Given the significance of genetic polymorphisms in food preference and the potential impact of food preference on the development of obesity, this study aimed to examine the connection between FTO polymorphism and food preference in two groups: obese individuals with low-calorie intake and non-obese individuals with high-calorie intake. The gene discussed is FTO; the disease is obesity due to melanocortin 4 receptor deficiency.