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. The gene discussed is DNAAF4; the disease is male infertility.