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Modeling the calcium spike as a threshold triggered fixed waveform for synchronous inputs in the fluctuation regime

机译:将钙峰值建模为波动条件下同步输入的阈值触发固定波形

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摘要

Modeling the layer 5 pyramidal neuron as a system of three connected isopotential compartments, the soma, proximal, and distal compartment, with calcium spike dynamics in the distal compartment following first order kinetics, we are able to reproduce in-vitro experimental results which demonstrate the involvement of calcium spikes in action potentials generation. To explore how calcium spikes affect the neuronal output in-vivo, we emulate in-vivo like conditions by embedding the neuron model in a regime of low background fluctuations with occasional large synchronous inputs. In such a regime, a full calcium spike is only triggered by the synchronous events in a threshold like manner and has a stereotypical waveform. Hence, in such a regime, we are able to replace the calcium dynamics with a simpler threshold triggered current of fixed waveform, which is amenable to analytical treatment. We obtain analytically the mean somatic membrane potential excursion due to a calcium spike being triggered while in the fluctuating regime. Our analytical form that accounts for the covariance between conductances and the membrane potential shows a better agreement with simulation results than a naive first order approximation.
机译:将第5层锥体神经元建模为一个由三个相连的等电势区室组成的系统,分别是躯体区,近端区室和远端区室,在一级动力学之后,远端区室的钙峰值动态变化,我们能够重现体外实验结果,该结果证明了钙峰值参与动作电位的产生。为了探索钙峰值如何影响体内神经元输出,我们通过将神经元模型嵌入低背景波动的情况下(偶尔会有大量同步输入)来模拟体内类似条件。在这样的情况下,完全的钙尖峰仅由同步事件以类似阈值的方式触发,并且具有定型波形。因此,在这种情况下,我们能够用更简单的固定波形阈值触发电流代替钙动力学,这适合分析处理。通过分析,我们获得了由于在波动状态下触发钙尖峰而导致的平均体细胞膜电位偏移。我们的分析形式解释了电导和膜电位之间的协方差,与单纯的一阶近似相比,与仿真结果显示出更好的一致性。

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