Extensive studies are required to identify the risk factors related to ICI-associated pneumonia (IAP), which should include investigating the association between smoking history and the risk of developing pneumonia, as well as exploring the role of the PD-1/PD-L1 pathway in the pathogenesis of pneumonia and the identification of predictive markers. The gene discussed is PDCD1; the disease is susceptibility to pneumonia measurement.