Notably, UMAPs and violin plots reveal the distribution and predominant expression of key genes such as NRXN3, CADM2, ZNF536, and XKR4 within cardiac neurons (Figure 2B–E), emphasizing their potential regulatory roles in CHD-related neuronal activity. The gene discussed is XKR4; the disease is coronary artery disorder.