Among these, five key proteins—KLC1, NPNT, MMP12, ASM, and SNX1—were prioritized based on colocalization analysis (PP4 > 0.75), The identification of MMP12, ASM, and other key proteins offers insights for COPD management. This evidence concerns the gene NPNT and chronic obstructive pulmonary disease.