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From Atoms to Neuronal Spikes: A Multiscale Simulation Framework
Ana Damjanovic1,2,3, Vincenzo Carnevale4,5, Thorsten Hater6
1Department of Biophysics, Johns Hopkins University, Baltimore, Maryland 21218, United States.
Journal of Chemical Theory and Computation
|January 13, 2026
Summary
This study introduces a multiscale simulation method linking molecular dynamics and neuronal simulations to predict how ion channel changes affect neuronal excitability. This approach helps understand neurological diseases and design neuroactive drugs.
Area of Science:
- Computational neuroscience
- Molecular biophysics
- Pharmacology
Background:
- Understanding ion channel function is crucial for elucidating neurological diseases and designing drugs.
- Current models often lack the integration of molecular-level changes with neuronal network behavior.
Purpose of the Study:
- To develop and validate a multiscale simulation framework connecting molecular and neuronal simulations.
- To predict the impact of ion channel variations on neuronal excitability and membrane potential dynamics.
Main Methods:
- Coupling molecular dynamics (MD) simulations of AMPA receptors (AMPARs) with detailed neuronal models (Arbor framework).
- Integrating coarse-grained Monte Carlo gating simulations of voltage-gated ion channels with Arbor models for bidirectional feedback.
- Investigating the influence of lipid membrane composition on ion channel gating.
Main Results:
- MD simulations revealed altered current and conductance in disease-associated AMPAR variants, impacting neuronal excitability.
- Bidirectional coupling between ion channel states and membrane potential was established, consistent with electrophysiological recordings.
- The study demonstrated the framework's ability to link atomistic perturbations to macroscopic neuronal function.
Conclusions:
- The proposed multiscale simulation approach effectively links molecular events to neuronal excitability.
- This framework provides a powerful tool for studying neurological disease mechanisms and guiding neuroactive drug discovery.
- The inclusion of lipid membrane effects offers a more comprehensive understanding of ion channel behavior.
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