SMPD1 and chronic obstructive pulmonary disease: In order to provide fresh perspectives and approaches for the early detection, therapeutic interventions, and prevention of COPD, future studies should delve further into the specific mechanisms of these proteins, particularly those pertaining to high-risk factors like MMP12, KLC1, and ASM.