We understand that CIDEB as a lipid droplet fusion-associated protein has been extensively studied, especially in mouse and human diabetes, cancer, etc. However, there is still relatively little research on CIDEB in the field of animal husbandry, especially in goats. The gene discussed is CIDEB; the disease is diabetes mellitus.