Department of Physiology, Montreal Neurological Institute, McGill University, Montreal, Quebec, Canada.
PLoS Comput Biol. 2011 Dec;7(12):e1002324. doi: 10.1371/journal.pcbi.1002324. Epub 2011 Dec 29.
The sensory-motor neuron synapse of Aplysia is an excellent model system for investigating the biochemical changes underlying memory formation. In this system, training that is separated by rest periods (spaced training) leads to persistent changes in synaptic strength that depend on biochemical pathways that are different from those that occur when the training lacks rest periods (massed training). Recently, we have shown that in isolated sensory neurons, applications of serotonin, the neurotransmitter implicated in inducing these synaptic changes during memory formation, lead to desensitization of the PKC Apl II response, in a manner that depends on the method of application (spaced versus massed). Here, we develop a mathematical model of this response in order to gain insight into how neurons sense these different training protocols. The model was developed incrementally, and each component was experimentally validated, leading to two novel findings: First, the increased desensitization due to PKA-mediated heterologous desensitization is coupled to a faster recovery than the homologous desensitization that occurs in the absence of PKA activity. Second, the model suggests that increased spacing leads to greater desensitization due to the short half-life of a hypothetical protein, whose production prevents homologous desensitization. Thus, we predict that the effects of differential spacing are largely driven by the rates of production and degradation of proteins. This prediction suggests a powerful mechanism by which information about time is incorporated into neuronal processing.
海兔的感觉运动神经元突触是研究记忆形成所涉及的生化变化的极佳模型系统。在这个系统中,通过休息时间分隔的训练(间隔训练)会导致突触强度的持久变化,这些变化依赖于不同于缺乏休息时间的训练(集中训练)时发生的生化途径。最近,我们已经表明,在分离的感觉神经元中,应用与记忆形成过程中诱导这些突触变化有关的神经递质血清素会导致 PKC Apl II 反应脱敏,这种方式取决于应用方式(间隔或集中)。在这里,我们开发了这种反应的数学模型,以便深入了解神经元如何感知这些不同的训练方案。该模型是逐步开发的,每个组件都经过了实验验证,得出了两个新的发现:首先,由于 PKA 介导的异源脱敏导致的脱敏增加与在没有 PKA 活性的情况下发生的同源脱敏的更快恢复相关。其次,该模型表明,增加间隔会导致更大的脱敏,这是由于假设的蛋白质的半衰期短,其产生可防止同源脱敏。因此,我们预测,不同间隔的影响主要是由蛋白质的产生和降解速率驱动的。这一预测表明了一种强大的机制,通过该机制,时间信息被纳入神经元处理。