Research Output
Identification of Key Processes and Periods in a Model of Human Brain Energy Metabolism by Algorithmic Decomposition with Computational Singular Perturbation
  Energetic considerations play a crucial role in brain function and disease. The study of brainenergy metabolism is, however, rendered difficult by a relative lack of experimental tools thatcan probe the contributions of different intricately connected cell types and processes. Inthis context, mathematical modelling has a role to play, but typically leads to models, whosecomplexity reflects that of the underlying biological system, and from which it is difficult toextract biologically actionable information.Here, an experimentally-calibrated multi-scale model of human brain energy metabolism [1] is analysed using the so-called Computational Singular Perturbation algorithm in order to identify key biological processes and periods, during and after a brain area has been activated. We identify a key role for both oxidative and glycolytic astrocytic metabolism in driving the behaviour of the brain's metabolic circuitry. Neuronal energy metabolism, by opposition, only plays a transient role for the first few seconds after the onset or offset of activation. We additionally identify a key role for the creatine phosphate shuttle in late stages of activation and post-activation. Our approach highlights the importance of glial cells in brain circuits, and introduces a systematic and unbiased methodology to study the dynamics of complex biochemical networks that can be readily scaled to metabolic networks of any size and complexity.

  • Type:

    Conference Paper (unpublished)

  • Date:

    05 July 2021

  • Publication Status:

    Unpublished

  • Funders:

    Edinburgh Napier Funded

Citation

Patsatzis, D., Tingas, S., Sarathy, M., Goussis, D., & Jolivet, R. (2021, July). Identification of Key Processes and Periods in a Model of Human Brain Energy Metabolism by Algorithmic Decomposition with Computational Singular Perturbation. Paper presented at XV European Meeting on Glial Cells in Health and Disease, Online

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