DocumentCode
87695
Title
Protein Chain Pair Simplification under the Discrete Fréchet Distance
Author
Wylie, Tim ; Binhai Zhu
Author_Institution
Dept. of Comput. Sci., Montana State Univ., Bozeman, MT, USA
Volume
10
Issue
6
fYear
2013
fDate
Nov.-Dec. 2013
Firstpage
1372
Lastpage
1383
Abstract
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 Frόchet 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 α-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 Frochet 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 (CPS-3Fþ), 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 CPS-3Fþ 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 (CPS-2H+) is also NP-complete. Finally, we discuss future work and implications along with a software library implementation, named the Frochet-based Protein Alignment & Comparison Toolkit (FPACT).
Keywords
bioinformatics; dynamic programming; molecular configurations; proteins; proteomics; FPACT; Frochet-based protein alignment and comparison toolkit; Hausdorff distance; RMSD; alpha-carbon atoms; constrained CPS-3F problem; discrete Frechet distance; dynamic programming solution; factor-two approximation; heuristic methods; polygonal chains; protein chain backbones; protein chain pair simplification; protein structure alignment; software library implementation; Approximation algorithms; Approximation methods; Bioinformatics; Dynamic programming; Proteins; Visualization; Approximation algorithms; Discrete Fréchet distance; NP-complete; Protein structure alignment; dynamic programming; protein structure simplification and visualization;
fLanguage
English
Journal_Title
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
Publisher
ieee
ISSN
1545-5963
Type
jour
DOI
10.1109/TCBB.2013.17
Filename
6477035
Link To Document