Conclusions: This work provides the first in vivo evidence of the efficacy of gene editing-based approaches to permanently inactivate the ATXN3 gene, supporting their potential as putative therapeutic avenues in the context of MJD. The gene discussed is ATXN3; the disease is Machado-Joseph disease.