Furthermore, this study found that healthy lifestyle factors, especially MMP12, which demonstrated significant associations with smoking, grain intake, and nut consumption, can modulate the expression of these five proteins, suggesting new targets for the personalized treatment and early prevention of COPD. Here, MMP12 is linked to chronic obstructive pulmonary disease.