Fecal microbiota transplantation (FMT) from healthy mice to postpartum MDD (PPD) mice alleviated depression/anxiety-like behaviors, reduced NLRP3/caspase-1-mediated inflammation in the gut and hippocampus, increased SCFA levels. Here, CASP1 is linked to major depressive disorder.