In Japan, Paeonia lactiflora used to be called ebisugusuri ("foreign medicine"). In kampo (the Japanese adaptation of Chinese medicine), its root was used as a treatment for convulsions. It is also cultivated as garden plant. In Japan it is said that Chinese people call Paeonia lactiflora "prime minister of flowers".
http://en.wikipedia.org/wiki/Peony