BACKGROUND: Postpartum energy metabolism disorders pose a significant challenge to the health and productivity of dairy ruminants, yet their underlying pathogenesis remains poorly understood. The critical role of the gut microbiota in regulating host metabolic processes via the "gut-liver axis" has garnered increasing attention, but its specific mechanisms in dairy ruminant energy metabolism disorders are still unclear. This study uses dairy cows as a model and employs a large-scale case-control...