Maternal cold exposure during early pregnancy improved glucose control and reduced liver fat in male rat offspring, with benefits persisting into late adulthood. The findings implicate a breast milk LCA, gut microbiota, and Th17 immune pathway, while human cohort data showed an observational link between winter conception and lower MASLD risk.