Using bulk RNA-seq, we profiled gene expression patterns during a differentiation time-course and identified candidate disease-related key genes (i.e. FSHD-induced genes) that are upregulated specifically in FSHD cells by comparing expression profiles between FSHD2 and control. The gene discussed is SMCHD1; the disease is facioscapulohumeral muscular dystrophy.