In addition, the profiles of LGALS9, HAVCR2, IRF1, and SPI1 in CCA patients from another single-cell dataset GSE151530 also verified their functions related to TAM and exhausted T cells (Supplementary Figure S3) (Ma et al., 2021). Here, SPI1 is linked to cholangiocarcinoma.