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强化学习招募初级感觉皮层各层的胞体和树突。

Reinforcement Learning Recruits Somata and Apical Dendrites across Layers of Primary Sensory Cortex.

机构信息

Department of Neuroscience, Mortimer Zuckerman Mind Brain Behavior Institute, Columbia University, New York, NY 10027, USA; Kavli Institute for Brain Science, Columbia University, New York, NY 10027, USA.

Department of Statistics, Columbia University, New York, NY 10027, USA.

出版信息

Cell Rep. 2019 Feb 19;26(8):2000-2008.e2. doi: 10.1016/j.celrep.2019.01.093.

Abstract

The mammalian brain can form associations between behaviorally relevant stimuli in an animal's environment. While such learning is thought to primarily involve high-order association cortex, even primary sensory areas receive long-range connections carrying information that could contribute to high-level representations. Here, we imaged layer 1 apical dendrites in the barrel cortex of mice performing a whisker-based operant behavior. In addition to sensory-motor events, calcium signals in apical dendrites of layers 2/3 and 5 neurons and in layer 2/3 somata track the delivery of rewards, both choice related and randomly administered. Reward-related tuft-wide dendritic spikes emerge gradually with training and are task specific. Learning recruits cells whose intrinsic activity coincides with the time of reinforcement. Layer 4 largely lacked reward-related signals, suggesting a source other than the primary thalamus. Our results demonstrate that a sensory cortex can acquire a set of associations outside its immediate sensory modality and linked to salient behavioral events.

摘要

哺乳动物的大脑可以在动物环境中的行为相关刺激之间形成关联。虽然这种学习主要涉及高级联想皮层,但即使是初级感觉区域也会接收长程连接,携带可能有助于高级表示的信息。在这里,我们对执行基于胡须的操作性行为的小鼠的桶状皮层中的第 1 层顶树突进行了成像。除了感觉-运动事件外,第 2/3 层和第 5 层神经元的顶树突以及第 2/3 层胞体中的钙信号也可以跟踪奖励的传递,包括与选择相关的奖励和随机给予的奖励。与奖励相关的整个树突棘的尖峰随着训练逐渐出现,并且是特定于任务的。学习会招募与强化时间一致的内在活性的细胞。第 4 层几乎没有与奖励相关的信号,这表明其来源不是初级丘脑。我们的结果表明,感觉皮层可以获得一组与其直接感觉模式无关且与明显行为事件相关的关联。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8ff9/7001879/3a963bba319f/nihms-1548831-f0002.jpg

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