Based on scRNA-seq and scATAC-seq data, we also explored key regulatory factors in different cell types, identifying Tcf21, Arnt, Stat5a, and Stat5b as potentially playing crucial roles in the occurrence and development of DCM, particularly in regulating fibroblasts and endothelial cells. Here, STAT5B is linked to familial dilated cardiomyopathy.