The Center for Microbes, Development and Health, CAS Key Laboratory of Molecular Virology and Immunology, Institute Pasteur of Shanghai, Chinese Academy of Sciences, Shanghai 200031, China.
State Key Laboratory of Plant Genomics, Institute of Genetics and Developmental Biology, The Innovative Academy of Seed Design, Chinese Academy of Sciences, Beijing 100101, China.
Int J Mol Sci. 2022 Aug 22;23(16):9471. doi: 10.3390/ijms23169471.
Terpenoids are the most diverse class of plant primary and specialized metabolites, and -prenyltransferases (-PTs) are the first branch point to synthesize precursors of various chain lengths for further metabolism. Whereas the catalytic mechanism of the enzyme is known, there is no reliable method for precisely predicting the functions of -PTs. With the exponentially increasing number of available -PTs genes in public databases, an in silico functional prediction method for this gene family is urgently needed. Here, we present PTS-Pre, a web tool developed on the basis of the "three floors" model, which shows an overall 86% prediction accuracy for 141 experimentally determined -PTs. The method was further validated by in vitro enzyme assays for randomly selected -PTs. In addition, using this method, we identified nine new GFPPSs from different plants which are beyond the previously reported Brassicaceae clade, suggesting these genes may have occurred via convergent evolution and are more likely lineage-specific. The high accuracy of our blind prediction validated by enzymatic assays suggests that PTS-Pre provides a convenient and reliable method for genome-wide functional prediction of -PTs enzymes and will surely benefit the elucidation and metabolic engineering of terpenoid biosynthetic pathways.
萜类化合物是植物初生代谢物和次生代谢物中最多样化的一类,而 - prenyltransferases(-PTs)是合成各种链长前体的第一个分支点,用于进一步代谢。虽然该酶的催化机制已为人所知,但目前还没有可靠的方法来精确预测 -PTs 的功能。随着公共数据库中可用的 -PTs 基因数量呈指数级增长,迫切需要针对该基因家族的计算功能预测方法。在这里,我们展示了 PTS-Pre,这是一个基于“三层”模型开发的网络工具,它对 141 个经过实验确定的 -PTs 的总体预测准确率达到 86%。该方法还通过随机选择的 -PTs 的体外酶测定进一步验证。此外,我们使用该方法从不同植物中鉴定出了 9 种新的 GFPPSs,这些 GFPPSs 超出了先前报道的芸苔科分支,这表明这些基因可能是通过趋同进化产生的,并且更可能是谱系特异性的。通过酶测定验证的我们盲测的高准确性表明,PTS-Pre 为 -PTs 酶的全基因组功能预测提供了一种方便可靠的方法,肯定会有助于萜类生物合成途径的阐明和代谢工程。