Finally, 2700 potential candidate genes were identified, including MAPK, calcium signaling pathway, Ras signaling pathway and regulation of actin cytoskeleton; we noted that the key genes associated with dilated cardiomyopathy or arrhythmogenic right ventricular cardiomyopathy in humans beings and GnRH signaling pathway-related genes (i.e., CD80, IFNA, and KCNK1) were highly enriched, which could impact cardiac function through immune-associated genes. Here, GNRH1 is linked to Arrhythmogenic right ventricular dysplasia.