For chroma signal, the current VVC standard can either perform transform using DCT-II kernel or skip transform, which is much simpler than for the luma. Since video of 444 color format can have much diverse chroma characteristics, the VVC scheme employing the very simple transform cannot represent the rich chroma information effectively. In this paper, we propose a new Multiple Transform Selection (MTS) scheme for chroma to improve its transform efficiency.