Temporal ordering of input modulates connectivity formation in a developmental neuronal network model of the cortex

Hartley, Caroline, Farmer, Simon and Berthouze, Luc (2020) Temporal ordering of input modulates connectivity formation in a developmental neuronal network model of the cortex. PLoS ONE, 15 (1). e0226772. ISSN 1932-6203

[img] PDF - Published Version
Available under License Creative Commons Attribution.

Download (1MB)

Abstract

Preterm infant brain activity is discontinuous; bursts of activity recorded using EEG (electroencephalography), thought to be driven by subcortical regions, display scale free properties and exhibit a complex temporal ordering known as long-range temporal correlations (LRTCs). During brain development, activity-dependent mechanisms are essential for synaptic connectivity formation, and abolishing burst activity in animal models leads to weak disorganised synaptic connectivity. Moreover, synaptic pruning shares similar mechanisms to spike-timing dependent plasticity (STDP), suggesting that the timing of activity may play a critical role in connectivity formation. We investigated, in a computational model of leaky integrate-and-fire neurones, whether the temporal ordering of burst activity within an external driving input could modulate connectivity formation in the network. Connectivity evolved across the course of simulations using an approach analogous to STDP, from networks with initial random connectivity. Small-world connectivity and hub neurones emerged in the network structure—characteristic properties of mature brain networks. Notably, driving the network with an external input which exhibited LRTCs in the temporal ordering of burst activity facilitated the emergence of these network properties, increasing the speed with which they emerged compared with when the network was driven by the same input with the bursts randomly ordered in time. Moreover, the emergence of small-world properties was dependent on the strength of the LRTCs. These results suggest that the temporal ordering of burst activity could play an important role in synaptic connectivity formation and the emergence of small-world topology in the developing brain.

Item Type: Article
Keywords: Long-range temporal correlations; Brain connectome; Small-world networks; Brain development; Brain model
Schools and Departments: School of Engineering and Informatics > Informatics
Research Centres and Groups: Centre for Computational Neuroscience and Robotics
Evolutionary and Adaptive Systems Research Group
Sussex Neuroscience
Subjects: Q Science > QA Mathematics > QA0273 Probabilities. Mathematical statistics
Q Science > QP Physiology > QP0351 Neurophysiology and neuropsychology
R Medicine > RC Internal medicine > RC0321 Neurosciences. Biological psychiatry. Neuropsychiatry
Related URLs:
Depositing User: Luc Berthouze
Date Deposited: 13 Jan 2020 09:41
Last Modified: 13 Jan 2020 09:45
URI: http://sro.sussex.ac.uk/id/eprint/89314

View download statistics for this item

📧 Request an update