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Synaptic depression enables neuronal gain control

机译:突触抑制可控制神经元增益

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摘要

To act as computational devices, neurons must perform mathematical operations as they transform synaptic and modulatory input into output firing rate. Experiments and theory suggest that neuronal firing typically represents the sum of synaptic inputs-, an additive operation, but multiplication of inputs is essential for many computations. Multiplication by a constant produces a change in the slope, or gain, of the input-output relation, amplifying or scaling down the neuron's sensitivity to changes in its input. Such gain modulation occurs in vivo, during contrast invariance of orientation tuning, attentional scaling, translation-invariant object recognition, auditory processing and coordinate transformations,. Moreover, theoretical studies highlight the necessity of gain modulation in several of these tasks-. While potential cellular mechanisms for gain modulation have been identified, they often rely on membrane noise and require restrictive conditions to work,-. Because nonlinear components are used to scale signals in electronics, we examined whether synaptic nonlinearities are involved in neuronal gain modulation. We used synaptic stimulation and dynamic-clamp to investigate gain modulation in granule cells (GCs) in acute cerebellar slices. Here we show that when excitation is mediated by synapses with short-term depression (STD), neuronal gain is controlled by an inhibitory conductance in a noise-independent manner, allowing driving and modulatory inputs to be multiplied together. The nonlinearity introduced by STD transforms inhibition-mediated additive shifts in the input-output relation into multiplicative gain changes. When GCs were driven with bursts of high-frequency mossy fibre (MF) input, as observed in vivo,href="#R20" rid="R20" class=" bibr popnode tag_hotlink tag_tooltip" id="__tag_288583342">20, larger inhibition-mediated gain changes were observed, as expected with greater STD. Simulations of synaptic integration in more complex neocortical neurons confirm that STD-based gain modulation can also operate in neurons with large dendritic trees. Our results establish that neurons receiving depressing excitatory inputs can act as powerful multiplicative devices even when integration of postsynaptic conductances is linear.
机译:要用作计算设备,神经元必须执行数学运算,因为神经元将突触和调制输入转换为输出触发率 。实验和理论表明,神经元触发通常代表突触输入的总和 - ,这是一个加法运算,但是输入的乘法运算对于许多计算至关重要 。乘以常数会导致输入输出关系的斜率或增益发生变化,从而放大或缩小神经元对其输入变化的敏感度。这种增益调制发生在体内,在方向调整 ,注意缩放 ,平移不变对象识别 ,听觉处理 < / sup>并协调转换 。此外,理论研究强调了在这些任务中的一些任务中进行增益调制的必要性 - 。虽然已经确定了潜在的增益调节细胞机制,但它们通常依赖于膜噪声,并且需要限制性条件才能起作用 -< / sup> 。因为非线性组件用于缩放电子设备中的信号,所以我们检查了神经元增益调制中是否涉及突触非线性。我们使用突触刺激和动态钳研究急性小脑切片中颗粒细胞(GCs)中的增益调制。在这里,我们表明,当兴奋是由突触介导的短期抑郁(STD)介导时,神经元增益受抑制电导的控制,其独立于噪声的方式得以实现,从而使驱动输入和调制输入相乘。 STD引入的非线性将抑制介导的输入-输出关系中的加性位移转换为乘法增益变化。当使用高频苔藓纤维(MF)输入突发驱动GC时,如在体内观察到的 href =“#R20” rid =“ R20“ class =” class =“ bibr popnode tag_hotlink tag_tooltip” id =“ __ tag_288583342”> 20 ,观察到较大的抑制介导的增益变化,如预期的更大STD。在更复杂的新皮层神经元中进行突触整合的模拟证实,基于STD的增益调制也可以在具有大树突树的神经元中起作用。我们的结果表明,即使突触后电导的整合是线性的,接受抑制性兴奋性输入的神经元也可以充当强大的乘法器。

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