The over-expression of SPP1 and APOA1 genes and the knockout of the CTSD, TIMP1, and RXFP1 genes were positively connected with COPD transcriptomics (connectivity scores > 90%), indicating a transcriptomic pattern similar to COPD. Here, TIMP1 is linked to chronic obstructive pulmonary disease.