Of note, among genes upregulated in middle-aged HSCs was Ncam1, which was found in several AML subgroups and linked to drug resistance in AML, a disease well-known to be associated with age and clonal hematopoiesis (Fig. S5B) [12, 13]. Here, NCAM1 is linked to acute myeloid leukemia.