Second, by assessing the combined information at the gene level, we found a cluster of genes, including CHRNA5, PSMA4, CHRNA3 and CHRNB4 on chromosome 15, were the most significantly associated genes with ND, consistent with the original GWAS study (34) (Figure 3C). This evidence concerns the gene PSMA4 and Norrie disease.