FOXO1 and Obesity: This study provides the first evidence of the synergistic regulation of the PI3K/AKT/FoxO1 pathway and gut microbiota restructuring by WSP, establishing a scientific foundation for valorizing walnut-processing waste into nutraceuticals against obesity.