Nilges Michael, Habeck Michael, O'Donoghue Seán I, Rieping Wolfgang
Unité de Bio-informatique structurale, CNRS URA 2185, Institut Pasteur, Paris, France.
Proteins. 2006 Aug 15;64(3):652-64. doi: 10.1002/prot.20985.
Errors and imprecisions in distance restraints derived from NOESY peak volumes are usually accounted for by generous lower and upper bounds on the distances. In this paper, we propose a new form of distance restraints, replacing the subjective bounds by a potential function obtained from the error distribution of the distances. We derived the shape of the potential from molecular dynamics calculations and by comparison of NMR data with X-ray crystal structures. We used complete cross-validation to derive the optimal weight for the data in the calculation. In a model system with synthetic restraints, the accuracy of the structures improved significantly compared to calculations with the usual form of restraints. For experimental data sets, the structures systematically approach the X-ray crystal structures of the same protein. Also standard quality indicators improve compared to standard calculations. The results did not depend critically on the exact shape of the potential. The new approach is less subjective and uses fewer assumptions in the interpretation of NOESY peak volumes as distance restraints than the usual approach. Figures of merit for the structures, such as the RMS difference from the average structure or the RMS difference from the data, are therefore less biased and more meaningful measures of structure quality than with the usual form of restraints.
由NOESY峰体积得出的距离约束中的误差和不精确性通常通过对距离设定宽松的下限和上限来解决。在本文中,我们提出了一种新的距离约束形式,用从距离误差分布获得的势函数取代主观界限。我们通过分子动力学计算以及将NMR数据与X射线晶体结构进行比较得出了势的形状。我们使用完全交叉验证来推导计算中数据的最佳权重。在具有合成约束的模型系统中,与使用常规约束形式进行的计算相比,结构的准确性有了显著提高。对于实验数据集,所得结构系统地趋近于同一蛋白质的X射线晶体结构。与标准计算相比,标准质量指标也有所改善。结果并不严格依赖于势的确切形状。与常规方法相比,新方法在将NOESY峰体积解释为距离约束时主观性更低,且使用的假设更少。因此,与常规约束形式相比,结构的品质因数,如与平均结构的RMS差异或与数据的RMS差异,对结构质量的衡量偏差更小且更有意义。