Functional relevance of homeostatic intrinsic plasticity in neurons and networks
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Abstract
Maintaining the intrinsic excitability of neurons is crucial for stable brain activity.
This can be achieved by the homeostatic regulation of membrane ion channel conductances,
although it is not well understood how these processes influence broader
aspects of neuron and network function. One of the many mechanisms which contribute
towards this task is the modulation of potassium channel conductances by
activity-dependent nitric oxide signalling. Here, we first investigate this mechanism
in a conductance-based neuron model. By fitting the model to experimental data we
find that nitric oxide signalling improves synaptic transmission fidelity at high firing
rates, but that there is an increase in the metabolic cost of action potentials associated
with this improvement. Although the improvement in function had been observed
previously in experiment, the metabolic constraint was unknown. This additional
constraint provides a plausible explanation for the selective activation of nitric oxide
signalling only at high firing rates.
In addition to mediating homeostatic control of intrinsic excitability, nitric oxide
can diffuse freely across cell membranes, providing a unique mechanism for neurons
to communicate within a network, independent of synaptic connectivity. We next
conduct a theoretical investigation of the distinguishing roles of diffusive homeostasis
mediated by nitric oxide in comparison with canonical non-diffusive homeostasis in
cortical networks. We find that both forms of homeostasis robustly maintain stable
activity. However, the resulting networks differ, with diffusive homeostasis maintaining
substantial heterogeneity in activity levels of individual neurons, a feature disrupted
in networks with non-diffusive homeostasis. This results in networks capable
of representing input heterogeneity, and linearly responding over a broader range of
inputs than those undergoing non-diffusive homeostasis.We further show that diffusive
homeostasis interferes less than non-diffusive homeostasis in the synaptic weight
dynamics of networks undergoing Hebbian plasticity. Overall, these results suggest
a novel homeostatic mechanism for maintaining stable network activity while simultaneously
minimising metabolic cost and conserving network functionality.
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