Center for Adaptive Systems, Graduate Program in Cognitive and Neural Systems, Departments of Mathematics & Statistics, Psychological & Brain Sciences and Biomedical Engineering, Boston University, Boston, MA, United States.
Front Neural Circuits. 2017 Nov 2;11:82. doi: 10.3389/fncir.2017.00082. eCollection 2017.
Adaptive Resonance Theory, or ART, is a neural model that explains how normal and abnormal brains may learn to categorize and recognize objects and events in a changing world, and how these learned categories may be remembered for a long time. This article uses ART to propose and unify the explanation of diverse data about normal and abnormal modulation of learning and memory by acetylcholine (ACh). In ART, determines whether learned categories will be general and abstract, or specific and concrete. ART models how vigilance may be regulated by ACh release in layer 5 neocortical cells by influencing after-hyperpolarization (AHP) currents. This ACh release is mediated by cells in the nucleus basalis (NB) of Meynert that are activated by unexpected events. The article additionally discusses data about ACh-mediated control of vigilance. ART proposes that there are often dynamic breakdowns of tonic control in mental disorders such as autism, where vigilance remains high, and medial temporal amnesia, where vigilance remains low. Tonic control also occurs during sleep-wake cycles. Properties of Up and Down states during slow wave sleep arise in ACh-modulated laminar cortical ART circuits that carry out processes in awake individuals of contrast normalization, attentional modulation, decision-making, activity-dependent habituation, and mismatch-mediated reset. These slow wave sleep circuits interact with circuits that control circadian rhythms and memory consolidation. Tonic control properties also clarify how Alzheimer's disease symptoms follow from a massive structural degeneration that includes undermining vigilance control by ACh in cortical layers 3 and 5. Sleep disruptions before and during Alzheimer's disease, and how they contribute to a vicious cycle of plaque formation in layers 3 and 5, are also clarified from this perspective.
自适应共振理论(ART)是一种神经模型,它解释了正常和异常大脑如何在不断变化的世界中学习分类和识别物体和事件,以及这些习得的类别如何长时间被记住。本文使用 ART 来提出和统一解释关于正常和异常学习和记忆调节的各种数据,这些调节涉及乙酰胆碱(ACh)。在 ART 中,决定了习得的类别将是一般和抽象的,还是具体和具体的。ART 模型如何通过影响后超极化(AHP)电流来调节皮层 5 层神经元中由 ACh 释放引起的警觉性。这种 ACh 释放是由梅内尔特核基底(NB)中的细胞介导的,这些细胞被意外事件激活。本文还讨论了关于 ACh 调节警觉性的控制的数据。ART 提出,在自闭症等精神障碍中,通常会出现紧张控制的动态崩溃,警觉性保持较高;在内侧颞叶遗忘症中,警觉性保持较低。紧张控制也发生在睡眠-觉醒周期中。在慢波睡眠期间 Up 和 Down 状态的特性出现在 ACh 调制的层状皮质 ART 电路中,这些电路在清醒个体中执行对比归一化、注意力调制、决策、活动依赖性习惯化和不匹配介导的重置等过程。这些慢波睡眠电路与控制昼夜节律和记忆巩固的电路相互作用。紧张控制特性还阐明了阿尔茨海默病症状是如何从包括皮层 3 和 5 层 ACh 对警觉性控制的严重结构退化中产生的。从这个角度来看,还阐明了阿尔茨海默病之前和期间的睡眠中断,以及它们如何促成 3 和 5 层斑块形成的恶性循环。