College of Life Science and Bioengineering, Beijing University of Technology, Beijing, China.
Proteins. 2012 Jan;80(1):14-24. doi: 10.1002/prot.23117. Epub 2011 Sep 26.
Understanding the key factors that influence the preferences of residue-nucleotide interactions in specific protein-RNA interactions has remained a research focus. We propose an effective approach to derive residue-nucleotide propensity potentials through considering both the types of residues and nucleotides, and secondary structure information of proteins and RNAs from the currently largest nonredundant and nonribosomal protein-RNA interaction database. To test the validity of the potentials, we used them to select near-native structures from protein-RNA docking poses. The results show that considering secondary structure information, especially for RNAs, greatly improves the predictive power of pair potentials. The success rate is raised from 50.7 to 65.5% for the top 2000 structures, and the number of cases in which a near-native structure is ranked in top 50 is increased from 7 to 13 out of 17 cases. Furthermore, the exclusion of ribosomes from the database contributes 8.3% to the success rate. In addition, some very interesting findings follow: (i) the protein secondary structure element π-helix is strongly associated with RNA-binding sites; (ii) the nucleotide uracil occurs frequently in the most preferred pairs in which the unpaired and non-Watson-Crick paired uracils are predominant, which is probably significant in evolution. The new residue-nucleotide potentials can be helpful for the progress of protein-RNA docking methods, and for understanding the mechanisms of protein-RNA interactions.
理解影响特定蛋白质-RNA 相互作用中残基-核苷酸相互作用偏好的关键因素一直是研究的重点。我们提出了一种有效的方法,通过考虑目前最大的非冗余和非核糖体蛋白质-RNA 相互作用数据库中的蛋白质和 RNA 的残基和核苷酸类型以及二级结构信息,来推导出残基-核苷酸倾向性势。为了测试势的有效性,我们使用它们从蛋白质-RNA 对接构象中选择近天然结构。结果表明,考虑二级结构信息,特别是对于 RNA,极大地提高了对势的预测能力。成功率从前 2000 个结构的 50.7%提高到 65.5%,并且在 17 个案例中,有近天然结构排名前 50 的情况从 7 个增加到 13 个。此外,将核糖体从数据库中排除会使成功率提高 8.3%。此外,还得出了一些有趣的发现:(i)蛋白质二级结构元件π-螺旋与 RNA 结合位点强烈相关;(ii)未配对和非 Watson-Crick 配对的尿嘧啶核苷酸在最优选对中频繁出现,这在进化中可能具有重要意义。新的残基-核苷酸势可以帮助蛋白质-RNA 对接方法的进展,并有助于理解蛋白质-RNA 相互作用的机制。