Literature DB >> 25539925

SwiftLib: rapid degenerate-codon-library optimization through dynamic programming.

Timothy M Jacobs1, Hayretin Yumerefendi1, Brian Kuhlman2, Andrew Leaver-Fay3.   

Abstract

Degenerate codon (DC) libraries efficiently address the experimental library-size limitations of directed evolution by focusing diversity toward the positions and toward the amino acids (AAs) that are most likely to generate hits; however, manually constructing DC libraries is challenging, error prone and time consuming. This paper provides a dynamic programming solution to the task of finding the best DCs while keeping the size of the library beneath some given limit, improving on the existing integer-linear programming formulation. It then extends the algorithm to consider multiple DCs at each position, a heretofore unsolved problem, while adhering to a constraint on the number of primers needed to synthesize the library. In the two library-design problems examined here, the use of multiple DCs produces libraries that very nearly cover the set of desired AAs while still staying within the experimental size limits. Surprisingly, the algorithm is able to find near-perfect libraries where the ratio of amino-acid sequences to nucleic-acid sequences approaches 1; it effectively side-steps the degeneracy of the genetic code. Our algorithm is freely available through our web server and solves most design problems in about a second.
© The Author(s) 2014. Published by Oxford University Press on behalf of Nucleic Acids Research.

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Year:  2014        PMID: 25539925      PMCID: PMC4357694          DOI: 10.1093/nar/gku1323

Source DB:  PubMed          Journal:  Nucleic Acids Res        ISSN: 0305-1048            Impact factor:   16.971


  44 in total

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Authors:  Wei Wang; Jeffery G Saven
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3.  Combining computational and experimental screening for rapid optimization of protein properties.

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4.  Improving protein folding efficiency by directed evolution using the GFP folding reporter.

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Journal:  Methods Mol Biol       Date:  2003

5.  User-friendly algorithms for estimating completeness and diversity in randomized protein-encoding libraries.

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Journal:  Protein Eng       Date:  2003-06

6.  Optimizing nucleotide mixtures to encode specific subsets of amino acids for semi-random mutagenesis.

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8.  Precision is essential for efficient catalysis in an evolved Kemp eliminase.

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9.  Tertiary templates for proteins. Use of packing criteria in the enumeration of allowed sequences for different structural classes.

Authors:  J W Ponder; F M Richards
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10.  Synthetic antibodies from a four-amino-acid code: a dominant role for tyrosine in antigen recognition.

Authors:  Frederic A Fellouse; Christian Wiesmann; Sachdev S Sidhu
Journal:  Proc Natl Acad Sci U S A       Date:  2004-08-11       Impact factor: 11.205

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  20 in total

1.  Massively parallel de novo protein design for targeted therapeutics.

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Journal:  Nature       Date:  2017-09-27       Impact factor: 49.962

2.  Peptide design by optimization on a data-parameterized protein interaction landscape.

Authors:  Justin M Jenson; Vincent Xue; Lindsey Stretz; Tirtha Mandal; Lothar Luther Reich; Amy E Keating
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3.  Machine learning-assisted directed protein evolution with combinatorial libraries.

Authors:  Zachary Wu; S B Jennifer Kan; Russell D Lewis; Bruce J Wittmann; Frances H Arnold
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4.  DeCoDe: degenerate codon design for complete protein-coding DNA libraries.

Authors:  Tyler C Shimko; Polly M Fordyce; Yaron Orenstein
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5.  Computationally Aided Discovery of LysEFm5 Variants with Improved Catalytic Activity and Stability.

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Review 6.  Algorithms for protein design.

Authors:  Pablo Gainza; Hunter M Nisonoff; Bruce R Donald
Journal:  Curr Opin Struct Biol       Date:  2016-04-14       Impact factor: 6.809

7.  Incorporation of sensing modalities into de novo designed fluorescence-activating proteins.

Authors:  Lindsey A Doyle; Justin Daho Lee; Jason C Klima; Michael Rappleye; Lauren A Gagnon; Min Yen Lee; Emilia P Barros; Anastassia A Vorobieva; Jiayi Dou; Samantha Bremner; Jacob S Quon; Cameron M Chow; Lauren Carter; David L Mack; Rommie E Amaro; Joshua C Vaughan; Andre Berndt; Barry L Stoddard; David Baker
Journal:  Nat Commun       Date:  2021-02-08       Impact factor: 14.919

8.  Enriching Peptide Libraries for Binding Affinity and Specificity Through Computationally Directed Library Design.

Authors:  Glenna Wink Foight; T Scott Chen; Daniel Richman; Amy E Keating
Journal:  Methods Mol Biol       Date:  2017

9.  CoLiDe: Combinatorial Library Design tool for probing protein sequence space.

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Journal:  Bioinformatics       Date:  2021-05-01       Impact factor: 6.937

Review 10.  Molecular mechanisms for enhanced DNA vaccine immunogenicity.

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Journal:  Expert Rev Vaccines       Date:  2015-12-28       Impact factor: 5.217

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