Whether PES1, CANX, SUMF2 and DCXR are diagnostic markers for T2DM and COPD was further demonstrated by analyzing single-cell sequencing data from blood and bone marrow, as well as RT-qPCR results from healthy individuals and patients with T2DM combined with COPD. The gene discussed is PES1; the disease is type 2 diabetes mellitus.