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Constraining inference of across-region interactions using neural activity perturbations
Diya Basrai1,2, JeongYoon Lee2, Amy Kristl1
1Department of Neurobiology, Northwestern University, Evanston, IL, 60201, USA.
Abstract:
Functional interactions between brain regions are often inferred from multi-region models fit to neural activity recorded in behaving animals. Here, we show that inference of across-region interactions is hindered by the wide breadth of model fits consistent with naturally occurring neural activity. In contrast, models fit to activity that includes region-wide activity perturbations provide well-constrained estimates of across-region interactions; simulations suggest these estimates can be accurate.
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