Our results further pointed towards additional associations such as a link between CCA and macrophages (for example, Csf1+C1q+) as well as a connection between enriched erythroblast (Hbb-b+Slc4a1+) occurrence and the histone-associated subgroup of nodules (Fig. 5c). Here, SLC4A1 is linked to cholangiocarcinoma.