Our expression analysis revealed that CDH3, EDNRB, MAOA, and PLA2G1B matched our differential gene analysis results in IPF, Lung Adenocarcinoma (LUAD), and Lung Squamous Cell Carcinoma (LUSC) tissues. Here, PLA2G1B is linked to squamous cell lung carcinoma.