The expression levels of ACSL5, APOA4 and ME1 (Figure 10) in F0 chickens with fatty liver were higher than those in chickens without fatty liver (p < 0.05), but the differences were highly significant in the F1 generation (p < 0.01). The gene discussed is APOA4; the disease is fatty liver disease.