The present study systematically identified six candidate diagnostic genes, namely, MALT1, PLAT, SCNN1A, SIX3, SPAG9, and VPS35, which were the shared gene signatures of smoking-related OP and COPD, through a combined approach of integrated bioinformatics analyses and machine learning algorithms. This evidence concerns the gene VPS35 and chronic obstructive pulmonary disease.