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Adaptation Improves Neural Coding Efficiency Despite Increasing Correlations in Variability

机译:适应性提高了神经编码效率尽管变量之间的相关性增加

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摘要

Exposure of cortical cells to sustained sensory stimuli results in changes in the neuronal response function. This phenomenon, known as adaptation, is a common feature across sensory modalities. Here, we quantified the functional effect of adaptation on the ensemble activity of cortical neurons in the rat whisker-barrel system. A multishank array of electrodes was used to allow simultaneous sampling of neuronal activity. We characterized the response of neurons to sinusoidal whisker vibrations of varying amplitude in three states of adaptation. The adaptors produced a systematic rightward shift in the neuronal response function. Consistently, mutual information revealed that peak discrimination performance was not aligned to the adaptor but to test amplitudes 3–9 μm higher. Stimulus presentation reduced single neuron trial-to-trial response variability (captured by Fano factor) and correlations in the population response variability (noise correlation). We found that these two types of variability were inversely proportional to the average firing rate regardless of the adaptation state. Adaptation transferred the neuronal operating regime to lower rates with higher Fano factor and noise correlations. Noise correlations were positive and in the direction of signal, and thus detrimental to coding efficiency. Interestingly, across all population sizes, the net effect of adaptation was to increase the total information despite increasing the noise correlation between neurons.
机译:皮质细胞暴露于持续的感觉刺激会导致神经元反应功能发生变化。这种现象被称为适应,是整个感觉模态的共同特征。在这里,我们量化了适应对大鼠晶须-桶系统中的皮质神经元的集合活动的功能影响。多电极电极阵列用于同时采样神经元活动。我们表征了神经元对三种适应状态下振幅变化的正弦晶须振动的响应。衔接子在神经元反应功能中产生了系统的向右移动。一致地,共同的信息表明,峰鉴别性能与适配器不匹配,而是比3-9μm高。刺激的表现降低了单神经元试验至试验的响应变异性(由Fano因子捕获)和群体响应变异性的相关性(噪声相关性)。我们发现,无论适应状态如何,这两种类型的可变性均与平均点火率成反比。适应将神经元手术方式转移到具有较高Fano因子和噪声相关性的较低速率。噪声相关在信号方向上是正的,因此对编码效率有害。有趣的是,在所有人群中,尽管神经元之间的噪声相关性增加了,但适应的最终效果是增加了总信息量。

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