Cited by 516Chemical Synthesis and AnalysisProtein Structure and DynamicsEvolution and Genetic Dynamics

High-resolution mapping of protein sequence-function relationships

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Fowler, Douglas M, Araya, Carlos L, Fleishman, Sarel J, Kellogg, Elizabeth H, Stephany, Jason J, Baker, David, Fields, Stanley·2010·Nature Methods

Abstract

We present a large-scale approach to investigate the functional consequences of sequence variation in a protein. The approach entails the display of hundreds of thousands of protein variants, moderate selection for activity and high-throughput DNA sequencing to quantify the performance of each variant. Using this strategy, we tracked the performance of >600,000 variants of a human WW domain after three and six rounds of selection by phage display for binding to its peptide ligand. Binding properties of these variants defined a high-resolution map of mutational preference across the WW domain; each position had unique features that could not be captured by a few representative mutations. Our approach could be applied to many in vitro or in vivo protein assays, providing a general means for understanding how protein function relates to sequence.

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  1. [1]Sidhu SS Koide S Phage display for engineering and analyzing protein interaction interfaces Curr. Opin. Struct. Biol 2007 17 481 487 17870470
  2. [2]Matouschek A Kellis JT Jr Serrano L Fersht AR Mapping the transition state and pathway of protein folding by protein engineering Nature 1989 340 122 126 2739734
  3. [3]Cunningham BC Wells JA High-resolution epitope mapping of hGH-receptor interactions by alanine-scanning mutagenesis Science 1989 244 1081 1085 2471267
  4. [4]Levin AM Weiss GA Optimizing the affinity and specificity of proteins with molecular display Mol. Biosyst 2006 2 49 57 16880922
  5. [5]Pal G Kouadio JL Artis DR Kossiakoff AA Sidhu SS Comprehensive and quantitative mapping of energy landscapes for protein-protein interactions by rapid combinatorial scanning J. Biol. Chem 2006 281 22378 22385 16762925
  6. [6]Dias-Neto E Next-generation phage display: integrating and comparing available molecular tools to enable cost-effective high-throughput analysis PLoS One 2009 4 e8338 20020040 PMC2791209
  7. [7]Ge X Mazor Y Hunicke-Smith SP Ellington AD Georgiou G Rapid construction and characterization of synthetic antibody libraries without DNA amplification Biotechnol. Bioeng 2010 106 347 357 20198660
  8. [8]Di Niro R Rapid interactome profiling by massive sequencing Nucleic Acids Res 2010 38 e110 20144949 PMC2875021
  9. [9]Macias MJ Wiesner S Sudol M WW and SH3 domains, two different scaffolds to recognize proline-rich ligands FEBS Lett 2002 513 30 37 11911877
  10. [10]Espanel X Navin N Kato Y Tanokura M Sudol M Probing WW Domains to Uncover and Refine Determinants of Specificity in Ligand Recognition Cytotechnology 2003 43 105 111 19003214 PMC3449593
  11. [11]Jager M Nguyen H Crane JC Kelly JW Gruebele M The folding mechanism of a beta-sheet: the WW domain J. Mol. Biol 2001 311 373 393 11478867
  12. [12]Jiang X Kowalski J Kelly JW Increasing protein stability using a rational approach combining sequence homology and structural alignment: Stabilizing the WW domain Protein Sci 2001 10 1454 1465 11420447 PMC2374112
  13. [13]Kasanov J Pirozzi G Uveges AJ Kay BK Characterizing Class I WW domains defines key specificity determinants and generates mutant domains with novel specificities Chem. Biol 2001 8 231 241 11306348
  14. [14]Koepf EK Characterization of the structure and function of W --> F WW domain variants: identification of a natively unfolded protein that folds upon ligand binding Biochemistry 1999 38 14338 14351 10572009
  15. [15]Nguyen H Jager M Moretto A Gruebele M Kelly JW Tuning the free-energy landscape of a WW domain by temperature, mutation, and truncation Proc. Natl. Acad. Sci. USA 2003 100 3948 3953 12651955 PMC153028
  16. [16]Pires JR Solution structures of the YAP65 WW domain and the variant L30 K in complex with the peptides GTPPPPYTVG, N-(n-octyl)-GPPPY and PLPPY and the application of peptide libraries reveal a minimal binding epitope J. Mol. Biol 2001 314 1147 1156 11743730
  17. [17]Toepert F Pires JR Landgraf C Oschkinat H Schneider-Mergener J Synthesis of an Array Comprising 837 Variants of the hYAP WW Protein Domain Angew. Chem. Int. Ed. Engl 2001 40 897 900 29712177
  18. [18]Yanagida H Matsuura T Yomo T Compensatory evolution of a WW domain variant lacking the strictly conserved Trp residue J. Mol. Evol 2008 66 61 71 18087661
  19. [19]Dalby PA Hoess RH DeGrado WF Evolution of binding affinity in a WW domain probed by phage display Protein Sci 2000 9 2366 2376 11206058 PMC2144528
  20. [20]Dai M Using T7 phage display to select GFP-based binders Protein. Eng. Des. Sel 2008 21 413 424 18469345
  21. [21]Quail MA A large genome center's improvements to the Illumina sequencing system Nat. Methods 2008 5 1005 1010 19034268 PMC2610436
  22. [22]Knight R Yarus M Analyzing partially randomized nucleic acid pools: straight dope on doping Nucleic Acids Res 2003 31 e30 12626729 PMC152884
  23. [23]Weiss GA Watanabe CK Zhong A Goddard A Sidhu SS Rapid mapping of protein functional epitopes by combinatorial alanine scanning Proc. Natl. Acad. Sci. USA 2000 97 8950 8954 10908667 PMC16802
  24. [24]Guo HH Choe J Loeb LA Protein tolerance to random amino acid change Proc. Natl. Acad. Sci. USA 2004 101 9205 9210 15197260 PMC438954
  25. [25]Das R Baker D Macromolecular modeling with Rosetta Annu. Rev. Biochem 2008 77 363 382 18410248
  26. [26]Kortemme T Baker D A simple physical model for binding energy hot spots in protein-protein complexes Proc. Natl. Acad. Sci. USA 2002 99 14116 14121 12381794 PMC137846
  27. [28]Weinreich DM Delaney NF Depristo MA Hartl DL Darwinian evolution can follow only very few mutational paths to fitter proteins Science 2006 312 111 114 16601193
  28. [29]Ge B Survey of allelic expression using EST mining Genome Res 2005 15 1584 1591 16251468 PMC1310646
  29. [30]Storey JD Tibshirani R Statistical significance for genomewide studies Proc. Natl. Acad. Sci. USA 2003 100 9440 9445 12883005 PMC170937

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Authors
Fowler, D. M., Araya, C. L., Fleishman, S. J., Kellogg, E. H., Stephany, J. J., Baker, D., & Fields, S.
Affiliations
  • University of Washington (US)
  • Howard Hughes Medical Institute (US)
Corresponding author
Fields, Stanley
Venue
Nature Methods
Published
2010-08-15
Volume
7
Issue
9
Pages
741-746
ISSN
  • 1548-7091 (ISSN-L)
  • 1548-7105
OpenAlex
W2151887741
Cited by
516
References
1
Citations by year
2026: 27 · 2025: 31 · 2024: 42 · 2023: 35 · 2022: 38 · 2021: 28 · 2020: 29 · 2019: 40 · 2018: 39 · 2017: 25 · 2016: 35 · 2015: 43 · 2014: 34 · 2013: 31 · 2012: 28
FWCI
8.50
Type
journal article
Language
en
Open access
Locations
  • Nature Methods (publishedVersion)
  • PubMed (publishedVersion)
  • PubMed Central (acceptedVersion)
Funders
  • Howard Hughes Medical Institute
  • National Institute of General Medical Sciences (F32GM084699, P41GM103533)
  • National Center for Research Resources (P41RR011823)
Topics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Chemical Synthesis and Analysis
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Protein Structure and Dynamics
  • Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Evolution and Genetic Dynamics
Keywords
phage display, WW domain, peptide ligand binding, protein variants, next-generation sequencing
MeSH terms
DNA, Humans, Proteins, Structure-Activity Relationship, Sequence Analysis, DNA, Peptide Library, Databases, Nucleic Acid, Protein Array Analysis, High-Throughput Screening Assays

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