A meta-analysis of original FSHD transcriptomic data confirms existing knowledge about DUX4 expression and mitochondrial deficits and reveals misregulation of the neuromuscular junction, nuclear envelope, and spliceosome. This evidence concerns the gene DUX4 and facioscapulohumeral muscular dystrophy.