ArticleJournal of applied physiology (Bethesda, Md. : 1985)2014
Development of modified cable models to simulate accurate neuronal active behaviors.
Article in Journal of applied physiology (Bethesda, Md. : 1985), 2014. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 13 papers.
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13 citing papers in PubMed.
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- Bifurcation analysis of motoneuronal excitability mechanisms under normal and ALS conditions.Frontiers in cellular neuroscience · 2023Article
- In-silico development and assessment of a Kalman filter motor decoder for prosthetic hand control.Computers in biology and medicine · 2021Article
- The Mechanistic Basis for Successful Spinal Cord Stimulation to Generate Steady Motor Outputs.Frontiers in cellular neuroscience · 2019Article
- Robust and accurate decoding of motoneuron behaviour and prediction of the resulting force output.The Journal of physiology · 2018Article
- The effects of model composition design choices on high-fidelity simulations of motoneuron recruitment and firing behaviors.Journal of neural engineering · 2018Article
- The vulnerability of spinal motoneurons and soma size plasticity in a mouse model of amyotrophic lateral sclerosis.The Journal of physiology · 2018Article
- PyMUS: Python-Based Simulation Software for Virtual Experiments on Motor Unit System.Frontiers in neuroinformatics · 2018Article
- Synaptic control of the shape of the motoneuron pool input-output function.Journal of neurophysiology · 2017Article
- Foundational dendritic processing that is independent of the cell type-specific structure in model primary neurons.Neuroscience letters · 2015Article
- The transformation of synaptic to system plasticity in motor output from the sacral cord of the adult mouse.Journal of neurophysiology · 2015Article
- Contribution of intrinsic motoneuron properties to discharge hysteresis and its estimation based on paired motor unit recordings: a simulation study.Journal of neurophysiology · 2015Article
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Abstract
In large network and single three-dimensional (3-D) neuron simulations, high computing speed dictates using reduced cable models to simulate neuronal firing behaviors. However, these models are unwarranted under active conditions and lack accurate representation of dendritic active conductances that greatly shape neuronal firing. Here, realistic 3-D (R3D) models (which contain full anatomical details of dendrites) of spinal motoneurons were systematically compared with their reduced single unbranched cable (SUC, which reduces the dendrites to a single electrically equivalent cable) counterpart under passive and active conditions. The SUC models matched the R3D model's passive properties but failed to match key active properties, especially active behaviors originating from dendrites. For instance, persistent inward currents (PIC) hysteresis, frequency-current (FI) relationship secondary range slope, firing hysteresis, plateau potential partial deactivation, staircase currents, synaptic current transfer ratio, and regional FI relationships were not accurately reproduced by the SUC models. The dendritic morphology oversimplification and lack of dendritic active conductances spatial segregation in the SUC models caused significant underestimation of those behaviors. Next, SUC models were modified by adding key branching features in an attempt to restore their active behaviors. The addition of primary dendritic branching only partially restored some active behaviors, whereas the addition of secondary dendritic branching restored most behaviors. Importantly, the proposed modified models successfully replicated the active properties without sacrificing model simplicity, making them attractive candidates for running R3D single neuron and network simulations with accurate firing behaviors. The present results indicate that using reduced models to examine PIC behaviors in spinal motoneurons is unwarranted.
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