However, several of the 220 genes were found to have a known link to diabetes, including CD38, INSR and PC. CD38 (fold change = 1.44) is a surface marker associated with insulin resistance in diabetes via the release of inflammatory cytokines [33]. Here, CD38 is linked to Insulin resistance.