In this study, we introduced computer aided TPS system named Automated Tumor Proportion Scoring System (ATPSS) for PD-L1 tumor proportion score assessment on lung squamous cell carcinoma slides. The gene discussed is CD274; the disease is squamous cell lung carcinoma.