In summary, we concluded that increased Macrophage M2 infiltration in DKD patients may promote the expression of TGFBI gene and the synthesis of BIGH3 protein, inducing renal cell apoptosis through the formation of a feedback regulatory mechanism, while promoting fibrosis, leading to the progression of DKD. The gene discussed is TGFBI; the disease is diabetic kidney disease.