Furthermore, opal multiplex immunofluorescent staining confirmed that OSM was preferentially expressed by TANs, whereas IL-11 was preferentially expressed by TAMs, in the ICC samples in which those cells formed larger clusters (figure 4F). This evidence concerns the gene IL11 and intrahepatic cholangiocarcinoma.