In histopathological subtypes, significantly more SYN+TIM-3+ tumour cells (Supplementary Fig. S3E) and SYN+PD-L1+ tumour cells (Supplementary Fig. S3G) were observed in the MBEN subtype than other subtypes. Here, HAVCR2 is linked to neoplasm.