets order-based representation by privileged neurons

Authors: Christoph Bauermeister; Hanna Keren; Jochen Braun;

Unstructured network topology begets order-based representation by privileged neurons

Abstract

AbstractHow spiking activity reverberates through neuronal networks, how evoked and spontaneous activity interacts and blends, and how the combined activities represent external stimulation are pivotal questions in neuroscience. We simulated minimal models of unstructured spiking networks in silico, asking whether and how gentle external stimulation might be subsequently reflected in spontaneous activity fluctuations. Consistent with earlier findings in silico and in vitro, we observe a privileged subpopulation of ‘pioneer neurons’ that, by their firing order, reliably encode previous external stimulation. We also confirm that pioneer neurons are ‘sensitive’ in that they are recruited by small fluctuations of population activity. We show that order-based representations rely on a ‘chain’ of pioneer neurons with different degrees of sensitivity and thus constitute an emergent property of collective dynamics. The forming of such representations is greatly favoured by a broadly heterogeneous connection topology—a broad ‘middle class’ in degree of connectedness. In conclusion, we offer a minimal model for the representational role of pioneer neurons, as observed experimentally in vitro. In addition, we show that broadly heterogeneous connectivity enhances the representational capacity of unstructured networks.

Keywords

570, Neural code, neural dynamics, Motifs, Neural representation, Models, Neurological, neural representation, motifs, 610, Action Potentials, Spiking networks, Neural dynamics, heterogeneous random connectivity, Synchronization events, leader neurons, spiking networks, Humans, pioneer neurons, info:eu-repo/classification/ddc/570, Neurons, synchronization events, Humans [MeSH] ; Leader neurons ; Pioneer neurons ; Synchronization events ; Neural dynamics ; Original Article ; Neural code ; Motifs ; Models, Neurological [MeSH] ; Spiking networks ; Neurons/physiology [MeSH] ; Nerve Net/physiology [MeSH] ; Neural representation ; Action Potentials/physiology [MeSH] ; Heterogeneous random connectivity, Heterogeneous random connectivity, Neural networks for/in biological studies, artificial life and related topics, Pioneer neurons, Leader neurons, Original Article, ddc:570, Nerve Net, neural code

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
Green
hybrid