Myeloma cells highly expressed well-known driver genes, including CCND1, NDS2/MMSET, CCND3 and pathway analysis showed prominent upregulations of multiple biological processes and pathways in myeloma cells compared with nPCs (Additional file 1: Fig. S5A, B). This evidence concerns the gene CCND1 and plasma cell myeloma.