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. Here, EMX2 is linked to male infertility.