Based on the above analyses, we concluded that PD-1/PD-L1 inhibitors increased the risk of pneumonitis; Furthermore, it seemed that PD-1 inhibitors had a higher risk of causing pneumonitis (Fig. 2) [1–87], which further enhanced the necessity of conducting Mirror-pairing analysis. Here, CD274 is linked to pneumonitis.