Four biomarkers (CDCP1, IL-15RA, MIP-1α, PD-L1) showed inverse associations with CES-D changes in people with type 1 diabetes and positive associations with CES-D changes in people with type 2 diabetes. The gene discussed is CD274; the disease is type 1 diabetes mellitus.