This study is the first to combine machine learning, single-cell sequencing data analysis, and histological examination of human specimens to provide more comprehensive evidence of the close association between SCG2 and CAVD. Here, SCG2 is linked to congenital bilateral aplasia of vas deferens from CFTR mutation.