COL12A1, FN1, ITGA2, LAMB3, LAMC2, and THBS2 were observed to be significantly associated with PDAC stages (Fig. 7), wherein no significant association on PDAC tumor stages and VCAN was observed (data not shown). The gene discussed is COL12A1; the disease is neoplasm.