Balancing resource and energy usage for optimal performance in a neural system

Lead Research Organisation: University of Edinburgh
Department Name: Sch of Informatics

Abstract

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Technical Summary

We will use a systems biology approach, consisting of a tightly integrated programme of experiments and computational modelling, to study activity-dependent regulation in the medial nucleus of the trapezoid body (MNTB) in the mammalian auditory brainstem, which plays a key role in sound source localisation (SSL). We will examine how different intrinsic plasticity mechanisms, evoked by incoming neural activity, obtain satisfactory functional performance in this nucleus from a limited set of noisy resources (neurons, ion channels, synapses etc) while minimising energy usage.
Experimental recordings will be made in tissue slices from mouse. A combination of electrophysiology, pharmacology, immunohistochemistry and genetic manipulation will provide data on the resource distribution in the MNTB neurons and associated calyx of Held synapse, and the regulation of these resources by activity. The experimental data will be used to fit the parameters of a computational model, which will be in the form of a Hodgkin-Huxley-style compartmental model of an MNTB neuron and its synapse. The model will include heterogeneous distributions of identified ion channels types, stochastic neurotransmitter release, and multiple mechanisms of short-term synaptic plasticity. Advanced statistical optimisation techniques will be used to fit model parameters. The model will be analysed to determine information transmission through this system and associated energy usage as estimated by ATP consumption. We postulate that the amount of information transmitted as a fraction of energy used will be different between the high sound frequency and low sound frequency poles of the MNTB.

Planned Impact

This project will deliver new insights into how the brain manages limited resources to maximise information transmission and achieve specific physiological functions. This topic is of increasing academic importance, because it adds a new dimension to constraining neuronal models of brain function and highlights how metabolic limitations (or signalling resources) are crucial for the overall brain 'economy'. This work will have impact for both auditory specialists and broader neuronal models of cortical function, by defining intrinsic plasticity pathways in one sensory stream that will be of broad application across neurobiology. By understanding the limitations of a young healthy brain and obtaining pointers to changes occurring in mature and older brains, we are setting the stage for a better understanding of metabolic limitations in an aged brain.
The Auditory group at Leicester has achieved impact in the auditory field because our biophysical approaches in native neurons within the auditory brainstem provide one of the few examples where auditory processing can be addressed at the molecular level in the brain. The spinoff company, Autifony Therapeutics, emerging from GSK and run by Charles Large, is developing therapeutic compounds acting on potassium channels for the treatment of tinnitus. This work achieves heightened importance when integrated with the modelling strategies of our colleagues in computational neurobiology (as we have planned in this application) because these models help generalise specific insights into the broader context of brain function. Our work is relevant to cochlea biophysicists and to those exploring cognitive and behavioural studies of hearing in the UK (e.g. Nottingham MRC Unit - Institute for Hearing Research, audiologists in Nottingham and Leicester ENT Departments, groups in London and Oxford) and internationally. Several charities also specifically target this area: AgeUK, Deafness Research UK, RNID. The demonstration that synaptic activity can regulate the target neuron excitability is important for future development of cochlea implants, because our data suggests that the implanted area, which may be hyper- or hypo-excitable, can be manipulated. Consideration of resource limits within the brain will become more important as machine-brain interfaces are increasingly explored.
It is recognised, by the BBSRC and by biological research groups around the world, that taking a "systems approach" is essential in helping us to understand how biological systems work. This approach is 'holistic' in the sense of studying all components of contained systems and also exploring how these systems fit within the complex surrounding ecosystem. Such a "systems" understanding requires mathematical models and computer simulations to be developed from experimental data. This is exactly the approach we are taking here and we will thoroughly train two young researchers (one from a predominantly biological background and the other from a quantitative or physical science background) in this combined experimental/modelling approach. A strong appreciation of the synergy between experiment and modelling is still rare, and our trained RAs will be able to push the "systems" agenda in their future research careers.
General public awareness of this sort of "systems approach" is also limited but should have great intuitive appeal and increase the understanding of how science is done and the importance of computational modelling in biological research. People are familiar with the use of computers in weather forecasting and climate change predictions, but there is less awareness of their use in computational biology and neuroscience. Appropriate dissemination of our work through press releases, public lectures can give a snapshot of how computers and experiments together can provide insight into the detailed workings of the nervous system.
 
Description The modelling component in this award has helped to shed light on the metabolic constraints that affect the function of neurons and neural circuits. Specifically, we have found that (1) neurons can adjust the level of precision to which they respond to inputs to optimise metabolic usage, and (2) that communication between neurons is strongly constrained by energy availability, which in turn affects the rate at which neurotransmitter vesicles are re-filled. Both helps to clarify the impact of metabolic stress on cognition following brain injury and in ageing.
Exploitation Route Our works adds to the mechanistic understanding of the effects of metabolic stress on brain function. This research will continue, and we aim to investigate bio-medically relevant models.
Sectors Pharmaceuticals and Medical Biotechnology

 
Description Physiology of auditory brainstem neurons 
Organisation University of Leicester
Country United Kingdom 
Sector Academic/University 
PI Contribution Analysis of theoretical and computational models of synaptic transmission, neural excitability and neural homeostasis, and analysis of experimental data provided by the collaborating lab.
Collaborator Contribution Provided experimental data and expertise, and carried out new experiments based on model predictions.
Impact Multi-disciplinary: linking computational and theoretical neuroscience and experimental physiology Outputs are the following publications: 19018705 18450780 17138605 21224222 21903083 Outputs are advances in basic research that help to understand the neural basis of hearing and related conditions such as tinnitus.
Start Year 2006