The Picower Institute for Learning and Memory, Department of Brain and Cognitive Sciences, Massachusetts Institute of Technology, Cambridge, MA 02139.
Centre for Integrative Neuroscience & MEG Center, University of Tübingen, 72076 Tübingen, Germany.
Proc Natl Acad Sci U S A. 2018 Jul 24;115(30):E7202-E7211. doi: 10.1073/pnas.1717075115. Epub 2018 Jul 10.
Somewhere along the cortical hierarchy, behaviorally relevant information is distilled from raw sensory inputs. We examined how this transformation progresses along multiple levels of the hierarchy by comparing neural representations in visual, temporal, parietal, and frontal cortices in monkeys categorizing across three visual domains (shape, motion direction, and color). Representations in visual areas middle temporal (MT) and V4 were tightly linked to external sensory inputs. In contrast, lateral prefrontal cortex (PFC) largely represented the abstracted behavioral relevance of stimuli (task rule, motion category, and color category). Intermediate-level areas, including posterior inferotemporal (PIT), lateral intraparietal (LIP), and frontal eye fields (FEF), exhibited mixed representations. While the distribution of sensory information across areas aligned well with classical functional divisions (MT carried stronger motion information, and V4 and PIT carried stronger color and shape information), categorical abstraction did not, suggesting these areas may participate in different networks for stimulus-driven and cognitive functions. Paralleling these representational differences, the dimensionality of neural population activity decreased progressively from sensory to intermediate to frontal cortex. This shows how raw sensory representations are transformed into behaviorally relevant abstractions and suggests that the dimensionality of neural activity in higher cortical regions may be specific to their current task.
在皮质层次结构的某个位置,行为相关的信息从原始感觉输入中提取出来。我们通过比较猴子在三个视觉领域(形状、运动方向和颜色)进行分类时的视觉、颞叶、顶叶和额叶皮质中的神经表示,研究了这种转变如何沿着层次结构的多个层次进行。视觉区域中颞中(MT)和 V4 的表示与外部感觉输入紧密相关。相比之下,外侧前额叶皮层(PFC)主要表示刺激的抽象行为相关性(任务规则、运动类别和颜色类别)。包括后下颞叶(PIT)、外侧顶内(LIP)和额眼区(FEF)在内的中间区域表现出混合表示。虽然感觉信息在区域之间的分布与经典的功能划分(MT 携带更强的运动信息,V4 和 PIT 携带更强的颜色和形状信息)很好地对齐,但类别抽象并没有对齐,这表明这些区域可能参与了不同的网络用于刺激驱动和认知功能。与这些表示差异平行的是,从感觉到中间到额叶皮层,神经群体活动的维度逐渐降低。这表明原始感觉表示如何转化为行为相关的抽象表示,并表明高级皮质区域中神经活动的维度可能与其当前任务特定相关。