This article explores recent findings and developments related to nutrigenomics: personalized nutrition for metabolic health. It summarizes current research, identifies key metabolic pathways involved, and presents evidence from recent studies. The objective is to provide an in-depth understanding of the physiological mechanisms and potential clinical applications.