脉冲神经元、多巴胺与可塑性:时机至关重要,但浓度也不容忽视。
Spiking neurons, dopamine, and plasticity: timing is everything, but concentration also matters.
作者信息
Thivierge Jean-Philippe, Rivest François, Monchi Oury
机构信息
Département de Physiologie, Université de Montréal, Montréal, Québec, Canada.
出版信息
Synapse. 2007 Jun;61(6):375-90. doi: 10.1002/syn.20378.
While both dopamine (DA) fluctuations and spike-timing-dependent plasticity (STDP) are known to influence long-term corticostriatal plasticity, little attention has been devoted to the interaction between these two fundamental mechanisms. Here, a theoretical framework is proposed to account for experimental results specifying the role of presynaptic activation, postsynaptic activation, and concentrations of extracellular DA in synaptic plasticity. Our starting point was an explicitly-implemented multiplicative rule linking STDP to Michaelis-Menton equations that models the dynamics of extracellular DA fluctuations. This rule captures a wide range of results on conditions leading to long-term potentiation and depression in simulations that manipulate the frequency of induced corticostriatal stimulation and DA release. A well-documented biphasic function relating DA concentrations to synaptic plasticity emerges naturally from simulations involving a multiplicative rule linking DA and neural activity. This biphasic function is found consistently across different neural coding schemes employed (voltage-based vs. spike-based models). By comparison, an additive rule fails to capture these results. The proposed framework is the first to generate testable predictions on the dual influence of DA concentrations and STDP on long-term plasticity, suggesting a way in which the biphasic influence of DA concentrations can modulate the direction and magnitude of change induced by STDP, and raising the possibility that DA concentrations may inverse the LTP/LTD components of the STDP rule.
虽然已知多巴胺(DA)波动和尖峰时间依赖性可塑性(STDP)都会影响长期皮质纹状体可塑性,但这两种基本机制之间的相互作用却很少受到关注。在此,我们提出一个理论框架来解释实验结果,这些结果明确了突触前激活、突触后激活以及细胞外DA浓度在突触可塑性中的作用。我们的出发点是一个明确实施的乘法规则,该规则将STDP与米氏方程联系起来,以模拟细胞外DA波动的动态变化。这个规则在模拟中捕捉到了关于导致长期增强和抑制的条件的广泛结果,这些模拟操纵了诱导的皮质纹状体刺激频率和DA释放。一个有充分记录的将DA浓度与突触可塑性相关联的双相函数自然地从涉及将DA与神经活动联系起来的乘法规则的模拟中出现。在采用的不同神经编码方案(基于电压的模型与基于尖峰的模型)中都一致发现了这个双相函数。相比之下,一个加法规则无法捕捉这些结果。所提出的框架是第一个对DA浓度和STDP对长期可塑性的双重影响产生可测试预测的框架,这表明DA浓度的双相影响可以调节由STDP诱导的变化方向和幅度的一种方式,并提出了DA浓度可能使STDP规则的长时程增强/长时程抑制成分反转的可能性。