AI Article Synopsis

  • The neurovascular and neurometabolic couplings (NVC and NMC) connect brain activity with blood flow and metabolism, crucial for understanding functional imaging like BOLD signals.
  • Existing models for metabolism and NVC are incomplete, lacking integration of magnetic resonance spectroscopy (MRS) data and detailed NVC models.
  • A new model presented here combines MRS and BOLD data, effectively describing metabolic interactions and predicting outcomes in experiments, paving the way for future research and clinical applications in understanding cerebral blood flow and metabolism.

Article Abstract

The neurovascular and neurometabolic couplings (NVC and NMC) connect cerebral activity, blood flow, and metabolism. This interconnection is used in for instance functional imaging, which analyses the blood-oxygen-dependent (BOLD) signal. The mechanisms underlying the NVC are complex, which warrants a model-based analysis of data. We have previously developed a mechanistically detailed model for the NVC, and others have proposed detailed models for cerebral metabolism. However, existing metabolic models are still not fully utilizing available magnetic resonance spectroscopy (MRS) data and are not connected to detailed models for NVC. Therefore, we herein present a new model that integrates mechanistic modelling of both MRS and BOLD data. The metabolic model covers central metabolism, using a minimal set of interactions, and can describe time-series data for glucose, lactate, aspartate, and glutamate, measured after visual stimuli. Statistical tests confirm that the model can describe both estimation data and predict independent validation data, not used for model training. The interconnected NVC model can simultaneously describe BOLD data and can be used to predict expected metabolic responses in experiments where metabolism has not been measured. This model is a step towards a useful and mechanistically detailed model for cerebral blood flow and metabolism, with potential applications in both basic research and clinical applications.

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http://www.ncbi.nlm.nih.gov/pmc/articles/PMC9822108PMC
http://dx.doi.org/10.1371/journal.pcbi.1010798DOI Listing

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