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首页> 外文期刊>The Journal of Neuroscience: The Official Journal of the Society for Neuroscience >Dynamical response properties of neocortical neuron ensembles: multiplicative versus additive noise.
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Dynamical response properties of neocortical neuron ensembles: multiplicative versus additive noise.

机译:新皮层神经元集合的动态响应特性:乘性与加性噪声。

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摘要

To understand the mechanisms of fast information processing in the brain, it is necessary to determine how rapidly populations of neurons can respond to incoming stimuli in a noisy environment. Recently, it has been shown experimentally that an ensemble of neocortical neurons can track a time-varying input current in the presence of additive correlated noise very fast, up to frequencies of several hundred hertz. Modulations in the firing rate of presynaptic neuron populations affect, however, not only the mean but also the variance of the synaptic input to postsynaptic cells. It has been argued that such modulations of the noise intensity (multiplicative modulation) can be tracked much faster than modulations of the mean input current (additive modulation). Here, we compare the response characteristics of an ensemble of neocortical neurons for both modulation schemes. We injected sinusoidally modulated noisy currents (additive and multiplicative modulation) into layer V pyramidal neurons of the rat somatosensory cortex and measured the trial and ensemble-averaged spike responses for a wide range of stimulus frequencies. For both modulation paradigms, we observed low-pass behavior. The cutoff frequencies were markedly high, considerably higher than the average firing rates. We demonstrate that modulations in the variance can be tracked significantly faster than modulations in the mean input. Extremely fast stimuli (up to 1 kHz) can be reliably tracked, provided the stimulus amplitudes are sufficiently high.
机译:为了了解大脑中快速信息处理的机制,有必要确定在嘈杂的环境中,神经元群体可以如何快速响应传入的刺激。最近,通过实验表明,在存在数百赫兹的加性相关噪声的情况下,一组新皮质神经元可以非常快速地跟踪随时间变化的输入电流。但是,突触前神经元种群放电速率的调节不仅影响平均值,而且还影响突触后细胞向突触输入的变化。有人认为,这种噪声强度的调制(乘法调制)比平均输入电流的调制(相加调制)要快得多。在这里,我们比较了两种调制方案的新皮层神经元集合的响应特性。我们将正弦调制的噪声电流(加性和乘性调制)注入到大鼠体感皮层的V层锥体神经元中,并针对各种刺激频率测量了试验和集合平均的尖峰响应。对于这两种调制范例,我们观察到了低通行为。截止频率明显很高,大大高于平均点火速率。我们证明,与平均输入中的调制相比,方差中的调制可以明显更快地被跟踪。只要刺激幅度足够高,就可以可靠地跟踪极快的刺激(最高1 kHz)。

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