Prediction of antibody structural epitopes via random peptide library screening and next generation sequencing.

Next generation sequencing (NGS) is widely applied in immunological research, but has yet to become common in antibody epitope mapping. A method utilizing a 12-mer random peptide library expressed in bacteria coupled with magnetic-based cell sorting and NGS correctly identified >75% of epitope residues on the antigens of two monoclonal antibodies (trastuzumab and bevacizumab). PepSurf, a web-based computational method designed for structural epitope mapping was utilized to compare peptides in libraries enriched for monoclonal antibody (mAb) binders to antigen surfaces (HER2 and VEGF-A). Compared to mimotopes recovered from Sanger sequencing of plated colonies from the same sorting protocol, motifs derived from sets of the NGS data improved epitope prediction as defined by sensitivity and precision, from 18% to 82% and 0.27 to 0.51 for trastuzumab and 47% to 76% and 0.19 to 0.27 for bevacizumab. Specificity was similar for Sanger and NGS, 99% and 97% for trastuzumab and 66% and 67% for bevacizumab. These results indicate that combining peptide library screening with NGS yields epitope motifs that can improve prediction of structural epitopes.

[1]  Morten Nielsen,et al.  High-throughput sequencing enhanced phage display enables the identification of patient-specific epitope motifs in serum , 2015, Scientific Reports.

[2]  Markus Klinger,et al.  Generation of Peptide Mimics of the Epitope Recognized by Trastuzumab on the Oncogenic Protein Her-2/neu1 , 2004, The Journal of Immunology.

[3]  A. Tramontano,et al.  Rapid Profiling of the Antigen Regions Recognized by Serum Antibodies Using Massively Parallel Sequencing of Antigen-Specific Libraries , 2014, PloS one.

[4]  A. Christmann,et al.  Display of Passenger Proteins on the Surface ofEscherichia coli K-12 by the Enterohemorrhagic E. coli Intimin EaeA , 2001, Journal of bacteriology.

[5]  Charles Elkan,et al.  Fitting a Mixture Model By Expectation Maximization To Discover Motifs In Biopolymer , 1994, ISMB.

[6]  M. Mezei,et al.  Molecular docking: a powerful approach for structure-based drug discovery. , 2011, Current computer-aided drug design.

[7]  T. Heyduk,et al.  Ribosome display enhanced by next generation sequencing: a tool to identify antibody-specific peptide ligands. , 2014, Analytical biochemistry.

[8]  O. Lund,et al.  Prediction of residues in discontinuous B‐cell epitopes using protein 3D structures , 2006, Protein science : a publication of the Protein Society.

[9]  Werner Braun,et al.  Automated Detection of Conformational Epitopes Using Phage Display Peptide Sequences , 2009, Bioinformatics and biology insights.

[10]  Nimrod D. Rubinstein,et al.  Epitope mapping using combinatorial phage-display libraries: a graph-based algorithm , 2006, Nucleic acids research.

[11]  Arno Lukas,et al.  Identification of discontinuous antigenic determinants on proteins based on shape complementarities , 2007, Journal of molecular recognition : JMR.

[12]  Yuxin Li,et al.  Pep-3D-Search: a method for B-cell epitope prediction based on mimotope analysis , 2008, BMC Bioinformatics.

[13]  Zhiqiang Ma,et al.  Epitope Prediction Based on Random Peptide Library Screening: Benchmark Dataset and Prediction Tools Evaluation , 2011, Molecules.

[14]  Christoph C Zielinski,et al.  Matching of trastuzumab (Herceptin) epitope mimics onto the surface of Her-2/neu--a new method of epitope definition. , 2005, Molecular immunology.

[15]  A. M. Stanley,et al.  Structure of the extracellular region of HER 2 alone and in complex with the Herceptin Fab , 2022 .

[16]  Tiffany F. Chen,et al.  Protein Engineering and Selection Using Yeast Surface Display. , 2015, Methods in molecular biology.

[17]  G. Rojas,et al.  High throughput functional epitope mapping: Revisiting phage display platform to scan target antigen surface , 2014, mAbs.

[18]  E. P. Hudson,et al.  Multiplex epitope mapping using bacterial surface display reveals both linear and conformational epitopes , 2012, Scientific Reports.

[19]  Yanxin Huang,et al.  PepMapper: A Collaborative Web Tool for Mapping Epitopes from Affinity-Selected Peptides , 2012, PloS one.

[20]  J. Thornton,et al.  Continuous and discontinuous protein antigenic determinants , 1986, Nature.

[21]  Haruki Nakamura,et al.  Computer-aided antibody design , 2012, Protein engineering, design & selection : PEDS.

[22]  M. Uhlén,et al.  Staphylococcal surface display in combinatorial protein engineering and epitope mapping of antibodies. , 2010, Recent patents on biotechnology.

[23]  Jeffrey J. Rice,et al.  Directed evolution of a biterminal bacterial display scaffold enhances the display of diverse peptides , 2008, Protein engineering, design & selection : PEDS.

[24]  A. D. de Vos,et al.  VEGF and the Fab fragment of a humanized neutralizing antibody: crystal structure of the complex at 2.4 A resolution and mutational analysis of the interface. , 1998, Structure.

[25]  Tarek Adnan Ahmad,et al.  B-cell epitope mapping for the design of vaccines and effective diagnostics , 2016 .

[26]  J. Janin,et al.  Dissecting protein–protein recognition sites , 2002, Proteins.

[27]  P. Daugherty Protein engineering with bacterial display. , 2007, Current opinion in structural biology.

[28]  Wei Zhang,et al.  Mimotope vaccination for epitope-specific induction of anti-VEGF antibodies , 2013, BMC Biotechnology.

[29]  Robert J. Pantazes,et al.  Identification of disease-specific motifs in the antibody specificity repertoire via next-generation sequencing , 2016, Scientific Reports.

[30]  Jonathan M. Gershoni,et al.  Epitope Mapping , 2012, BioDrugs.

[31]  Y. Kivshar,et al.  Wide-band negative permeability of nonlinear metamaterials , 2012, Scientific Reports.