In summary, we performed comprehensive bioinformatics analysis and identified three pyroptosis-related diagnostic biomarker genes (TREM1, TNFRSF11B, and PGF) that were significantly associated with CAVD progression. Here, TNFRSF11B is linked to congenital bilateral aplasia of vas deferens from CFTR mutation.