Nature Communications · 2023 · 17 citations · 55 references
Life SciencesNeurobiologyNeuroscienceCognitive NeuroscienceComputational NeuroscienceVisual NeuroscienceAnimal CognitionAnimal Decision-makingCortical ComputationDecision-making CircuitsDecision-making ModelsVisual SystemAttentionContext-dependent ChoiceFunctional Brain NetworksInformation Processing In Neural NetworksNeural Correlates Of ChoiceState-dependent Decision-makingVentral Visual StreamVisual Cortex Responses
Choice information appears in multi-area brain networks mixed with sensory, motor, and cognitive variables. In the posterior cortex-traditionally implicated in decision computations-the presence, strength, and area specificity of choice signals are highly variable, limiting a cohesive understanding of their computational significance. Examining the mesoscale activity in the mouse posterior cortex during a visual task, we found that choice signals defined a decision variable in a low-dimensional embedding space with a prominent contribution along the ventral visual stream. Their subspace was near-orthogonal to concurrently represented sensory and motor-related activations, with modulations by task difficulty and by the animals' attention state. A recurrent neural network trained with animals' choices revealed an equivalent decision variable whose context-dependent dynamics agreed with that of the neural data. Our results demonstrated an independent, multi-area decision variable in the posterior cortex, controlled by task features and cognitive demands, possibly linked to contextual inference computations in dynamic animal-environment interactions.
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