Monzon Alexander Miguel, Zea Diego Javier, Marino-Buslje Cristina, Parisi Gustavo
Departamento de Ciencia y Tecnología, Universidad Nacional de Quilmes, CONICET, B1876BXD, Bernal, Argentina.
Structural Bioinformatics Unit, Fundación Instituto Leloir, CONICET, C1405BWE Ciudad Autónoma de Buenos Aires, Argentina.
Protein Sci. 2017 Nov;26(11):2195-2206. doi: 10.1002/pro.3274. Epub 2017 Sep 28.
A key concept in template-based modeling (TBM) is the high correlation between sequence and structural divergence, with the practical consequence that homologous proteins that are similar at the sequence level will also be similar at the structural level. However, conformational diversity of the native state will reduce the correlation between structural and sequence divergence, because structural variation can appear without sequence diversity. In this work, we explore the impact that conformational diversity has on the relationship between structural and sequence divergence. We find that the extent of conformational diversity can be as high as the maximum structural divergence among families. Also, as expected, conformational diversity impairs the well-established correlation between sequence and structural divergence, which is nosier than previously suggested. However, we found that this noise can be resolved using a priori information coming from the structure-function relationship. We show that protein families with low conformational diversity show a well-correlated relationship between sequence and structural divergence, which is severely reduced in proteins with larger conformational diversity. This lack of correlation could impair TBM results in highly dynamical proteins. Finally, we also find that the presence of order/disorder can provide useful beforehand information for better TBM performance.
基于模板的建模(TBM)中的一个关键概念是序列与结构差异之间的高度相关性,实际结果是在序列水平上相似的同源蛋白质在结构水平上也会相似。然而,天然状态的构象多样性会降低结构与序列差异之间的相关性,因为结构变异可能在没有序列多样性的情况下出现。在这项工作中,我们探讨了构象多样性对结构与序列差异之间关系的影响。我们发现构象多样性的程度可能高达家族间最大结构差异。同样,正如预期的那样,构象多样性损害了序列与结构差异之间已确立的相关性,这种相关性比之前认为的更具噪声。然而,我们发现可以使用来自结构 - 功能关系的先验信息来解决这种噪声。我们表明,构象多样性低的蛋白质家族在序列与结构差异之间呈现出良好的相关性,而在构象多样性较大的蛋白质中这种相关性会严重降低。这种缺乏相关性可能会损害TBM在高度动态蛋白质中的结果。最后,我们还发现有序/无序的存在可以为更好的TBM性能提供有用的先验信息。