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Christopher B Eiben,
Justin B Siegel,
Jacob B Bale,
Seth Cooper,
Firas Khatib,
Betty W Shen,
Foldit Players,
Barry L Stoddard,
Zoran Popovic,
David Baker
Department of Biochemistry, University of Washington, Seattle, Washington, USA.
Computational enzyme design holds promise for the production of renewable fuels, drugs and chemicals. De novo enzyme design has generated catalysts for several reactions, but with lower catalytic efficiencies than naturally occurring enzymes. Here we report the use of game-driven crowdsourcing to enhance the activity of a computationally designed enzyme through the functional remodeling of its structure. Players of the online game Foldit were challenged to remodel the backbone of a computationally designed bimolecular Diels-Alderase to enable additional interactions with substrates. Several iterations of design and characterization generated a 24-residue helix-turn-helix motif, including a 13-residue insertion, that increased enzyme activity >18-fold. X-ray crystallography showed that the large insertion adopts a helix-turn-helix structure positioned as in the Foldit model. These results demonstrate that human creativity can extend beyond the macroscopic challenges encountered in everyday life to molecular-scale design problems.
Other papers by authors:
Firas Khatib,
Seth Cooper,
Michael D Tyka,
Kefan Xu,
Ilya Makedon,
Zoran Popovic,
David Baker,
Foldit Players
Department of Biochemistry, University of Washington, Box 357370, Seattle, WA 98195, USA.
Foldit is a multiplayer online game in which players collaborate and compete to create accurate protein structure models. For specific hard problems, Foldit player solutions can in some cases outperform state-of-the-art computational methods. However, very little is known about how collaborative gameplay produces these results and whether Foldit player strategies can be formalized and structured so that they can be used by computers. To determine whether high performing player strategies could be collectively codified, we augmented the Foldit gameplay mechanics with tools for players to encode their folding strategies as "recipes" and to share their recipes with other players, who are able to further modify and redistribute them. Here we describe the rapid social evolution of player-developed folding algorithms that took place in the year following the introduction of these tools. Players developed over 5,400 different recipes, both by creating new algorithms and by modifying and recombining successful recipes developed by other players. The most successful recipes rapidly spread through the Foldit player population, and two of the recipes became particularly dominant. Examination of the algorithms encoded in these two recipes revealed a striking similarity to an unpublished algorithm developed by scientists over the same period. Benchmark calculations show that the new algorithm independently discovered by scientists and by Foldit players outperforms previously published methods. Thus, online scientific game frameworks have the potential not only to solve hard scientific problems, but also to discover and formalize effective new strategies and algorithms.
Seth Cooper,
Firas Khatib,
Adrien Treuille,
Janos Barbero,
Jeehyung Lee,
Michael Beenen,
Andrew Leaver-Fay,
David Baker,
Zoran Popović,
Foldit Players
Department of Computer Science and Engineering, University of Washington, Box 352350, Seattle, Washington 98195, USA.
People exert large amounts of problem-solving effort playing computer games. Simple image- and text-recognition tasks have been successfully 'crowd-sourced' through games, but it is not clear if more complex scientific problems can be solved with human-directed computing. Protein structure prediction is one such problem: locating the biologically relevant native conformation of a protein is a formidable computational challenge given the very large size of the search space. Here we describe Foldit, a multiplayer online game that engages non-scientists in solving hard prediction problems. Foldit players interact with protein structures using direct manipulation tools and user-friendly versions of algorithms from the Rosetta structure prediction methodology, while they compete and collaborate to optimize the computed energy. We show that top-ranked Foldit players excel at solving challenging structure refinement problems in which substantial backbone rearrangements are necessary to achieve the burial of hydrophobic residues. Players working collaboratively develop a rich assortment of new strategies and algorithms; unlike computational approaches, they explore not only the conformational space but also the space of possible search strategies. The integration of human visual problem-solving and strategy development capabilities with traditional computational algorithms through interactive multiplayer games is a powerful new approach to solving computationally-limited scientific problems.
Firas Khatib,
Frank Dimaio,
Seth Cooper,
Maciej Kazmierczyk,
Miroslaw Gilski,
Szymon Krzywda,
Helena Zabranska,
Iva Pichova,
James Thompson,
Zoran Popović,
Mariusz Jaskolski,
David Baker
Miroslaw Gilski,
Maciej Kazmierczyk,
Szymon Krzywda,
Helena Zábranská,
Seth Cooper,
Zoran Popović,
Firas Khatib,
Frank DiMaio,
James Thompson,
David Baker,
Iva Pichová,
Mariusz Jaskolski
Department of Crystallography, Faculty of Chemistry, A. Mickiewicz University, 60-780 Poznan, Poland.
Mason-Pfizer monkey virus (M-PMV), a D-type retrovirus assembling in the cytoplasm, causes simian acquired immunodeficiency syndrome (SAIDS) in rhesus monkeys. Its pepsin-like aspartic protease (retropepsin) is an integral part of the expressed retroviral polyproteins. As in all retroviral life cycles, release and dimerization of the protease (PR) is strictly required for polyprotein processing and virion maturation. Biophysical and NMR studies have indicated that in the absence of substrates or inhibitors M-PMV PR should fold into a stable monomer, but the crystal structure of this protein could not be solved by molecular replacement despite countless attempts. Ultimately, a solution was obtained in mr-rosetta using a model constructed by players of the online protein-folding game Foldit. The structure indeed shows a monomeric protein, with the N- and C-termini completely disordered. On the other hand, the flap loop, which normally gates access to the active site of homodimeric retropepsins, is clearly traceable in the electron density. The flap has an unusual curled shape and a different orientation from both the open and closed states known from dimeric retropepsins. The overall fold of the protein follows the retropepsin canon, but the C(α) deviations are large and the active-site 'DTG' loop (here NTG) deviates up to 2.7 Å from the standard conformation. This structure of a monomeric retropepsin determined at high resolution (1.6 Å) provides important extra information for the design of dimerization inhibitors that might be developed as drugs for the treatment of retroviral infections, including AIDS.
Firas Khatib,
Frank Dimaio,
Seth Cooper,
Maciej Kazmierczyk,
Miroslaw Gilski,
Szymon Krzywda,
Helena Zabranska,
Iva Pichova,
James Thompson,
Zoran Popović,
Mariusz Jaskolski,
David Baker
Department of Biochemistry, University of Washington, Seattle, Washington, USA.
Following the failure of a wide range of attempts to solve the crystal structure of M-PMV retroviral protease by molecular replacement, we challenged players of the protein folding game Foldit to produce accurate models of the protein. Remarkably, Foldit players were able to generate models of sufficient quality for successful molecular replacement and subsequent structure determination. The refined structure provides new insights for the design of antiretroviral drugs.
Sean J Wu,
Christopher B Eiben,
John H Carra,
Ivan Huang,
David Zong,
Peixian Liu,
Cindy T Wu,
Jeff Nivala,
Josef Dunbar,
Tomas Huber,
Jeffrey Senft,
Rowena Schokman,
Matthew D Smith,
Jeremy H Mills,
Arthur M Friedlander,
David Baker,
Justin B Siegel
Department of Biochemistry, University of Washington, Seattle, Washington 98195, USA.
Past anthrax attacks in the United States have highlighted the need for improved measures against bioweapons. The virulence of anthrax stems from the shielding properties of the Bacillus anthracis poly-γ-d-glutamic acid capsule. In the presence of excess CapD, a B. anthracis γ-glutamyl transpeptidase, the protective capsule is degraded, and the immune system can successfully combat infection. Although CapD shows promise as a next generation protein therapeutic against anthrax, improvements in production, stability, and therapeutic formulation are needed. In this study, we addressed several of these problems through computational protein engineering techniques. We show that circular permutation of CapD improved production properties and dramatically increased kinetic thermostability. At 45 °C, CapD was completely inactive after 5 min, but circularly permuted CapD remained almost entirely active after 30 min. In addition, we identify an amino acid substitution that dramatically decreased transpeptidation activity but not hydrolysis. Subsequently, we show that this mutant had a diminished capsule degradation activity, suggesting that CapD catalyzes capsule degradation through a transpeptidation reaction with endogenous amino acids and peptides in serum rather than hydrolysis.
Justin B Siegel,
Alexandre Zanghellini,
Helena M Lovick,
Gert Kiss,
Abigail R Lambert,
Jennifer L St Clair,
Jasmine L Gallaher,
Donald Hilvert,
Michael H Gelb,
Barry L Stoddard,
Kendall N Houk,
Forrest E Michael,
David Baker
Department of Biochemistry, University of Washington, Seattle, WA 98195, USA.
The Diels-Alder reaction is a cornerstone in organic synthesis, forming two carbon-carbon bonds and up to four new stereogenic centers in one step. No naturally occurring enzymes have been shown to catalyze bimolecular Diels-Alder reactions. We describe the de novo computational design and experimental characterization of enzymes catalyzing a bimolecular Diels-Alder reaction with high stereoselectivity and substrate specificity. X-ray crystallography confirms that the structure matches the design for the most active of the enzymes, and binding site substitutions reprogram the substrate specificity. Designed stereoselective catalysts for carbon-carbon bond-forming reactions should be broadly useful in synthetic chemistry.
Nucleic Acids Res. 2012 Feb 14;:
22334611
Kyle Jacoby,
Michael Metzger,
Betty W Shen,
Michael T Certo,
Jordan Jarjour,
Barry L Stoddard,
Andrew M Scharenberg
Program in Molecular and Cellular Biology, University of Washington, Box 357275, Seattle, WA 98195 Center of Immunity and Immunotherapies, Seattle Children's Research Institute, 1900 9th Avenue, Seattle, WA 98101 Division of Basic Sciences, Fred Hutchinson Cancer Research Center, 1100 Fairview Avenue N. A3-025, Seattle, WA 98109 and Pregenen, 454 N.34th Street, Seattle, WA 98103, USA.
LAGLIDADG homing endonucleases (LHEs) are a family of highly specific DNA endonucleases capable of recognizing target sequences ∼20 bp in length, thus drawing intense interest for their potential academic, biotechnological and clinical applications. Methods for rational design of LHEs to cleave desired target sites are presently limited by a small number of high-quality native LHEs to serve as scaffolds for protein engineering-many are unsatisfactory for gene targeting applications. One strategy to address such limitations is to identify close homologs of existing LHEs possessing superior biophysical or catalytic properties. To test this concept, we searched public sequence databases to identify putative LHE open reading frames homologous to the LHE I-AniI and used a DNA binding and cleavage assay using yeast surface display to rapidly survey a subset of the predicted proteins. These proteins exhibited a range of capacities for surface expression and also displayed locally altered binding and cleavage specificities with a range of in vivo cleavage activities. Of these enzymes, I-HjeMI demonstrated the greatest activity in vivo and was readily crystallizable, allowing a comparative structural analysis. Taken together, our results suggest that even highly homologous LHEs offer a readily accessible resource of related scaffolds that display diverse biochemical properties for biotechnological applications.
Sagar D Khare,
Yakov Kipnis,
Per Greisen Jr,
Ryo Takeuchi,
Yacov Ashani,
Moshe Goldsmith,
Yifan Song,
Jasmine L Gallaher,
Israel Silman,
Haim Leader,
Joel L Sussman,
Barry L Stoddard,
Dan S Tawfik,
David Baker
Department of Biochemistry, University of Washington, Seattle, Washington, USA.
The ability to redesign enzymes to catalyze noncognate chemical transformations would have wide-ranging applications. We developed a computational method for repurposing the reactivity of metalloenzyme active site functional groups to catalyze new reactions. Using this method, we engineered a zinc-containing mouse adenosine deaminase to catalyze the hydrolysis of a model organophosphate with a catalytic efficiency (k(cat)/K(m)) of ~10(4) M(-1) s(-1) after directed evolution. In the high-resolution crystal structure of the enzyme, all but one of the designed residues adopt the designed conformation. The designed enzyme efficiently catalyzes the hydrolysis of the R(P) isomer of a coumarinyl analog of the nerve agent cyclosarin, and it shows marked substrate selectivity for coumarinyl leaving groups. Computational redesign of native enzyme active sites complements directed evolution methods and offers a general approach for exploring their untapped catalytic potential for new reactivities.
Division of Basic Sciences, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave. N. A3-025, Seattle, WA 98109, USA.
A type IIG restriction endonuclease, RM.BpuSI from Bacillus pumilus, has been characterized and its X-ray crystal structure determined at 2.35Å resolution. The enzyme is comprised of an array of 5-folded domains that couple the enzyme's N-terminal endonuclease domain to its C-terminal target recognition and methylation activities. The REase domain contains a PD-x(15)-ExK motif, is closely superimposable against the FokI endonuclease domain, and coordinates a single metal ion. A helical bundle domain connects the endonuclease and methyltransferase (MTase) domains. The MTase domain is similar to the N6-adenine MTase M.TaqI, while the target recognition domain (TRD or specificity domain) resembles a truncated S subunit of Type I R-M system. A final structural domain, that may form additional DNA contacts, interrupts the TRD. DNA binding and cleavage must involve large movements of the endonuclease and TRD domains, that are probably tightly coordinated and coupled to target site methylation status.
Latest similar papers:
J Am Chem Soc. 2011 Oct 11;:
21988601
Ce Shi,
Todd W Geders,
Sae Woong Park,
Daniel J Wilson,
Helena I Boshoff,
Abayomi Orisadipe,
Clifton E Barry,
Dirk Schnappinger,
Barry C Finzel,
Courtney C Aldrich
BioA catalyzes the second step of biotin biosynthesis and this enzyme represents a potential target to develop new antitubercular agents. Herein we report the design, synthesis, and biochemical characterization of a mechanism-based inhibitor (1) featuring a 3,6-dihydropyrid-2-one heterocycle that covalently modifies the pyridoxal 5'-phosphate (PLP) cofactor of BioA through aromatization. The structure of the PLP adduct was confirmed by MS/MS and X-ray crystallography at 1.94 Å resolution. Inactivation of BioA by 1 was time- and concentration-dependent and protected by substrate. We used a conditional knock-down mutant of M. tuberculosis to demonstrate the antitubercular activity of 1 correlated with BioA expression and these results provide support for the designed mechanism of action.
Department of Bioinformatics, Center for Medical Biotechnology, University of Duisburg-Essen, Universitaetsstra β e 1-5, 45117 Essen, Germany.
Computational design of novel proteins with well-defined functions is an ongoing topic in computational biology. In this work, we generated and optimized a new synthetic fusion protein using an evolutionary approach. The optimization was guided by directed evolution based on hydrophobicity scores, molecular weight, and secondary structure predictions. Several methods were used to refine the models built from the resulting sequences. We have successfully combined two unrelated naturally occurring binding sites, the immunoglobin Fc-binding site of the Z domain and the DNA-binding motif of MyoD bHLH, into a novel stable protein.
PLoS One. 2011 ;6 (8):e24109
21909381
Po-Ssu Huang,
Yih-En Andrew Ban,
Florian Richter,
Ingemar Andre,
Robert Vernon,
William R Schief,
David Baker
Department of Biochemistry, University of Washington, Seattle, Washington, United States of America.
We describe RosettaRemodel, a generalized framework for flexible protein design that provides a versatile and convenient interface to the Rosetta modeling suite. RosettaRemodel employs a unified interface, called a blueprint, which allows detailed control over many aspects of flexible backbone protein design calculations. RosettaRemodel allows the construction and elaboration of customized protocols for a wide range of design problems ranging from loop insertion and deletion, disulfide engineering, domain assembly, loop remodeling, motif grafting, symmetrical units, to de novo structure modeling.
Andrew J Gates,
Gemma L Kemp,
Chun Yip To,
James Mann,
Sophie J Marritt,
Andrew G Mayes,
David J Richardson,
Julea N Butt
Centre for Molecular and Structural Biochemistry, School of Chemistry and School of Biological Sciences, University of East Anglia, Norwich Research Park, Norwich, NR4 7TJ, UK.
In protein film electrochemistry a redox protein of interest is studied as an electroactive film adsorbed on an electrode surface. For redox enzymes this configuration allows quantification of the relationship between catalytic activity and electrochemical potential. Considered as a function of enzyme environment, i.e., pH, substrate concentration etc., the activity-potential relationship provides a fingerprint of activity unique to a given enzyme. Here we consider the nature of the activity-potential relationship in terms of both its cellular impact and its origin in the structure and catalytic mechanism of the enzyme. We propose that the activity-potential relationship of a redox enzyme is tuned to facilitate cellular function and highlight opportunities to test this hypothesis through computational, structural, biochemical and cellular studies.
Josep M López-Valbuena,
Eduardo C Escudero-Adan,
Jordi Benet-Buchholz,
Zoraida Freixa,
Piet W N M van Leeuwen
Institute of Chemical Research of Catalonia (ICIQ), Avgda. Països Catalans 16, Tarragona, Spain.
New diphosphines based on benzofurobenzofuran and dibenzodioxocin backbones, forming exclusively bimetallic complexes were designed and synthesized. Depending on the ligand to metal ratio, face-to-face bimetallic complexes or syn-chloride bridged dimeric complexes were formed as main reaction products. The structures of the rhodium complexes of the new ligands 4, 7, 10, 13, 16 were established in solution by NMR, IR, and MS spectroscopy. The molecular structures of the syn-chloride bridged dimeric complexes [Rh(2)(CO)(2)(mu-Cl)(2)(4)](22),[Rh(2)(CO)(2)(mu-Cl)(2)(10)](24), and the face-to-face bimetallic complexes [Rh(CO)Cl(4)](2)(17),[Rh(CO)Cl(10)](2)(19), and [Rh(CO)Cl(13)](2)(20) were confirmed by X-ray crystallography. Ligands 4, 7, 10, 13, 16, and SPANphos were tested in rhodium catalyzed methanol carbonylation at 150 degrees C and 22 bar of CO gas, showing high activities under catalytic conditions.
Justin B Siegel,
Alexandre Zanghellini,
Helena M Lovick,
Gert Kiss,
Abigail R Lambert,
Jennifer L St Clair,
Jasmine L Gallaher,
Donald Hilvert,
Michael H Gelb,
Barry L Stoddard,
Kendall N Houk,
Forrest E Michael,
David Baker
Department of Biochemistry, University of Washington, Seattle, WA 98195, USA.
The Diels-Alder reaction is a cornerstone in organic synthesis, forming two carbon-carbon bonds and up to four new stereogenic centers in one step. No naturally occurring enzymes have been shown to catalyze bimolecular Diels-Alder reactions. We describe the de novo computational design and experimental characterization of enzymes catalyzing a bimolecular Diels-Alder reaction with high stereoselectivity and substrate specificity. X-ray crystallography confirms that the structure matches the design for the most active of the enzymes, and binding site substitutions reprogram the substrate specificity. Designed stereoselective catalysts for carbon-carbon bond-forming reactions should be broadly useful in synthetic chemistry.
Department of Life Science and Biotechnology, Faculty of Chemistry, Materials, and Bioengineering, Kansai University, 3-3-35 Yamate-Cho, Suita, Osaka-Fu 564-8680, Japan.
We succeeded in constructing the Glu219Ala/Asp225Ala (i.e., E219A/D225A) serine racemase (SerR) by site-directed mutagenesis, and the effects of Mg(2+) on the catalytic efficiency and the structure were compared between the E219A/D225A-SerR and the wild-type protein. This is the first example of a serine racemase whose amino acid residues in the Mg(2+)-binding site were replaced with other amino acids by site-directed mutagenesis. Neither the serine racemase nor the dehydratase activities of the E219A/D225A-SerR were affected by the addition of Mg(2+), and Glu219 and Asp225 of the SerR are the essential amino acid residues for Mg(2+) to affect both kinds of enzyme activities. Therefore, Glu219 and Asp225 mediate the effects of Mg(2+) on the activity and are important for the SerR to form the Mg(2+)-binding site. Judging from the difference of the K(eq) values between the E219A/D225A-SerR and the SerR, Mg(2+) might affect the equilibrium states in the racemase reaction. The fluorescence quenching analysis of the E219A/D225A-SerR showed that Mg(2+) bound to Glu219 and Asp225 of the SerR probably causes a conformational change in the ternary structure of the SerR.
The School of Chemistry, University of Bristol, Cantock's Close, Bristol, UKBS8 1TS.
The synthesis and characterisation of a number of group nine complexes containing the recently reported ligand, diphenyl-2-(3-methyl)indolylphosphine, is presented herein. The complexes [RhCl(COD){PPh(2)(C(9)H(8)N)}](1),[IrCl(COD){PPh(2)(C(9)H(8)N)}](2),[RhCl(NBD){PPh(2)(C(9)H(8)N)}](3) and [Rh(COD)(MeCN){PPh(2)(C(9)H(8)N)}]BF(4)(4)(where COD = 1,5-cyclooctadiene, NBD = 2,5- norbornadiene) have been structurally characterised by X-ray crystallography. The complex [Rh(2)(COD)(2){N(Me)[double bond, length as m-dash]C(H)Ph)}{PPh(2)(C(9)H(8)N)}][BF(4)](2)(8) was also isolated and structurally characterised. Complex 8 contains a '[Rh(COD)]' fragment coordinated to the aromatic ring of the indolyl group, providing the first example of a eta(6) coordination mode for this ligand. The synthesised complexes were investigated for their activity in the catalytic transfer hydrogenation of ketones and found to be moderately active catalysts.
Department of Pharmacology, University of Oxford, Mansfield Road, Oxford OX1 3QT, UK.
Azoreductases are important due to their ability to activate anti-inflammatory azo pro-drugs and to detoxify azo dyes. Three genes encoding azoreductases have been identified in Pseudomonas aeruginosa. We describe here a comparison of the three enzymes. The pure recombinant proteins each have a distinct substrate specificity profile against a range of azo substrates. Using the structure of P. aeruginosa azoreductase (paAzoR) 1 and the homology models of paAzoR2 and paAzoR3, we have identified residues important for substrate specificity. We have defined a novel flavin mononucleotide binding cradle, which is a recurrent motif in many flavodoxin-like proteins. A novel structure of paAzoR1 with the azo pro-drug balsalazide bound within the active site was determined by X-ray crystallography and demonstrates that the substrate is present in a hydrazone tautomer conformation. We propose that the structure with balsalazide bound represents an enzyme intermediate and, together with the flavin mononucleotide binding cradle, we propose a novel catalytic mechanism.
Biochemistry. 2010 Jan 21;:
20092359
Cit:3
Poly-ADP-ribose polymerases (PARPs) catalyze transfer of ADP-ribose from NAD+ to specific residues in their substrate proteins or to growing ADP-ribose chains. PARP activity is involved in processes such as chromatin remodelling, transcription control, and DNA repair. Inhibitors of PARP activity may be useful in cancer therapy. PARP2 is the family member that is most similar to PARP1, and the two can act together as heterodimers. We used X-ray crystallography to determine two structures of the catalytic domain of human PARP2; the complexes with the PARP inhibitors 3-aminobenzamide and ABT-888. These results contribute to understanding of structural features and compound properties that can be employed to develop selective inhibitors of human ADP-ribosyltransferases.
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