Here, we review cerebellar structural and functional differences between healthy and patients with ADHD, ASD, and SCA3, and explore how disruption of cerebellar networks affects the neurocognitive functions in these conditions. This evidence concerns the gene ATXN3 and attention deficit-hyperactivity disorder.