In this study we performed machine learning in the RNA microarray data of purified myeloma plasma cell samples from five independent MM cohorts with 957 MM patients, and identified O-GlcNAcylation transferase (OGT) and cell division cycle 27 (CDC27) as the key prognostic genes for MM. Here, CDC27 is linked to Miyoshi myopathy.