In this research, lipid-related DEGs such as HADH were found to be significantly higher in XF than in HF, MF, and PF, with ESR1 and APOL3 being significantly higher in XF than in HF and PF, which can promote growth and fat deposition. Here, APOL3 is linked to hydrops fetalis.