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Development of modified cable models to simulate accurate neuronal active behaviors

机译:开发改进的电缆模型以模拟准确的神经元活动行为

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摘要

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.
机译:在大型网络和单个三维(3-D)神经元模拟中,高计算速度要求使用简化的电缆模型来模拟神经元放电行为。但是,这些模型在活跃条件下是不必要的,并且缺乏准确表示能极大地影响神经元放电的树突状活跃电导的模型。在这里,系统地比较了脊神经运动神经元的逼真的3-D(R3D)模型(包含树突的完整解剖学细节)与其在被动和主动情况下减少的单根非分支电缆(SUC,将树突减少为单条等效电缆)的对应物。条件。 SUC模型与R3D模型的被动属性匹配,但是与关键的主动属性(尤其是源自树枝状晶体的主动行为)不匹配。例如,SUC模型无法准确地再现持续的内向电流(PIC)滞后,频率-电流(FI)关系次级范围斜率,点火滞后,高原电位部分失活,阶梯电流,突触电流传递比和区域FI关系。 。 SUC模型中的树突形态学过分简化和缺乏树突状活性电导的空间隔离导致对这些行为的严重低估。接下来,通过添加关键分支功能来修改SUC模型,以尝试恢复其活动行为。初级树突分支的添加仅部分恢复了一些活跃的行为,而次级树突分支的添加恢复了大多数的行为。重要的是,提出的修改后的模型成功地复制了活动特性,而又不牺牲模型的简单性,使其成为具有精确触发行为的R3D单神经元和网络仿真的有吸引力的候选对象。目前的结果表明,使用简化模型来检查脊髓运动神经元中的PIC行为是不必要的。

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