Literature DB >> 21523929

Optimization of therapeutic proteins to delete T-cell epitopes while maintaining beneficial residue interactions.

Andrew S Parker1, Karl E Griswold, Chris Bailey-Kellogg.   

Abstract

Exogenous enzymes, signaling peptides, and other classes of nonhuman proteins represent a potentially massive but largely untapped pool of biotherapeutic agents. Adapting a foreign protein for therapeutic use poses numerous design challenges. We focus here on one significant problem: modifying the protein to mitigate the immune response mounted against "non-self" proteins, while not adversely affecting the protein's stability or therapeutic activity. In order to propose such variants suitable for experimental evaluation, this paper develops a computational method to select sets of mutations predicted to delete immunogenic T-cell epitopes, as evaluated by a 9-mer potential, while simultaneously maintaining important residues and residue interactions, as evaluated by one- and two-body potentials. While this design problem is NP-hard, we develop an integer programming approach that works very well in practice. We demonstrate the effectiveness of our approach by developing plans for biotherapeutic proteins that, in previous studies, have been partially deimmunized via extensive experimental characterization and modification of limited segments. In contrast, our global optimization technique considers an entire protein and accounts for all residues, residue interactions, and epitopes in proposing candidates worth subjecting to experimental evaluation.

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Year:  2011        PMID: 21523929     DOI: 10.1142/s0219720011005471

Source DB:  PubMed          Journal:  J Bioinform Comput Biol        ISSN: 0219-7200            Impact factor:   1.122


  16 in total

1.  Depletion of T cell epitopes in lysostaphin mitigates anti-drug antibody response and enhances antibacterial efficacy in vivo.

Authors:  Hongliang Zhao; Deeptak Verma; Wen Li; Yoonjoo Choi; Christian Ndong; Steven N Fiering; Chris Bailey-Kellogg; Karl E Griswold
Journal:  Chem Biol       Date:  2015-05-21

2.  Optimization of combinatorial mutagenesis.

Authors:  Andrew S Parker; Karl E Griswold; Chris Bailey-Kellogg
Journal:  J Comput Biol       Date:  2011-09-16       Impact factor: 1.479

3.  Computationally optimized deimmunization libraries yield highly mutated enzymes with low immunogenicity and enhanced activity.

Authors:  Regina S Salvat; Deeptak Verma; Andrew S Parker; Jack R Kirsch; Seth A Brooks; Chris Bailey-Kellogg; Karl E Griswold
Journal:  Proc Natl Acad Sci U S A       Date:  2017-06-12       Impact factor: 11.205

4.  Pareto Optimization of Combinatorial Mutagenesis Libraries.

Authors:  Deeptak Verma; Gevorg Grigoryan; Chris Bailey-Kellogg
Journal:  IEEE/ACM Trans Comput Biol Bioinform       Date:  2018-07-23       Impact factor: 3.710

5.  Structure-guided deimmunization of therapeutic proteins.

Authors:  Andrew S Parker; Yoonjoo Choi; Karl E Griswold; Chris Bailey-Kellogg
Journal:  J Comput Biol       Date:  2013-02       Impact factor: 1.479

6.  A high throughput MHC II binding assay for quantitative analysis of peptide epitopes.

Authors:  Regina Salvat; Leonard Moise; Chris Bailey-Kellogg; Karl E Griswold
Journal:  J Vis Exp       Date:  2014-03-25       Impact factor: 1.355

Review 7.  Design and engineering of deimmunized biotherapeutics.

Authors:  Karl E Griswold; Chris Bailey-Kellogg
Journal:  Curr Opin Struct Biol       Date:  2016-06-17       Impact factor: 6.809

8.  A divide-and-conquer approach to determine the Pareto frontier for optimization of protein engineering experiments.

Authors:  Lu He; Alan M Friedman; Chris Bailey-Kellogg
Journal:  Proteins       Date:  2011-12-16

9.  Structure-based redesign of proteins for minimal T-cell epitope content.

Authors:  Yoonjoo Choi; Karl E Griswold; Chris Bailey-Kellogg
Journal:  J Comput Chem       Date:  2013-01-08       Impact factor: 3.376

10.  Design and analysis of immune-evading enzymes for ADEPT therapy.

Authors:  Daniel C Osipovitch; Andrew S Parker; Christabell D Makokha; Joseph Desrosiers; Warren C Kett; Leonard Moise; Chris Bailey-Kellogg; Karl E Griswold
Journal:  Protein Eng Des Sel       Date:  2012-08-16       Impact factor: 1.650

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