Cheng Ji, Pei Jianfeng, Lai Luhua
State Key Laboratory for Structural Chemistry of Stable and Unstable Species, College of Chemistry and Molecular Engineering, and Center for Theoretical Biology, Peking University, Beijing, China.
Biophys J. 2007 Jun 1;92(11):3868-77. doi: 10.1529/biophysj.106.102152. Epub 2007 Mar 9.
Statistical potentials have been widely used in protein studies despite the much-debated theoretical basis. In this work, we have applied two physical reference states for deriving the statistical potentials based on protein structure features to achieve zero interaction and orthogonalization. The free-rotating chain-based potential applies a local free-rotating chain reference state, which could theoretically be described by the Gaussian distribution. The self-avoiding chain-based potential applies a reference state derived from a database of artificial self-avoiding backbones generated by Monte Carlo simulation. These physical reference states are independent of known protein structures and are based solely on the analytical formulation or simulation method. The new potentials performed better and yielded higher Z-scores and success rates compared to other statistical potentials. The end-to-end distance distribution produced by the self-avoiding chain model was similar to the distance distribution of protein atoms in structure database. This fact may partly explain the basis of the reference states that depend on the atom pair frequency observed in the protein database. The current study showed that a more physical reference model improved the performance of statistical potentials in protein fold recognition, which could also be extended to other types of applications.
尽管统计势的理论基础备受争议,但它在蛋白质研究中已得到广泛应用。在这项工作中,我们基于蛋白质结构特征应用了两种物理参考态来推导统计势,以实现零相互作用和正交化。基于自由旋转链的势应用了局部自由旋转链参考态,理论上可用高斯分布来描述。基于自回避链的势应用了从通过蒙特卡罗模拟生成的人工自回避主链数据库中导出的参考态。这些物理参考态独立于已知的蛋白质结构,仅基于解析公式或模拟方法。与其他统计势相比,新的势表现更好,具有更高的Z值和成功率。自回避链模型产生的端到端距离分布与结构数据库中蛋白质原子的距离分布相似。这一事实可能部分解释了依赖于在蛋白质数据库中观察到的原子对频率的参考态的基础。当前研究表明,更具物理性的参考模型提高了统计势在蛋白质折叠识别中的性能,这也可扩展到其他类型的应用。