EMBL/CRG Systems Biology Research Unit, Center for Genomic Regulation, UPF, Barcelona, Spain.
Nucleic Acids Res. 2010 Nov;38(21):7422-31. doi: 10.1093/nar/gkq683. Epub 2010 Aug 4.
Quite often a single or a combination of protein mutations is linked to specific diseases. However, distinguishing from sequence information which mutations have real effects in the protein's function is not trivial. Protein design tools are commonly used to explain mutations that affect protein stability, or protein-protein interaction, but not for mutations that could affect protein-DNA binding. Here, we used the protein design algorithm FoldX to model all known missense mutations in the paired box domain of Pax6, a highly conserved transcription factor involved in eye development and in several diseases such as aniridia. The validity of FoldX to deal with protein-DNA interactions was demonstrated by showing that high levels of accuracy can be achieved for mutations affecting these interactions. Also we showed that protein-design algorithms can accurately reproduce experimental DNA-binding logos. We conclude that 88% of the Pax6 mutations can be linked to changes in intrinsic stability (77%) and/or to its capabilities to bind DNA (30%). Our study emphasizes the importance of structure-based analysis to understand the molecular basis of diseases and shows that protein-DNA interactions can be analyzed to the same level of accuracy as protein stability, or protein-protein interactions.
通常,单一或多种蛋白质突变与特定疾病有关。然而,将导致蛋白质功能发生实际变化的突变从序列信息中区分出来并非易事。蛋白质设计工具通常用于解释影响蛋白质稳定性或蛋白质-蛋白质相互作用的突变,但不能用于可能影响蛋白质-DNA 结合的突变。在这里,我们使用蛋白质设计算法 FoldX 对 Pax6 配对盒结构域中所有已知的错义突变进行建模,Pax6 是一种高度保守的转录因子,参与眼睛发育和多种疾病,如无虹膜。FoldX 处理蛋白质-DNA 相互作用的有效性通过显示可以针对影响这些相互作用的突变实现高精度水平得到证明。此外,我们还表明,蛋白质设计算法可以准确地再现实验 DNA 结合 logo。我们得出结论,88%的 Pax6 突变可以与内在稳定性的变化(77%)和/或其与 DNA 结合的能力(30%)相关。我们的研究强调了基于结构的分析对于理解疾病分子基础的重要性,并表明可以以与蛋白质稳定性或蛋白质-蛋白质相互作用相同的精度来分析蛋白质-DNA 相互作用。