MimoPro: a more efficient Web-based tool for epitope prediction using phage display libraries
Open Access
- 25 May 2011
- journal article
- Published by Springer Nature in BMC Bioinformatics
- Vol. 12 (1) , 199
Abstract
Background: A B-cell epitope is a group of residues on the surface of an antigen which stimulates humoral responses. Locating these epitopes on antigens is important for the purpose of effective vaccine design. In recent years, mapping affinity-selected peptides screened from a random phage display library to the native epitope has become popular in epitope prediction. These peptides, also known as mimotopes, share the similar structure and function with the corresponding native epitopes. Great effort has been made in using this similarity between such mimotopes and native epitopes in prediction, which has resulted in better outcomes than statistics-based methods can. However, it cannot maintain a high degree of satisfaction in various circumstances. Results: In this study, we propose a new method that maps a group of mimotopes back to a source antigen so as to locate the interacting epitope on the antigen. The core of this method is a searching algorithm that is incorporated with both dynamic programming (DP) and branch and bound (BB) optimization and operated on a series of overlapping patches on the surface of a protein. These patches are then transformed to a number of graphs using an adaptable distance threshold (ADT) regulated by an appropriate compactness factor (CF), a novel parameter proposed in this study. Compared with both Pep-3D-Search and PepSurf, two leading graph-based search tools, on average from the results of 18 test cases, MimoPro, the Web-based implementation of our proposed method, performed better in sensitivity, precision, and Matthews correlation coefficient (MCC) than both did in epitope prediction. In addition, MimoPro is significantly faster than both Pep-3D-Search and PepSurf in processing. Conclusions: Our search algorithm designed for processing well constructed graphs using an ADT regulated by CF is more sensitive and significantly faster than other graph-based approaches in epitope prediction. MimoPro is a viable alternative to both PepSurf and Pep-3D-Search for epitope prediction in the same kind, and freely accessible through the MimoPro server located at http://informatics.nenu.edu.cn/MimoPro.Keywords
This publication has 45 references indexed in Scilit:
- MimoDB: a New Repository for Mimotope Data Derived from Phage Display TechnologyMolecules, 2010
- SAROTUP: Scanner and Reporter of Target-Unrelated PeptidesJournal of Biomedicine and Biotechnology, 2010
- Epitopia: a web-server for predicting B-cell epitopesBMC Bioinformatics, 2009
- SEPPA: a computational server for spatial epitope prediction of protein antigensNucleic Acids Research, 2009
- Pep-3D-Search: a method for B-cell epitope prediction based on mimotope analysisBMC Bioinformatics, 2008
- Epitope mapping using combinatorial phage-display libraries: a graph-based algorithmNucleic Acids Research, 2006
- Prediction of residues in discontinuous B‐cell epitopes using protein 3D structuresProtein Science, 2006
- Selection and analysis of an optimized anti-VEGF antibody: crystal structure of an affinity-matured fab in complex with antigen 1 1Edited by I. A. WilsonJournal of Molecular Biology, 1999
- Basic local alignment search toolJournal of Molecular Biology, 1990
- Prediction of protein antigenic determinants from amino acid sequences.Proceedings of the National Academy of Sciences, 1981