Genetic polymorphisms influencing weight regulation contribute to obesity risk. This comprehensive review explores the complex interplay between genetics and nutrition in weight gain and loss. It examines the genetic basis of weight regulation, focusing on key genes and pathways implicated in obesity. Additionally, the review discusses the role of nutrition in modulating genetic effects on weight, highlighting potential therapeutic targets and dietary interventions for weight management.