Department of Computer Science, University of Bristol, Bristol, United Kingdom; Howard Hughes Medical Institute, Salk Institute for Biological Studies, La Jolla, United States
J Tiago Gonçalves
Dominick Purpura Department of Neuroscience, Albert Einstein College of Medicine, Bronx, United States; Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, United States
Carlos Portera-Cailliau
Department of Neurology, David Geffen School of Medicine at UCLA, Los Angeles, United States; Department of Neurobiology, David Geffen School of Medicine at UCLA, Los Angeles, United States
Howard Hughes Medical Institute, Salk Institute for Biological Studies, La Jolla, United States; Division of Biological Sciences, University of California at San Diego, La Jolla, United States
A leading theory holds that neurodevelopmental brain disorders arise from imbalances in excitatory and inhibitory (E/I) brain circuitry. However, it is unclear whether this one-dimensional model is rich enough to capture the multiple neural circuit alterations underlying brain disorders. Here, we combined computational simulations with analysis of in vivo two-photon Ca2+ imaging data from somatosensory cortex of Fmr1 knock-out (KO) mice, a model of Fragile-X Syndrome, to test the E/I imbalance theory. We found that: (1) The E/I imbalance model cannot account for joint alterations in the observed neural firing rates and correlations; (2) Neural circuit function is vastly more sensitive to changes in some cellular components over others; (3) The direction of circuit alterations in Fmr1 KO mice changes across development. These findings suggest that the basic E/I imbalance model should be updated to higher dimensional models that can better capture the multidimensional computational functions of neural circuits.