Therefore, our findings may shed light on the pathogenesis of ICI-related arthritis and pneumonitis, and TNF-α secreting T cells may be therapeutic targets for intervention of ICI-related arthritis and pneumonitis. This evidence concerns the gene TNF and Arthritis.