The incidence of tumours was directly correlated with anti-PD1 treatment, alanine aminotransferase (ALT), NAS, number of hepatic CD8+PD1+ T cells, and TNF expression (Extended Data Fig. 8c–e). This evidence concerns the gene TNF and neoplasm.