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预测误差信号在皮质层次结构中的分布式表示是协同的。

Distributed representations of prediction error signals across the cortical hierarchy are synergistic.

机构信息

Department of Psychology, University of Amsterdam, Nieuwe Achtergracht 129-B, 1018 WT, Amsterdam, The Netherlands.

Department of Psychology, University of Cambridge, CB2 3EB, Cambridge, UK.

出版信息

Nat Commun. 2024 May 10;15(1):3941. doi: 10.1038/s41467-024-48329-7.

Abstract

A relevant question concerning inter-areal communication in the cortex is whether these interactions are synergistic. Synergy refers to the complementary effect of multiple brain signals conveying more information than the sum of each isolated signal. Redundancy, on the other hand, refers to the common information shared between brain signals. Here, we dissociated cortical interactions encoding complementary information (synergy) from those sharing common information (redundancy) during prediction error (PE) processing. We analyzed auditory and frontal electrocorticography (ECoG) signals in five common awake marmosets performing two distinct auditory oddball tasks and investigated to what extent event-related potentials (ERP) and broadband (BB) dynamics encoded synergistic and redundant information about PE processing. The information conveyed by ERPs and BB signals was synergistic even at lower stages of the hierarchy in the auditory cortex and between auditory and frontal regions. Using a brain-constrained neural network, we simulated the synergy and redundancy observed in the experimental results and demonstrated that the emergence of synergy between auditory and frontal regions requires the presence of strong, long-distance, feedback, and feedforward connections. These results indicate that distributed representations of PE signals across the cortical hierarchy can be highly synergistic.

摘要

一个与皮质区际通讯相关的问题是这些相互作用是否具有协同性。协同作用是指多个大脑信号的互补效应,它们传达的信息量超过每个孤立信号的总和。另一方面,冗余是指大脑信号之间共享的共同信息。在这里,我们在预测误差 (PE) 处理期间,将编码互补信息(协同作用)的皮质相互作用与共享共同信息(冗余)的皮质相互作用区分开来。我们分析了五只常见的清醒狨猴的听觉和额叶皮层电图 (ECoG) 信号,它们执行两个不同的听觉异常任务,并研究了事件相关电位 (ERP) 和宽带 (BB) 动力学在多大程度上编码了关于 PE 处理的协同和冗余信息。即使在听觉皮层的较低层次和听觉与额叶区域之间,ERP 和 BB 信号所传达的信息也是协同的。我们使用受大脑约束的神经网络模拟了实验结果中观察到的协同和冗余,并表明听觉和额叶区域之间协同作用的出现需要存在强大的、长距离的、反馈的和前馈的连接。这些结果表明,皮质层次结构中 PE 信号的分布式表示可以具有高度的协同性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/eaf5/11087548/4a7e1db870ad/41467_2024_48329_Fig1_HTML.jpg

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