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中继神经元的一般性能限制:在帕金森病中的应用。

Generalizing performance limitations of relay neurons: application to Parkinson's disease.

作者信息

Agarwal Rahul, Santaniello Sabato, Sarma Sridevi V

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:6573-6. doi: 10.1109/EMBC.2014.6945134.

Abstract

Relay cells are prevalent throughout sensory systems and receive two types of inputs: driving and modulating. The driving input contains receptive field properties that must be transmitted while the modulating input alters the specifics of transmission. Relay reliability of a relay cell is defined as the fraction of pulses in the driving input that generate action potentials at the neuron's output, and is in general a complicated function of the driving input, the modulating input and the cell's properties. In a recent study, we computed analytic bounds on the reliability of relay neurons for a class of Poisson driving inputs and sinusoidal modulating inputs. Here, we generalize our analysis and compute bounds on the relay reliability for any modulating input. Furthermore, we show that if the modulating input is generated by a colored Gaussian process, closed form expressions for bounds on relay reliability can be derived. We applied our analysis to investigate relay reliability of thalamic cells in health and in Parkinson's disease (PD). It is hypothesized that in health, neurons in the motor thalamus relay information only when needed and this capability is compromised in PD due to exaggerated beta-band oscillations in the modulating input from the basal ganglia (BG). To test this hypothesis, we used modulating and driving inputs simulated from a detailed computational model of the cortico-BG-thalamo-cortical motor loop and computed our theoretical bounds in both PD and healthy conditions. Our bounds match well with our empirically computed reliability and show that the relay reliability is larger in the healthy condition across the population of thalamic neurons. Furthermore, we show that the increase in power in the beta-band of the modulating input (output of BG) is causally related with the decrease in relay reliability in the PD condition.

摘要

中继细胞普遍存在于整个感觉系统中,并接收两种类型的输入:驱动输入和调制输入。驱动输入包含必须被传递的感受野特性,而调制输入则改变传递的具体细节。中继细胞的中继可靠性被定义为驱动输入中在神经元输出端产生动作电位的脉冲比例,并且通常是驱动输入、调制输入和细胞特性的复杂函数。在最近的一项研究中,我们计算了一类泊松驱动输入和正弦调制输入下中继神经元可靠性的解析界限。在这里,我们推广我们的分析并计算任意调制输入下的中继可靠性界限。此外,我们表明,如果调制输入由有色高斯过程生成,则可以推导出中继可靠性界限的封闭形式表达式。我们应用我们的分析来研究健康状态和帕金森病(PD)中丘脑细胞的中继可靠性。据推测,在健康状态下,运动丘脑中的神经元仅在需要时中继信息,而在PD中,由于来自基底神经节(BG)的调制输入中β波段振荡过度,这种能力受到损害。为了验证这一假设,我们使用了从皮质 - BG - 丘脑 - 皮质运动回路的详细计算模型模拟的调制和驱动输入,并计算了PD和健康状态下的理论界限。我们的界限与我们通过实验计算的可靠性非常匹配,并且表明在整个丘脑神经元群体中,健康状态下的中继可靠性更高。此外,我们表明调制输入(BG的输出)的β波段功率增加与PD状态下中继可靠性的降低存在因果关系。

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本文引用的文献

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Performance limitations of relay neurons.
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