KEGG pathway analysis reflected that PI3K/AKT and NF-κB signaling pathways might be closely associated with the occurrence and development of CAVD (Additional file 1: Fig. S2). The gene discussed is AKT1; the disease is congenital bilateral aplasia of vas deferens from CFTR mutation.