Directed Evolution Reveals the Functional Sequence Space of an Adenylation Domain Specificity Code
Abstract
Nonribosomal peptides are important natural products biosynthesized by nonribosomal peptide synthetases (NRPSs). Adenylation (A) domains of NRPSs are highly specific for the substrate they recognize. This recognition is determined by 10 residues in the substrate-binding pocket, termed the specificity code. This finding led to the proposal that nonribosomal peptides could be altered by specificity code swapping. Unfortunately, this approach has proven, with few exceptions, to be unproductive; changing the specificity code typically results in broadened specificity or poor function. To enhance our understanding of A domain substrate selectivity, we carried out a detailed analysis of the specificity code from the A domain of EntF, an NRPS involved in enterobactin biosynthesis in Escherichia coli. Using directed evolution and a genetic selection, we determined which sites in the code have strict residue requirements and which are tolerant of variation. We showed that the EntF A domain, and other l-Ser-specific A domains, have a functional sequence space for l-Ser recognition, rather than a single code. This functional space is more expansive than the aggregate of all characterized l-Ser-specific A domains: we identified 152 new l-Ser specificity codes. Together, our data provide essential insights into how to overcome the barriers that prevent rational changesmore »
- Authors:
-
- Univ. of Wisconsin, Madison, WI (United States)
- Pennsylvania State Univ., University Park, PA (United States)
- Publication Date:
- Research Org.:
- Univ. of Wisconsin, Madison, WI (United States). Great Lakes Bioenergy Research Center
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER); National Science Foundation (NSF); National Institutes of Health (NIH)
- OSTI Identifier:
- 1601235
- Grant/Contract Number:
- SC0018409; NSF1716594; GM100346
- Resource Type:
- Accepted Manuscript
- Journal Name:
- ACS Chemical Biology
- Additional Journal Information:
- Journal Volume: 14; Journal Issue: 9; Journal ID: ISSN 1554-8929
- Publisher:
- American Chemical Society (ACS)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 37 INORGANIC, ORGANIC, PHYSICAL, AND ANALYTICAL CHEMISTRY; peptides and proteins; genetics; monomers; chemical specificity; energy; directed evolution; siderophore; substrate specificity; nonribosomal peptide synthetase; adenylation domain; natural product
Citation Formats
Throckmorton, Kurt, Vinnik, Vladimir, Chowdhury, Ratul, Cook, Taylor, Chevrette, Marc G., Maranas, Costas, Pfleger, Brian, and Thomas, Michael George. Directed Evolution Reveals the Functional Sequence Space of an Adenylation Domain Specificity Code. United States: N. p., 2019.
Web. doi:10.1021/acschembio.9b00532.
Throckmorton, Kurt, Vinnik, Vladimir, Chowdhury, Ratul, Cook, Taylor, Chevrette, Marc G., Maranas, Costas, Pfleger, Brian, & Thomas, Michael George. Directed Evolution Reveals the Functional Sequence Space of an Adenylation Domain Specificity Code. United States. https://doi.org/10.1021/acschembio.9b00532
Throckmorton, Kurt, Vinnik, Vladimir, Chowdhury, Ratul, Cook, Taylor, Chevrette, Marc G., Maranas, Costas, Pfleger, Brian, and Thomas, Michael George. Tue .
"Directed Evolution Reveals the Functional Sequence Space of an Adenylation Domain Specificity Code". United States. https://doi.org/10.1021/acschembio.9b00532. https://www.osti.gov/servlets/purl/1601235.
@article{osti_1601235,
title = {Directed Evolution Reveals the Functional Sequence Space of an Adenylation Domain Specificity Code},
author = {Throckmorton, Kurt and Vinnik, Vladimir and Chowdhury, Ratul and Cook, Taylor and Chevrette, Marc G. and Maranas, Costas and Pfleger, Brian and Thomas, Michael George},
abstractNote = {Nonribosomal peptides are important natural products biosynthesized by nonribosomal peptide synthetases (NRPSs). Adenylation (A) domains of NRPSs are highly specific for the substrate they recognize. This recognition is determined by 10 residues in the substrate-binding pocket, termed the specificity code. This finding led to the proposal that nonribosomal peptides could be altered by specificity code swapping. Unfortunately, this approach has proven, with few exceptions, to be unproductive; changing the specificity code typically results in broadened specificity or poor function. To enhance our understanding of A domain substrate selectivity, we carried out a detailed analysis of the specificity code from the A domain of EntF, an NRPS involved in enterobactin biosynthesis in Escherichia coli. Using directed evolution and a genetic selection, we determined which sites in the code have strict residue requirements and which are tolerant of variation. We showed that the EntF A domain, and other l-Ser-specific A domains, have a functional sequence space for l-Ser recognition, rather than a single code. This functional space is more expansive than the aggregate of all characterized l-Ser-specific A domains: we identified 152 new l-Ser specificity codes. Together, our data provide essential insights into how to overcome the barriers that prevent rational changes to A domain specificity.},
doi = {10.1021/acschembio.9b00532},
journal = {ACS Chemical Biology},
number = 9,
volume = 14,
place = {United States},
year = {Tue Aug 20 00:00:00 EDT 2019},
month = {Tue Aug 20 00:00:00 EDT 2019}
}
Web of Science
Works referenced in this record:
The activation of amino acids for biosynthesis of gramicidin S.
journal, May 1968
- Gevers, W.; Kleinkauf, H.; Lipmann, F.
- Proceedings of the National Academy of Sciences, Vol. 60, Issue 1
Structural basis for the activation of phenylalanine in the non-ribosomal biosynthesis of gramicidin S
journal, July 1997
- Conti, E.
- The EMBO Journal, Vol. 16, Issue 14
The specificity-conferring code of adenylation domains in nonribosomal peptide synthetases
journal, August 1999
- Stachelhaus, Torsten; Mootz, Henning D.; Marahiel, Mohamed A.
- Chemistry & Biology, Vol. 6, Issue 8
Predictive, structure-based model of amino acid recognition by nonribosomal peptide synthetase adenylation domains
journal, March 2000
- Challis, Gregory L.; Ravel, Jacques; Townsend, Craig A.
- Chemistry & Biology, Vol. 7, Issue 3, p. 211-224
Evolution-guided engineering of nonribosomal peptide synthetase adenylation domains
journal, January 2013
- Crüsemann, Max; Kohlhaas, Christoph; Piel, Jörn
- Chem. Sci., Vol. 4, Issue 3
A Subdomain Swap Strategy for Reengineering Nonribosomal Peptides
journal, May 2015
- Kries, Hajo; Niquille, David L.; Hilvert, Donald
- Chemistry & Biology, Vol. 22, Issue 5
antiSMASH 5.0: updates to the secondary metabolite genome mining pipeline
journal, April 2019
- Blin, Kai; Shaw, Simon; Steinke, Katharina
- Nucleic Acids Research, Vol. 47, Issue W1
Exploitation of the Selectivity-Conferring Code of Nonribosomal Peptide Synthetases for the Rational Design of Novel Peptide Antibiotics †
journal, July 2002
- Eppelmann, Katrin; Stachelhaus, Torsten; Marahiel, Mohamed A.
- Biochemistry, Vol. 41, Issue 30
Introduction of a Non-Natural Amino Acid into a Nonribosomal Peptide Antibiotic by Modification of Adenylation Domain Specificity
journal, June 2012
- Thirlway, Jenny; Lewis, Richard; Nunns, Laura
- Angewandte Chemie International Edition, Vol. 51, Issue 29
Reprogramming Nonribosomal Peptide Synthetases for “Clickable” Amino Acids
journal, July 2014
- Kries, Hajo; Wachtel, Rudolf; Pabst, Anja
- Angewandte Chemie International Edition, Vol. 53, Issue 38
Computational structure-based redesign of enzyme activity
journal, February 2009
- Chen, C. -Y.; Georgiev, I.; Anderson, A. C.
- Proceedings of the National Academy of Sciences, Vol. 106, Issue 10
Directed Evolution of a Gatekeeper Domain in Nonribosomal Peptide Synthesis
journal, October 2011
- Villiers, Benoit; Hollfelder, Florian
- Chemistry & Biology, Vol. 18, Issue 10
Directed Evolution of the Nonribosomal Peptide Synthetase AdmK Generates New Andrimid Derivatives In Vivo
journal, May 2011
- Evans, Bradley S.; Chen, Yunqiu; Metcalf, William W.
- Chemistry & Biology, Vol. 18, Issue 5
Engineering the Substrate Specificity of the DhbE Adenylation Domain by Yeast Cell Surface Display
journal, January 2013
- Zhang, Keya; Nelson, Kathryn M.; Bhuripanyo, Karan
- Chemistry & Biology, Vol. 20, Issue 1
Nonribosomal biosynthesis of backbone-modified peptides
journal, November 2017
- Niquille, David L.; Hansen, Douglas A.; Mori, Takahiro
- Nature Chemistry, Vol. 10, Issue 3
Redesigning the PheA Domain of Gramicidin Synthetase Leads to a New Understanding of the Enzyme's Mechanism and Selectivity †
journal, December 2006
- Stevens, Brian W.; Lilien, Ryan H.; Georgiev, Ivelin
- Biochemistry, Vol. 45, Issue 51
Molecular characterization of the Escherichia coli enterobactin cistron entF and coupled expression of entF and the fes gene
journal, September 1987
- Pettis, G. S.; McIntosh, M. A.
- Journal of Bacteriology, Vol. 169, Issue 9
Characterization of EntF as a serine-activating enzyme: Characterization of EntF as a serine-activating enzyme
journal, April 1992
- Reichert, Janice; Sakaitani, Masahiro; Walsh, Christopher T.
- Protein Science, Vol. 1, Issue 4
Reconstitution and Characterization of the Escherichia coli Enterobactin Synthetase from EntB, EntE, and EntF †
journal, February 1998
- Gehring, Amy M.; Mori, Ichiro; Walsh, Christopher T.
- Biochemistry, Vol. 37, Issue 8
MbtH-Like Proteins as Integral Components of Bacterial Nonribosomal Peptide Synthetases
journal, October 2010
- Felnagle, Elizabeth A.; Barkei, John J.; Park, Hyunjun
- Biochemistry, Vol. 49, Issue 41
Directed evolution can rapidly improve the activity of chimeric assembly-line enzymes
journal, July 2007
- Fischbach, M. A.; Lai, J. R.; Roche, E. D.
- Proceedings of the National Academy of Sciences, Vol. 104, Issue 29
A protein interaction surface in nonribosomal peptide synthesis mapped by combinatorial mutagenesis and selection
journal, March 2006
- Lai, J. R.; Fischbach, M. A.; Liu, D. R.
- Proceedings of the National Academy of Sciences, Vol. 103, Issue 14
Interdomain Communication between the Thiolation and Thioesterase Domains of EntF Explored by Combinatorial Mutagenesis and Selection
journal, August 2006
- Zhou, Zhe; Lai, Jonathan R.; Walsh, Christopher T.
- Chemistry & Biology, Vol. 13, Issue 8, p. 869-879
Directed evolution of aryl carrier proteins in the enterobactin synthetase
journal, July 2007
- Zhou, Z.; Lai, J. R.; Walsh, C. T.
- Proceedings of the National Academy of Sciences, Vol. 104, Issue 28
Structures of two distinct conformations of holo-non-ribosomal peptide synthetases
journal, January 2016
- Drake, Eric J.; Miller, Bradley R.; Shi, Ce
- Nature, Vol. 529, Issue 7585
WebLogo: A Sequence Logo Generator
journal, May 2004
- Crooks, Gavin E.; Hon, Gary; Chandonia, John-Marc
- Genome Research, Vol. 14, Issue 6, p. 1188-1190
SANDPUMA: ensemble predictions of nonribosomal peptide chemistry reveal biosynthetic diversity across Actinobacteria
journal, June 2017
- Chevrette, Marc G.; Aicheler, Fabian; Kohlbacher, Oliver
- Bioinformatics, Vol. 33, Issue 20
Classification of the Adenylation and Acyl-Transferase Activity of NRPS and PKS Systems Using Ensembles of Substrate Specific Hidden Markov Models
journal, April 2013
- Khayatt, Barzan I.; Overmars, Lex; Siezen, Roland J.
- PLoS ONE, Vol. 8, Issue 4
Structures of a Nonribosomal Peptide Synthetase Module Bound to MbtH-like Proteins Support a Highly Dynamic Domain Architecture
journal, September 2016
- Miller, Bradley R.; Drake, Eric J.; Shi, Ce
- Journal of Biological Chemistry, Vol. 291, Issue 43
Alanine Scanning of YbdZ, an MbtH-like Protein, Reveals Essential Residues for Functional Interactions with Its Nonribosomal Peptide Synthetase Partner EntF
journal, June 2018
- Schomer, Rebecca A.; Park, Hyunjun; Barkei, John J.
- Biochemistry, Vol. 57, Issue 28
Characterization of the Functional Variance in MbtH-like Protein Interactions with a Nonribosomal Peptide Synthetase
journal, September 2017
- Schomer, Rebecca A.; Thomas, Michael G.
- Biochemistry, Vol. 56, Issue 40
Characterization of the Syringomycin Synthetase Gene Cluster: A LINK BETWEEN PROKARYOTIC AND EUKARYOTIC PEPTIDE SYNTHETASES
journal, December 1998
- Guenzi, Eric; Galli, Giuliano; Grgurina, Ingeborg
- Journal of Biological Chemistry, Vol. 273, Issue 49
The Antimicrobial Compound Xantholysin Defines a New Group of Pseudomonas Cyclic Lipopeptides
journal, May 2013
- Li, Wen; Rokni-Zadeh, Hassan; De Vleeschouwer, Matthias
- PLoS ONE, Vol. 8, Issue 5
Structure and biosynthesis of scabichelin, a novel tris-hydroxamate siderophore produced by the plant pathogen Streptomyces scabies 87.22
journal, January 2013
- Kodani, Shinya; Bicz, Joanna; Song, Lijiang
- Organic & Biomolecular Chemistry, Vol. 11, Issue 28
Eukaryotic Acquisition of a Bacterial Operon
journal, March 2019
- Kominek, Jacek; Doering, Drew T.; Opulente, Dana A.
- Cell, Vol. 176, Issue 6
Combining the polymerase incomplete primer extension method for cloning and mutagenesis with microscreening to accelerate structural genomics efforts
journal, January 2008
- Klock, Heath E.; Koesema, Eric J.; Knuth, Mark W.
- Proteins: Structure, Function, and Bioinformatics, Vol. 71, Issue 2
MAFFT Multiple Sequence Alignment Software Version 7: Improvements in Performance and Usability
journal, January 2013
- Katoh, K.; Standley, D. M.
- Molecular Biology and Evolution, Vol. 30, Issue 4
FastTree 2 – Approximately Maximum-Likelihood Trees for Large Alignments
journal, March 2010
- Price, Morgan N.; Dehal, Paramvir S.; Arkin, Adam P.
- PLoS ONE, Vol. 5, Issue 3
Analyses of MbtB, MbtE, and MbtF Suggest Revisions to the Mycobactin Biosynthesis Pathway in Mycobacterium tuberculosis
journal, March 2012
- McMahon, M. D.; Rush, J. S.; Thomas, M. G.
- Journal of Bacteriology, Vol. 194, Issue 11
The Iterative Protein Redesign and Optimization (IPRO) suite of programs
journal, December 2014
- Pantazes, Robert J.; Grisewood, Matthew J.; Li, Tong
- Journal of Computational Chemistry, Vol. 36, Issue 4
CHARMM: The biomolecular simulation program
journal, July 2009
- Brooks, B. R.; Brooks, C. L.; Mackerell, A. D.
- Journal of Computational Chemistry, Vol. 30, Issue 10
Computation of electrostatic forces between solvated molecules determined by the Poisson–Boltzmann equation using a boundary element method
journal, June 2005
- Lu, Benzhuo; Zhang, Deqiang; McCammon, J. Andrew
- The Journal of Chemical Physics, Vol. 122, Issue 21
ROSETTALIGAND: Protein-small molecule docking with full side-chain flexibility
journal, November 2006
- Meiler, Jens; Baker, David
- Proteins: Structure, Function, and Bioinformatics, Vol. 65, Issue 3
PoreDesigner for tuning solute selectivity in a robust and highly permeable outer membrane pore
journal, September 2018
- Chowdhury, Ratul; Ren, Tingwei; Shankla, Manish
- Nature Communications, Vol. 9, Issue 1
Works referencing / citing this record:
From directed evolution to computational enzyme engineering—A review
journal, September 2019
- Chowdhury, Ratul; Maranas, Costas D.
- AIChE Journal, Vol. 66, Issue 3
HAMA: a multiplexed LC-MS/MS assay for specificity profiling of adenylate-forming enzymes
journal, January 2019
- Stanišić, Aleksa; Hüsken, Annika; Kries, Hajo
- Chemical Science, Vol. 10, Issue 44