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Radish (Raphanus sativus L.), an important root vegetable crop of the Brassicaceae family, has a high level of anthocyanin accumulation in its pigment root tissues. It was reported that MYB transcription factors (TFs) play vital roles in plant development and anthocyanin metabolism, and the PAP1/2 could promote expression of anthocyanin biosynthesis genes. In this study, a total of 187 radish MYB genes (RsMYBs) were identified in the radish genome and clustered into 32 subfamilies. Among them, 159 RsMYBs were localized on nine radish chromosomes. Interestingly, 14 RsMYBs exhibited differential expression profiles in different taproot developmental stages among four differently colored radish lines. A number of RsMYBs were highly expressed in the pigmented root tissues at the maturity stage, several genes including RsMYB41, RsMYB117, and RsMYB132 being homologous to PAP1/2, showed high expression levels in the red skin of NAU-YH (red skin-white flesh) taproot, while RsMYB65 and RsMYB159 were highly expressed in the purple root skin of NAU-YZH (purple skin-red flesh), indicating that these RsMYBs might positively regulate the process of anthocyanin accumulation in radish taproot. These results would provide valuable information for further functional characterization of RsMYBs, and facilitate clarifying the molecular mechanism underlying anthocyanin biosynthesis in radish.