By performing RNA sequencing (RNA-seq) analysis and experimental validation, they observed that PD-L1 is significantly upregulated on the invasive fibroblasts of the pulmonary fibrosis mice model. The gene discussed is CD274; the disease is pulmonary fibrosis.