Computational Systems Biology Laboratory, Department of Biochemistry and Molecular Biology, and Institute of Bioinformatics, University of Georgia, Athens, Georgia 30602, USA.
J Proteome Res. 2010 Oct 1;9(10):5025-37. doi: 10.1021/pr100249c.
The plant cell wall is mainly composed of polysaccharides, representing the richest source of biomass for future biofuel production. Currently, the majority of the cell-wall synthesis-related (CWSR) proteins are unknown even for model plant Arabidopsis thaliana. We report a computational framework for predicting CWSR proteins based on protein-protein interaction (PPI) data and known CWSR proteins. We predict a protein to be a CWSR protein if it interacts with known CWSR proteins (seeds) with high statistical significance. Using this technique, we predicted 100 candidate CWSR proteins in Arabidopsis thaliana, 8 of which were experimentally confirmed by previous reports. Forty-two candidates have either independent supporting evidence or strong functional relevance to cell-wall synthesis and, hence, are considered as the most reliable predictions. For 33 of the predicted CWSR proteins, we have predicted their detailed functional roles in CWS, based on analyses of their domain architectures, phylogeny, and current functional annotation in conjunction with a literature search. We present the constructed PPIs covering all the known and predicted CWSR proteins at http://csbl.bmb.uga.edu/∼zhouchan/CellWallProtein/. The 42 most reliable candidates provide useful targets to experimentalists for further investigation, and the PPI data constructed in this work provides new information for cell-wall research.
植物细胞壁主要由多糖组成,是未来生物燃料生产中最丰富的生物质来源。目前,即使是模式植物拟南芥,大多数与细胞壁合成相关的(CWSR)蛋白也尚未被发现。我们报告了一种基于蛋白质-蛋白质相互作用(PPI)数据和已知 CWSR 蛋白来预测 CWSR 蛋白的计算框架。如果一个蛋白质与具有高统计显著性的已知 CWSR 蛋白(种子)相互作用,我们就预测该蛋白质为 CWSR 蛋白。使用这种技术,我们在拟南芥中预测了 100 个候选 CWSR 蛋白,其中 8 个被之前的报告实验证实。42 个候选蛋白具有独立的支持证据或与细胞壁合成的强烈功能相关性,因此被认为是最可靠的预测。对于预测的 33 个 CWSR 蛋白,我们根据它们的结构域结构、系统发育和当前功能注释的分析,结合文献检索,预测了它们在 CWS 中的详细功能作用。我们在 http://csbl.bmb.uga.edu/∼zhouchan/CellWallProtein/ 上展示了涵盖所有已知和预测的 CWSR 蛋白的构建 PPI。这 42 个最可靠的候选蛋白为实验人员提供了进一步研究的有用目标,而这项工作中构建的 PPI 数据为细胞壁研究提供了新的信息。