we found that moderate consumption of poultry was associated with higher likelihood of MetS reversion, while moderate animal protein intake and higher intakes of dairy and nuts showed inverse associations with reversion. These findings highlight the complexity of relationships between dietary protein sources and metabolic recovery and underscore the importance of considering protein quality, food matrix, and source-specific effects.