From Mandarin 獅子/狮子 (shih1-tzu0, “lion”, Wade-Giles), from 獅子狗/狮子狗 (shīzigǒu, “Pekingese”, literally “lion dog”), perhaps via English Shih Tzu.
シーズー • (shīzū)