Cluster 7 was annotated as proliferating cholangiocytes given its high G2/M cell cycle score and expression of BRCA2, CDC6 and CDK1 in both monolayer and cyst cells (Fig. 8d, Supplementary Fig. 15c, and Supplementary Table 1). Here, CDC6 is linked to cyst.