Self-organization of a doubly asynchronous irregular network state for spikes and bursts

PLoS Comput Biol. 2021 Nov 8;17(11):e1009478. doi: 10.1371/journal.pcbi.1009478. eCollection 2021 Nov.

Abstract

Cortical pyramidal cells (PCs) have a specialized dendritic mechanism for the generation of bursts, suggesting that these events play a special role in cortical information processing. In vivo, bursts occur at a low, but consistent rate. Theory suggests that this network state increases the amount of information they convey. However, because burst activity relies on a threshold mechanism, it is rather sensitive to dendritic input levels. In spiking network models, network states in which bursts occur rarely are therefore typically not robust, but require fine-tuning. Here, we show that this issue can be solved by a homeostatic inhibitory plasticity rule in dendrite-targeting interneurons that is consistent with experimental data. The suggested learning rule can be combined with other forms of inhibitory plasticity to self-organize a network state in which both spikes and bursts occur asynchronously and irregularly at low rate. Finally, we show that this network state creates the network conditions for a recently suggested multiplexed code and thereby indeed increases the amount of information encoded in bursts.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Action Potentials / physiology*
  • Animals
  • Computational Biology
  • Computer Simulation
  • Dendrites / physiology
  • Homeostasis
  • Interneurons / physiology
  • Models, Neurological*
  • Nerve Net / cytology
  • Nerve Net / physiology*
  • Neuronal Plasticity / physiology
  • Pyramidal Cells / physiology*
  • Rats

Grants and funding

F.V. was funded for this project by the Einstein Foundation Berlin (https://www.einsteinfoundation.de/) via an Einstein Project to H.S. and Matthew Larkum (grant rant 1-4000015-01-EF) and by the German Federal Ministry Education and Research via a Bernstein Award (https://www.bernstein-network.de/en/the-network/Network-Partners/BPCN) to H.S. (grant 01GQ1201). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.