Lasso regression and random forest algorithms further screened the following seven feature genes for COPD inflammatory response: TIMP1, MEP1A, ADM, CLEC5A, CXCL8, CX3CL1, and PROK2. This evidence concerns the gene ADM and chronic obstructive pulmonary disease.