Compositions and preparation method thereof, said compositions comprise an extract from a mixture comprising Cyclocarya paliurus leaves and one or more herbs selected from the group consisting of Mori Cortex, Dendrobii Caulis and Citri Reticulatae Pericarpium, said compositions can treat diabetes, hyperglycemia, hypertension and/or hyperlipidemia.