The John Curtin School of Medical Research, Australian National University Canberra, ACT, Australia.
Front Comput Neurosci. 2013 Apr 19;7:41. doi: 10.3389/fncom.2013.00041. eCollection 2013.
We investigated how the two properties short-term synaptic depression of afferent input and postsynaptic firing dynamics combine to determine the operating mode of a neuron. While several computational roles have been ascribed to either, their interaction has not been studied. We considered two types of short-term synaptic dynamics (release-dependent and release-independent depression) and two classes of firing dynamics (regular firing and firing with spike-frequency adaptation). The input-output transformation of the four possible combinations of pre- and post-synaptic dynamics was characterized. Adapting neurons receiving input from release-dependent synapses functioned largely as coincidence detectors. The other three configurations showed properties consistent with integrators, each with distinct features. These results suggest that the operating mode of a neuron is determined by both the pre- and post-synaptic dynamics and that studying them together is necessary to understand emergent properties and their implications for neuronal coding.
我们研究了传入输入的短期突触抑制和突触后放电动力学这两个特性如何结合起来决定神经元的工作模式。虽然已经赋予了这两种特性几个计算角色,但它们的相互作用尚未得到研究。我们考虑了两种类型的短期突触动力学(依赖释放和不依赖释放的抑制)和两种放电动力学类型(规则放电和具有尖峰频率适应的放电)。我们对突触前和突触后动力学的四种可能组合的输入-输出转换进行了特征描述。从依赖释放的突触接收输入的适应神经元主要作为符合检测器发挥作用。其他三种配置表现出与积分器一致的特性,每个积分器都有独特的特征。这些结果表明,神经元的工作模式取决于突触前和突触后的动力学,并且一起研究它们对于理解涌现特性及其对神经元编码的意义是必要的。