Intramural Research Program of the National Institute on Drug Abuse, Baltimore, MD, USA.
Department of Computer Science and Electrical Engineering, University of Maryland Baltimore County, Baltimore, MD, USA.
Nature. 2021 Feb;590(7847):606-611. doi: 10.1038/s41586-020-03061-2. Epub 2020 Dec 23.
How do we learn about what to learn about? Specifically, how do the neural elements in our brain generalize what has been learned in one situation to recognize the common structure of-and speed learning in-other, similar situations? We know this happens because we become better at solving new problems-learning and deploying schemas-through experience. However, we have little insight into this process. Here we show that using prior knowledge to facilitate learning is accompanied by the evolution of a neural schema in the orbitofrontal cortex. Single units were recorded from rats deploying a schema to learn a succession of odour-sequence problems. With learning, orbitofrontal cortex ensembles converged onto a low-dimensional neural code across both problems and subjects; this neural code represented the common structure of the problems and its evolution accelerated across their learning. These results demonstrate the formation and use of a schema in a prefrontal brain region to support a complex cognitive operation. Our results not only reveal a role for the orbitofrontal cortex in learning but also have implications for using ensemble analyses to tap into complex cognitive functions.
我们如何了解应该学习什么?具体来说,我们大脑中的神经元素如何将在一种情况下学到的东西推广到识别其他类似情况下的共同结构,并加快学习速度?我们知道这是因为我们通过经验变得更擅长解决新问题——学习和运用模式。然而,我们对此过程知之甚少。在这里,我们表明,利用先验知识来促进学习伴随着眶额皮质中神经模式的演变。我们从大鼠中记录了单个单元,这些大鼠运用一种模式来学习一系列气味序列问题。随着学习的进行,眶额皮质集合体在两个问题和受试者之间收敛到一个低维神经码上;这个神经码代表了问题的共同结构,其演化在学习过程中加快。这些结果表明了一个在额叶前脑区域中形成和使用模式的过程,以支持复杂的认知操作。我们的结果不仅揭示了眶额皮质在学习中的作用,而且对于使用集合分析来挖掘复杂的认知功能也具有启示意义。