The present invention provides, among other things, methods and compositions for modulating inflammation. The present invention is based, in part, on the surprising discovery that peripheral regulatory T cells (pTreg), can be induced to differentiate after exposure to bacterial metabolites. In some embodiments, provided methods and compositions are used to treat diseases resulting from inflammation.