Therefore, we hypothesize that the significant downregulation of DEGs (CFAP70, TTC29, CCDC40, DNAAF4, SYCE3, STK36, SPI1 and EMX2) in hybrid yellow catfish is the primary cause of male infertility or reduced fertility. This evidence concerns the gene CCDC40 and male infertility.