Simmonds Benjamin, Chacron Maurice J
Department of Physiology, McGill University, Montreal, Quebec, Canada.
PLoS Comput Biol. 2015 Jan 8;11(1):e1004034. doi: 10.1371/journal.pcbi.1004034. eCollection 2015 Jan.
Correlations between the activities of neighboring neurons are observed ubiquitously across systems and species and are dynamically regulated by several factors such as the stimulus' spatiotemporal extent as well as by the brain's internal state. Using the electrosensory system of gymnotiform weakly electric fish, we recorded the activities of pyramidal cell pairs within the electrosensory lateral line lobe (ELL) under spatially localized and diffuse stimulation. We found that both signal and noise correlations were markedly reduced (>40%) under the latter stimulation. Through a network model incorporating key anatomical features of the ELL, we reveal how activation of diffuse parallel fiber feedback from granule cells by spatially diffuse stimulation can explain both the reduction in signal as well as the reduction in noise correlations seen experimentally through independent mechanisms. First, we show that burst-timing dependent plasticity, which leads to a negative image of the stimulus and thereby reduces single neuron responses, decreases signal but not noise correlations. Second, we show trial-to-trial variability in the responses of single granule cells to sensory input reduces noise but not signal correlations. Thus, our model predicts that the same feedback pathway can simultaneously reduce both signal and noise correlations through independent mechanisms. To test this prediction experimentally, we pharmacologically inactivated parallel fiber feedback onto ELL pyramidal cells. In agreement with modeling predictions, we found that inactivation increased both signal and noise correlations but that there was no significant relationship between magnitude of the increase in signal correlations and the magnitude of the increase in noise correlations. The mechanisms reported in this study are expected to be generally applicable to the cerebellum as well as other cerebellum-like structures. We further discuss the implications of such decorrelation on the neural coding strategies used by the electrosensory and by other systems to process natural stimuli.
相邻神经元活动之间的相关性在各个系统和物种中普遍存在,并受到多种因素的动态调节,如刺激的时空范围以及大脑的内部状态。利用裸背电鳗目弱电鱼的电感受系统,我们记录了在空间局部刺激和扩散刺激下电感受侧线叶(ELL)内锥体细胞对的活动。我们发现,在后者刺激下,信号相关性和噪声相关性均显著降低(>40%)。通过一个包含ELL关键解剖特征的网络模型,我们揭示了空间扩散刺激如何通过颗粒细胞激活扩散平行纤维反馈,从而通过独立机制解释实验中观察到的信号相关性降低以及噪声相关性降低。首先,我们表明,爆发时间依赖性可塑性导致刺激的负像,从而降低单个神经元反应,减少信号相关性但不减少噪声相关性。其次,我们表明单个颗粒细胞对感觉输入反应的逐次试验变异性降低了噪声相关性但不降低信号相关性。因此,我们的模型预测,相同的反馈通路可以通过独立机制同时降低信号相关性和噪声相关性。为了通过实验验证这一预测,我们通过药理学方法使ELL锥体细胞上的平行纤维反馈失活。与模型预测一致,我们发现失活增加了信号相关性和噪声相关性,但信号相关性增加的幅度与噪声相关性增加的幅度之间没有显著关系。本研究报道的机制预计普遍适用于小脑以及其他类小脑结构。我们进一步讨论了这种去相关对电感受系统和其他系统用于处理自然刺激的神经编码策略的影响。