To identify new therapeutic targets, we assessed RNA sequencing data from CD138+ MM patient cells (n = 813) across disease stages and found that an autophagy gene signature, and particularly ULK3 expression, was strongly associated with disease progression. This evidence concerns the gene SDC1 and Miyoshi myopathy.