These findings imply that ALI, a composite index that incorporates both nutritional (BMI, albumin) and inflammatory (NLR) components, may serve as a more sensitive and comprehensive predictor of kidney stone risk, particularly in metabolically healthier individuals. This evidence concerns the gene ALB and nephrolithiasis.