Montana State University, Bozeman.
IEEE/ACM Trans Comput Biol Bioinform. 2013 Nov-Dec;10(6):1372-83. doi: 10.1109/TCBB.2013.17.
For protein structure alignment and comparison, a lot of work has been done using RMSD as the distance measure, which has drawbacks under certain circumstances. Thus, the discrete Fréchet distance was recently applied to the problem of protein (backbone) structure alignment and comparison with promising results. For this problem, visualization is also important because protein chain backbones can have as many as 500-600 $(\alpha)$-carbon atoms, which constitute the vertices in the comparison. Even with an excellent alignment, the similarity of two polygonal chains can be difficult to visualize unless the chains are nearly identical. Thus, the chain pair simplification problem (CPS-3F) was proposed in 2008 to simultaneously simplify both chains with respect to each other under the discrete Fréchet distance. The complexity of CPS-3F is unknown, so heuristic methods have been developed. Here, we define a variation of CPS-3F, called the constrained CPS-3F problem ($({\rm CPS\hbox{-}3F}^+)$), and prove that it is polynomially solvable by presenting a dynamic programming solution, which we then prove is a factor-2 approximation for CPS-3F. We then compare the $({\rm CPS\hbox{-}3F}^+)$ solutions with previous empirical results, and further demonstrate some of the benefits of the simplified comparisons. Chain pair simplification based on the Hausdorff distance (CPS-2H) is known to be NP-complete, and here we prove that the constrained version ($(\rm CPS\hbox{-}2H^+)$) is also NP-complete. Finally, we discuss future work and implications along with a software library implementation, named the Fréchet-based Protein Alignment & Comparison Toolkit (FPACT).
对于蛋白质结构比对和比较,已经有很多工作使用均方根偏差(RMSD)作为距离度量,在某些情况下,它存在缺点。因此,最近离散的弗雷歇距离被应用于蛋白质(骨架)结构比对和比较问题,并取得了有希望的结果。对于这个问题,可视化也很重要,因为蛋白质链骨架可能有多达 500-600 个(α)碳原子,这些碳原子构成了比较中的顶点。即使有一个很好的对齐,两个多边形链的相似性也很难可视化,除非链非常相似。因此,2008 年提出了链对简化问题(CPS-3F),以便在离散的弗雷歇距离下同时简化相互之间的两条链。CPS-3F 的复杂性是未知的,因此已经开发了启发式方法。在这里,我们定义了 CPS-3F 的一个变体,称为约束 CPS-3F 问题((CPS-3F^+)),并通过提出一种动态规划解决方案来证明它是多项式可解的,然后我们证明它是 CPS-3F 的 2 倍近似。然后,我们将 (CPS-3F^+) 的解决方案与以前的经验结果进行比较,并进一步展示简化比较的一些好处。基于 Hausdorff 距离的链对简化(CPS-2H)是众所周知的 NP 完全问题,在这里我们证明约束版本((CPS-2H^+))也是 NP 完全的。最后,我们讨论了未来的工作和影响,以及一个名为基于弗雷歇的蛋白质对齐和比较工具包(FPACT)的软件库实现。