Seven types of cells were identified according to the annotation of the R package singleR along with the cell markers from the literature (22), including CCA cells, macrophages, CD8+ T cells, endothelial cells, fibroblasts, B cells and monocytes (Figure 3F). The gene discussed is CD8A; the disease is cholangiocarcinoma.