New York University.
Medical University of South Carolina.
J Cogn Neurosci. 2018 Feb;30(2):219-233. doi: 10.1162/jocn_a_01196. Epub 2017 Oct 6.
Although the content of working memory (WM) can be decoded from the spatial patterns of brain activity in early visual cortex, how populations encode WM representations remains unclear. Here, we address this limitation by using a model-based approach that reconstructs the feature encoded by population activity measured with fMRI. Using this approach, we could successfully reconstruct the locations of memory-guided saccade goals based on the pattern of activity in visual cortex during a memory delay. We could reconstruct the saccade goal even when we dissociated the visual stimulus from the saccade goal using a memory-guided antisaccade procedure. By comparing the spatiotemporal population dynamics, we find that the representations in visual cortex are stable but can also evolve from a representation of a remembered visual stimulus to a prospective goal. Moreover, because the representation of the antisaccade goal cannot be the result of bottom-up visual stimulation, it must be evoked by top-down signals presumably originating from frontal and/or parietal cortex. Indeed, we find that trial-by-trial fluctuations in delay period activity in frontal and parietal cortex correlate with the precision with which our model reconstructed the maintained saccade goal based on the pattern of activity in visual cortex. Therefore, the population dynamics in visual cortex encode WM representations, and these representations can be sculpted by top-down signals from frontal and parietal cortex.
尽管工作记忆 (WM) 的内容可以从早期视觉皮层的大脑活动空间模式中解码出来,但群体如何编码 WM 表示仍然不清楚。在这里,我们通过使用基于模型的方法来解决这个限制,该方法可以根据在记忆延迟期间测量的 fMRI 群体活动的模式来重建特征编码。使用这种方法,我们可以成功地根据视觉皮层活动的模式来重建记忆引导的扫视目标的位置。即使我们使用记忆引导的反扫视程序将视觉刺激与扫视目标分离,我们也可以重建扫视目标。通过比较时空群体动态,我们发现视觉皮层中的表示是稳定的,但也可以从记忆中视觉刺激的表示演变为前瞻性目标。此外,由于反扫视目标的表示不可能是自上而下的视觉刺激的结果,它必须是由来自额叶和/或顶叶皮层的自上而下的信号引起的。事实上,我们发现,在前额叶和顶叶皮层的延迟期活动中的试验间波动与我们的模型根据视觉皮层的活动模式重建保持的扫视目标的精度相关。因此,视觉皮层中的群体动态编码 WM 表示,并且这些表示可以由来自额叶和顶叶皮层的自上而下的信号塑造。