Program for Neural Computation, Carnegie Mellon University and University of Pittsburgh, Pittsburgh, Pennsylvania, USA.
PLoS Comput Biol. 2012;8(9):e1002667. doi: 10.1371/journal.pcbi.1002667. Epub 2012 Sep 13.
Throughout the central nervous system, the timescale over which pairs of neural spike trains are correlated is shaped by stimulus structure and behavioral context. Such shaping is thought to underlie important changes in the neural code, but the neural circuitry responsible is largely unknown. In this study, we investigate a stimulus-induced shaping of pairwise spike train correlations in the electrosensory system of weakly electric fish. Simultaneous single unit recordings of principal electrosensory cells show that an increase in the spatial extent of stimuli increases correlations at short (≈ 10 ms) timescales while simultaneously reducing correlations at long (≈ 100 ms) timescales. A spiking network model of the first two stages of electrosensory processing replicates this correlation shaping, under the assumptions that spatially broad stimuli both saturate feedforward afferent input and recruit an open-loop inhibitory feedback pathway. Our model predictions are experimentally verified using both the natural heterogeneity of the electrosensory system and pharmacological blockade of descending feedback projections. For weak stimuli, linear response analysis of the spiking network shows that the reduction of long timescale correlation for spatially broad stimuli is similar to correlation cancellation mechanisms previously suggested to be operative in mammalian cortex. The mechanism for correlation shaping supports population-level filtering of irrelevant distractor stimuli, thereby enhancing the population response to relevant prey and conspecific communication inputs.
在中枢神经系统中,神经尖峰列车对的相关性在时间尺度上受到刺激结构和行为背景的影响。这种塑造被认为是神经编码的重要变化的基础,但负责的神经回路在很大程度上是未知的。在这项研究中,我们研究了弱电鱼电感觉系统中对刺激诱导的成对尖峰列车相关性的塑造。主要电感觉细胞的同步单细胞记录显示,刺激空间范围的增加增加了短时间尺度(≈10ms)的相关性,同时降低了长时间尺度(≈100ms)的相关性。电感觉处理的前两个阶段的尖峰网络模型在以下假设下再现了这种相关性塑造,即空间广泛的刺激既使前馈传入输入饱和,又招募开环抑制性反馈途径。我们使用电感觉系统的自然异质性和下行反馈投射的药理学阻断来验证我们的模型预测。对于弱刺激,尖峰网络的线性响应分析表明,对于空间广泛的刺激,长时间尺度相关性的降低与先前在哺乳动物皮层中被认为起作用的相关性消除机制相似。相关性塑造的机制支持无关分散刺激的群体水平过滤,从而增强了对相关猎物和同种交流输入的群体反应。