This study utilized comprehensive bioinformatics methods to identify S100A9 and MYH2 as potential biomarkers from public databases and further validated their diagnostic value through serum sample analysis from COPD and NAFLD patients. Here, MYH2 is linked to chronic obstructive pulmonary disease.