Taken together, the logistic regression model established based on the six DELs could effectively identify sample type (DCM/healthy control), and CYP2J2, FGF1, ETNPPL, PLIN2, LPCAT3, and DGKG were potential targets for DCM study. The gene discussed is FGF1; the disease is familial dilated cardiomyopathy.