Our findings revealed two rare variants, KIF7 rs138354681 and GJA1 rs778110855, as well as one novel variant, PDE1C PP785745, present in children with DS and CHD but absent in those without CHD. This evidence concerns the gene GJA1 and coronary artery disorder.