当前位置:科学网首页 > 小柯机器人 >详情
VP神经元可在BG强化学习网络中发挥功能
作者:小柯机器人 发布时间:2020/3/31 16:56:52

以色列希伯来Alexander Kaplan研究组近日取得一项新成果。他们的研究发现腹侧苍白球(VP)神经元在基底神经节(BG)强化学习网络中的分离作用。相关论文于2020330日发表于国际学术期刊《自然-神经科学》杂志上。

他们记录了当猴子执行经典条件反射时,VP神经元、苍白球(GPe)细胞(行为者)和纹状体胆碱能中间神经元(批评者)的突触活性。他们报告VP神经元可以分为两个不同的群体。持续的群体在视觉提示后表现出持续的激活,与猴子的行为相关,并表现出不相关的尖峰活动。

瞬时群体显示出与学习率和强化学习模型的预测误差相关的阶段性同步响应。他们的结果表明,VPGPe在生理上有所不同,并将短暂的VP神经元鉴定为BG批评者。

据悉,强化学习模型将BG视为行为者-批评者网络。VPBG边缘系统的主要组成部分。然而,其在BG环路中的精确功能角色,尤其是与GPe的相邻外部片段相比,仍未被探索。

附:英文原文

Title: Dissociable roles of ventral pallidum neurons in the basal ganglia reinforcement learning network

Author: Alexander Kaplan, Aviv D. Mizrahi-Kliger, Zvi Israel, Avital Adler, Hagai Bergman

Issue&Volume: 2020-03-30

Abstract: Reinforcement learning models treat the basal ganglia (BG) as an actor–critic network. The ventral pallidum (VP) is a major component of the BG limbic system. However, its precise functional roles within the BG circuitry, particularly in comparison to the adjacent external segment of the globus pallidus (GPe), remain unexplored. We recorded the spiking activity of VP neurons, GPe cells (actor) and striatal cholinergic interneurons (critic) while monkeys performed a classical conditioning task. Here, we report that VP neurons can be classified into two distinct populations. The persistent population displayed sustained activation following visual cue presentation, was correlated with monkeys’ behavior and showed uncorrelated spiking activity. The transient population displayed phasic synchronized responses that were correlated with the rate of learning and the reinforcement learning model’s prediction error. Our results suggest that the VP is physiologically different from the GPe and identify the transient VP neurons as a BG critic.

DOI: 10.1038/s41593-020-0605-y

Source: https://www.nature.com/articles/s41593-020-0605-y

期刊信息

Nature Neuroscience:《自然—神经科学》,创刊于1998年。隶属于施普林格·自然出版集团,最新if:21.126
官方网址:https://www.nature.com/neuro/
投稿链接:https://mts-nn.nature.com/cgi-bin/main.plex