Importantly, single-cell RNA sequencing showed that CALR affected the heterogeneity of liver cancer and its microenvironment network, involving ARAF (Fig. 1J; Fig. S4A–F, Fig.S5A–I). The gene discussed is ARAF; the disease is liver cancer.