C1QB, TREM2, APOE, CD163, and MSR1 were significantly increased in ICC/IDC-enriched compared to benign-enriched cluster 4 cells (Fig. 7d and DEG analysis for cluster 34 in Source Data). This evidence concerns the gene APOE and intrahepatic cholangiocarcinoma.