Department of Pathology & Immunology, Baylor College of Medicine, Houston, United States; Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, Houston, United States
Department of Pathology & Immunology, Baylor College of Medicine, Houston, United States; Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, Houston, United States
Dominic J Kizek
Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, Houston, United States
Department of Pathology & Immunology, Baylor College of Medicine, Houston, United States; Jan and Dan Duncan Neurological Research Institute at Texas Children’s Hospital, Houston, United States; Department of Pediatrics, Baylor College of Medicine, Houston, United States; Development, Disease Models & Therapeutics Graduate Program, Baylor College of Medicine, Houston, United States; Department of Neuroscience, Baylor College of Medicine, Houston, United States
The cerebellum contributes to a diverse array of motor conditions, including ataxia, dystonia, and tremor. The neural substrates that encode this diversity are unclear. Here, we tested whether the neural spike activity of cerebellar output neurons is distinct between movement disorders with different impairments, generalizable across movement disorders with similar impairments, and capable of causing distinct movement impairments. Using in vivo awake recordings as input data, we trained a supervised classifier model to differentiate the spike parameters between mouse models for ataxia, dystonia, and tremor. The classifier model correctly assigned mouse phenotypes based on single-neuron signatures. Spike signatures were shared across etiologically distinct but phenotypically similar disease models. Mimicking these pathophysiological spike signatures with optogenetics induced the predicted motor impairments in otherwise healthy mice. These data show that distinct spike signatures promote the behavioral presentation of cerebellar diseases.