Three diagnostic genes and 5 pyroptosis-related genes were positively correlated with two genes, IL6 and TNF, which promote the CAVD progression, but negatively correlated with SOX9 which suppresses the disease development (Figure 8A). Here, IL6 is linked to congenital bilateral aplasia of vas deferens from CFTR mutation.