Subgroup analysis indicated that the PD-1 subgroup presented a higher risk of developing pneumonitis (Fig. 2A and C) [1–3, 5–11, 13, 15–27, 29–34, 69–73, 75–80]. Here, PDCD1 is linked to pneumonitis.