In discussing the effects of macrophages on TB-DM, the researchers found that PD-L1 increased in expression, which through the PD-1/PD-L1 pathway inhibited Th1 cell proliferation, reduced Th1/Th2 ratio, and ultimately led to a decrease in IFN-γ production [24]. This evidence concerns the gene CD274 and diabetes mellitus.