Furthermore, recent studies using PD-1, PD-L1, and CTLA-4 knockout mouse models have elucidated connections and mechanisms related to specific diseases, although no studies have yet linked these mechanisms to pneumothorax [11]. The gene discussed is PDCD1; the disease is pneumothorax.