Literature DB >> 12446841

Combining computational and experimental screening for rapid optimization of protein properties.

Robert J Hayes1, Jorg Bentzien, Marie L Ary, Marian Y Hwang, Jonathan M Jacinto, Jöst Vielmetter, Anirban Kundu, Bassil I Dahiyat.   

Abstract

We present a combined computational and experimental method for the rapid optimization of proteins. Using beta-lactamase as a test case, we redesigned the active site region using our Protein Design Automation technology as a computational screen to search the entire sequence space. By eliminating sequences incompatible with the protein fold, Protein Design Automation rapidly reduced the number of sequences to a size amenable to experimental screening, resulting in a library of approximately equal 200,000 mutants. These were then constructed and experimentally screened to select for variants with improved resistance to the antibiotic cefotaxime. In a single round, we obtained variants exhibiting a 1,280-fold increase in resistance. To our knowledge, all of the mutations were novel, i.e., they have not been identified as beneficial by random mutagenesis or DNA shuffling or seen in any of the naturally occurring TEM beta-lactamases, the most prevalent type of Gram-negative beta-lactamases. This combined approach allows for the rapid improvement of any property that can be screened experimentally and provides a powerful broadly applicable tool for protein engineering.

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Year:  2002        PMID: 12446841      PMCID: PMC138541          DOI: 10.1073/pnas.212627499

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  43 in total

1.  A structural view of evolutionary divergence.

Authors:  B Spiller; A Gershenson; F H Arnold; R C Stevens
Journal:  Proc Natl Acad Sci U S A       Date:  1999-10-26       Impact factor: 11.205

2.  Enzyme-like proteins by computational design.

Authors:  D N Bolon; S L Mayo
Journal:  Proc Natl Acad Sci U S A       Date:  2001-11-27       Impact factor: 11.205

Review 3.  Computational protein design.

Authors:  C M Kraemer-Pecore; A M Wollacott; J R Desjarlais
Journal:  Curr Opin Chem Biol       Date:  2001-12       Impact factor: 8.822

4.  Engineering soluble proteins for structural genomics.

Authors:  Jean-Denis Pédelacq; Emily Piltch; Elaine C Liong; Joel Berendzen; Chang-Yub Kim; Beom-Seop Rho; Min S Park; Thomas C Terwilliger; Geoffrey S Waldo
Journal:  Nat Biotechnol       Date:  2002-08-19       Impact factor: 54.908

5.  Identification of amino acid substitutions that alter the substrate specificity of TEM-1 beta-lactamase.

Authors:  T Palzkill; D Botstein
Journal:  J Bacteriol       Date:  1992-08       Impact factor: 3.490

Review 6.  Catalytic properties of class A beta-lactamases: efficiency and diversity.

Authors:  A Matagne; J Lamotte-Brasseur; J M Frère
Journal:  Biochem J       Date:  1998-03-01       Impact factor: 3.857

7.  Nucleotide sequence of the ampicillin resistance gene of Escherichia coli plasmid pBR322.

Authors:  J G Sutcliffe
Journal:  Proc Natl Acad Sci U S A       Date:  1978-08       Impact factor: 11.205

8.  Engineering delta 9-16:0-acyl carrier protein (ACP) desaturase specificity based on combinatorial saturation mutagenesis and logical redesign of the castor delta 9-18:0-ACP desaturase.

Authors:  E Whittle; J Shanklin
Journal:  J Biol Chem       Date:  2001-04-09       Impact factor: 5.157

9.  Rational design of receptor-specific variants of human growth hormone.

Authors:  B C Cunningham; J A Wells
Journal:  Proc Natl Acad Sci U S A       Date:  1991-04-15       Impact factor: 11.205

10.  Development of a cytokine analog with enhanced stability using computational ultrahigh throughput screening.

Authors:  Peizhi Luo; Robert J Hayes; Cheryl Chan; Diane M Stark; Marian Y Hwang; Jonathan M Jacinto; Padmaja Juvvadi; Helen S Chung; Anirban Kundu; Marie L Ary; Bassil I Dahiyat
Journal:  Protein Sci       Date:  2002-05       Impact factor: 6.725

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  29 in total

1.  Protein evolution by codon-based random deletions.

Authors:  Joel Osuna; Jorge Yáñez; Xavier Soberón; Paul Gaytán
Journal:  Nucleic Acids Res       Date:  2004-09-30       Impact factor: 16.971

2.  Engineering a protein-protein interface using a computationally designed library.

Authors:  Gurkan Guntas; Carrie Purbeck; Brian Kuhlman
Journal:  Proc Natl Acad Sci U S A       Date:  2010-10-25       Impact factor: 11.205

3.  Experimental library screening demonstrates the successful application of computational protein design to large structural ensembles.

Authors:  Benjamin D Allen; Alex Nisthal; Stephen L Mayo
Journal:  Proc Natl Acad Sci U S A       Date:  2010-11-02       Impact factor: 11.205

4.  Impact of remote mutations on metallo-beta-lactamase substrate specificity: implications for the evolution of antibiotic resistance.

Authors:  Peter Oelschlaeger; Stephen L Mayo; Juergen Pleiss
Journal:  Protein Sci       Date:  2005-03       Impact factor: 6.725

5.  Computationally designed libraries of fluorescent proteins evaluated by preservation and diversity of function.

Authors:  Thomas P Treynor; Christina L Vizcarra; Daniel Nedelcu; Stephen L Mayo
Journal:  Proc Natl Acad Sci U S A       Date:  2006-12-19       Impact factor: 11.205

6.  Computationally mapping sequence space to understand evolutionary protein engineering.

Authors:  Kathryn A Armstrong; Bruce Tidor
Journal:  Biotechnol Prog       Date:  2007-11-17

Review 7.  Challenges in the computational design of proteins.

Authors:  María Suárez; Alfonso Jaramillo
Journal:  J R Soc Interface       Date:  2009-03-11       Impact factor: 4.118

Review 8.  Designing specific protein-protein interactions using computation, experimental library screening, or integrated methods.

Authors:  T Scott Chen; Amy E Keating
Journal:  Protein Sci       Date:  2012-06-08       Impact factor: 6.725

9.  Systematic exploration of active site mutations on human deoxycytidine kinase substrate specificity.

Authors:  Pinar Iyidogan; Stefan Lutz
Journal:  Biochemistry       Date:  2008-03-25       Impact factor: 3.162

Review 10.  Immunotherapy of cancer.

Authors:  Hossein Borghaei; Mitchell R Smith; Kerry S Campbell
Journal:  Eur J Pharmacol       Date:  2009-10-20       Impact factor: 4.432

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