Dominik Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, New York 10461,
Department of Experimental Psychology, University College London, London, United Kingdom WC1H 0AP.
J Neurosci. 2018 Nov 21;38(47):10129-10142. doi: 10.1523/JNEUROSCI.1131-18.2018. Epub 2018 Oct 5.
A fundamental and nearly ubiquitous feature of sensory encoding is that neuronal responses are strongly influenced by recent experience, or adaptation. Theoretical and computational studies have proposed that many adaptation effects may result in part from changes in the strength of normalization signals. Normalization is a "canonical" computation in which a neuron's response is modulated (normalized) by the pooled activity of other neurons. Here, we test whether adaptation can alter the strength of cross-orientation suppression, or masking, a paradigmatic form of normalization evident in primary visual cortex (V1). We made extracellular recordings of V1 neurons in anesthetized male macaques and measured responses to plaid stimuli composed of two overlapping, orthogonal gratings before and after prolonged exposure to two distinct adapters. The first adapter was a plaid consisting of orthogonal gratings and led to stronger masking. The second adapter presented the same orthogonal gratings in an interleaved manner and led to weaker masking. The strength of adaptation's effects on masking depended on the orientation of the test stimuli relative to the orientation of the adapters, but was independent of neuronal orientation preference. Changes in masking could not be explained by altered neuronal responsivity. Our results suggest that normalization signals can be strengthened or weakened by adaptation depending on the temporal contingencies of the adapting stimuli. Our findings reveal an interplay between two widespread computations in cortical circuits, adaptation and normalization, that enables flexible adjustments to the structure of the environment, including the temporal relationships among sensory stimuli. Two fundamental features of sensory responses are that they are influenced by adaptation and that they are modulated by the activity of other nearby neurons via normalization. Our findings reveal a strong interaction between these two aspects of cortical computation. Specifically, we show that cross-orientation masking, a form of normalization, can be strengthened or weakened by adaptation depending on the temporal contingencies between sensory inputs. Our findings support theoretical proposals that some adaptation effects may involve altered normalization and offer a network-based explanation for how cortex adjusts to current sensory demands.
感觉编码的一个基本且普遍存在的特征是,神经元的反应受到近期经验或适应的强烈影响。理论和计算研究表明,许多适应效应可能部分是由于归一化信号强度的变化。归一化是一种“规范”计算,其中神经元的反应由其他神经元的总和活动进行调制(归一化)。在这里,我们测试适应是否可以改变交叉方向抑制的强度,或者掩蔽,这是初级视觉皮层(V1)中明显的归一化的一种典型形式。我们在麻醉雄性猕猴中进行了 V1 神经元的细胞外记录,并在长时间暴露于两种不同的适应器后,测量了对由两个重叠正交光栅组成的格子刺激的反应。第一个适配器是由正交光栅组成的格子,导致更强的掩蔽。第二个适配器以交错的方式呈现相同的正交光栅,导致较弱的掩蔽。适应对掩蔽的影响的强度取决于测试刺激相对于适配器的方向,但与神经元方向偏好无关。掩蔽的变化不能用改变神经元的反应性来解释。我们的结果表明,归一化信号可以根据适应刺激的时间关联而增强或减弱。我们的发现揭示了皮质电路中两种广泛存在的计算之间的相互作用,即适应和归一化,这使得能够灵活地调整环境的结构,包括感觉刺激之间的时间关系。感觉反应的两个基本特征是,它们受到适应的影响,并且它们通过归一化被附近其他神经元的活动调制。我们的发现揭示了这两个皮质计算方面之间的强烈相互作用。具体来说,我们表明,交叉方向掩蔽,一种归一化形式,可以根据感觉输入之间的时间关联而增强或减弱适应。我们的发现支持了一些适应效应可能涉及改变归一化的理论建议,并为皮质如何根据当前感觉需求进行调整提供了基于网络的解释。