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Meng F, Wang C, Kurgan L. fDETECT webserver: fast predictor of propensity for protein production, purification, and crystallization. BMC Bioinformatics 2018; 18:580. [PMID: 29295714 PMCID: PMC6389161 DOI: 10.1186/s12859-017-1995-z] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2017] [Accepted: 12/06/2017] [Indexed: 02/26/2023] Open
Abstract
Background Development of predictors of propensity of protein sequences for successful crystallization has been actively pursued for over a decade. A few novel methods that expanded the scope of these predictions to address additional steps of protein production and structure determination pipelines were released in recent years. The predictive performance of the current methods is modest. This is because the only input that they use is the protein sequence and since the experimental annotations of these data might be inconsistent given that they were collected across many laboratories and centers. However, even these modest levels of predictive quality are still practical compared to the reported low success rates of crystallization, which are below 10%. We focus on another important aspect related to a high computational cost of running the predictors that offer the expanded scope. Results We introduce a novel fDETECT webserver that provides very fast and modestly accurate predictions of the success of protein production, purification, crystallization, and structure determination. Empirical tests on two datasets demonstrate that fDETECT is more accurate than the only other similarly fast method, and similarly accurate and three orders of magnitude faster than the currently most accurate predictors. Our method predicts a single protein in about 120 milliseconds and needs less than an hour to generate the four predictions for an entire human proteome. Moreover, we empirically show that fDETECT secures similar levels of predictive performance when compared with four representative methods that only predict success of crystallization, while it also provides the other three predictions. A webserver that implements fDETECT is available at http://biomine.cs.vcu.edu/servers/fDETECT/. Conclusions fDETECT is a computational tool that supports target selection for protein production and X-ray crystallography-based structure determination. It offers predictive quality that matches or exceeds other state-of-the-art tools and is especially suitable for the analysis of large protein sets.
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Affiliation(s)
- Fanchi Meng
- Department of Electrical and Computer Engineering, University of Alberta, Edmonton, AB, Canada
| | - Chen Wang
- Department of Computer Science, Virginia Commonwealth University, Richmond, VA, USA
| | - Lukasz Kurgan
- Department of Computer Science, Virginia Commonwealth University, Richmond, VA, USA.
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Hughes SR, Dowd PF, Hector RE, Riedmuller SB, Bartolett S, Mertens JA, Qureshi N, Liu S, Bischoff KM, Li XL, Jackson JS, Sterner D, Panavas T, Rich JO, Farrelly PJ, Butt T, Cotta MA. Cost-Effective High-Throughput Fully Automated Construction of a Multiplex Library of Mutagenized Open Reading Frames for an Insecticidal Peptide Using a Plasmid-Based Functional Proteomic Robotic Workcell with Improved Vacuum System. ACTA ACUST UNITED AC 2016. [DOI: 10.1016/j.jala.2007.04.007] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Robotic platforms are essential for production of large numbers of expression-ready plasmid sets to develop optimized clones and improved microbial strains for crucial bioenergy applications and simultaneous high-value peptide expression. Here we demonstrate a plasmid-based integrated robotic workcell, modified with a motorized vacuum filtration system, for performing fully automated molecular biology protocols, including assembly of mutagenized gene sequences, purification of PCR amplicons, ligation of PCR products into vectors, transformation of competent Escherichia coli, plating of recovered transformants, plasmid preparation, cloning, and expression of optimized genes. A library of genes encoding variants of wolf spider lycotoxin-1, a candidate bioinsecticide, was produced using PCR mutagenesis in an amino acid scanning strategy to generate a complete set of mutations across the lycotoxin-1 gene. The improved vacuum filtration system permits automated purification of PCR products. Methods for recovery and growth of bacteria containing plasmids with PCR inserts allow individual colony formation on a novel solid medium in a deepwell plate. Inserts are cloned into a bacterial vector to verify expression. These protocols form the core of a fully automated molecular biology platform that reduces the cost and time required to perform all operations. (JALA 2007;12:202–12)
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Affiliation(s)
- Stephen R. Hughes
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | - Patrick F. Dowd
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | - Ronald E. Hector
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | | | | | - Jeffrey A. Mertens
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | - Nasib Qureshi
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | - Siqing Liu
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | - Kenneth M. Bischoff
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | - Xin-Liang Li
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | - John S. Jackson
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | | | | | - Joseph O. Rich
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
| | | | | | - Michael A. Cotta
- United States Department of Agriculture (USDA), Agricultural Research Service (ARS), National Center for Agricultural Utilization Research (NCAUR), Peoria, IL
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Bonacci S, Buccato S, Maione D, Petracca R. Successful completion of a semi-automated enzyme-free cloning method. ACTA ACUST UNITED AC 2016; 17:57-66. [PMID: 27507291 DOI: 10.1007/s10969-016-9207-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2016] [Accepted: 08/02/2016] [Indexed: 12/13/2022]
Abstract
Nowadays, in scientific fields such as Structural Biology or Vaccinology, there is an increasing need of fast, effective and reproducible gene cloning and expression processes. Consequently, the implementation of robotic platforms enabling the automation of protocols is becoming a pressing demand. The main goal of our study was to set up a robotic platform devoted to the high-throughput automation of the polymerase incomplete primer extension cloning method, and to evaluate its efficiency compared to that achieved manually, by selecting a set of bacterial genes that were processed either in the automated platform (330) or manually (94). Here we show that we successfully set up a platform able to complete, with high efficiency, a wide range of molecular biology and biochemical steps. 329 gene targets (99 %) were effectively amplified using the automated procedure and 286 (87 %) of these PCR products were successfully cloned in expression vectors, with cloning success rates being higher for the automated protocols respect to the manual procedure (93.6 and 74.5 %, respectively).
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Design and Construction of a First-Generation High-Throughput Integrated Robotic Molecular Biology Platform for Bioenergy Applications. ACTA ACUST UNITED AC 2011; 16:292-307. [DOI: 10.1016/j.jala.2011.04.004] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2011] [Indexed: 01/01/2023]
Abstract
The molecular biological techniques for plasmid-based assembly and cloning of gene open reading frames are essential for elucidating the function of the proteins encoded by the genes. High-throughput integrated robotic molecular biology platforms that have the capacity to rapidly clone and express heterologous gene open reading frames in bacteria and yeast and to screen large numbers of expressed proteins for optimized function are an important technology for improving microbial strains Published by Elsevier Inc. on behalf of the Society for Laboratory Automation and Screening for biofuel production. The process involves the production of full-length complementary DNA libraries as a source of plasmid-based clones to express the desired proteins in active form for determination of their functions. Proteins that were identified by high-throughput screening as having desired characteristics are overexpressed in microbes to enable them to perform functions that will allow more cost-effective and sustainable production of biofuels. Because the plasmid libraries are composed of several thousand unique genes, automation of the process is essential. This review describes the design and implementation of an automated integrated programmable robotic workcell capable of producing complementary DNA libraries, colony picking, isolating plasmid DNA, transforming yeast and bacteria, expressing protein, and performing appropriate functional assays. These operations will allow tailoring microbial strains to use renewable feedstocks for production of biofuels, bioderived chemicals, fertilizers, and other coproducts for profitable and sustainable biorefineries.
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Rickert KW, Patel SB, Allison TJ, Byrne NJ, Darke PL, Ford RE, Guerin DJ, Hall DL, Kornienko M, Lu J, Munshi SK, Reid JC, Shipman JM, Stanton EF, Wilson KJ, Young JR, Soisson SM, Lumb KJ. Structural basis for selective small molecule kinase inhibition of activated c-Met. J Biol Chem 2011; 286:11218-25. [PMID: 21247903 DOI: 10.1074/jbc.m110.204404] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The receptor tyrosine kinase c-Met is implicated in oncogenesis and is the target for several small molecule and biologic agents in clinical trials for the treatment of cancer. Binding of the hepatocyte growth factor to the cell surface receptor of c-Met induces activation via autophosphorylation of the kinase domain. Here we describe the structural basis of c-Met activation upon autophosphorylation and the selective small molecule inhibiton of autophosphorylated c-Met. MK-2461 is a potent c-Met inhibitor that is selective for the phosphorylated state of the enzyme. Compound 1 is an MK-2461 analog with a 20-fold enthalpy-driven preference for the autophosphorylated over unphosphorylated c-Met kinase domain. The crystal structure of the unbound kinase domain phosphorylated at Tyr-1234 and Tyr-1235 shows that activation loop phosphorylation leads to the ejection and disorder of the activation loop and rearrangement of helix αC and the G loop to generate a viable active site. Helix αC adopts a orientation different from that seen in activation loop mutants. The crystal structure of the complex formed by the autophosphorylated c-Met kinase domain and compound 1 reveals a significant induced fit conformational change of the G loop and ordering of the activation loop, explaining the selectivity of compound 1 for the autophosphorylated state. The results highlight the role of structural plasticity within the kinase domain in imparting the specificity of ligand binding and provide the framework for structure-guided design of activated c-Met inhibitors.
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Affiliation(s)
- Keith W Rickert
- Global Structural Biology, Merck Research Laboratories, West Point, Pennsylvania 19486, USA
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Sunami T, Byrne N, Diehl RE, Funabashi K, Hall DL, Ikuta M, Patel SB, Shipman JM, Smith RF, Takahashi I, Zugay-Murphy J, Iwasawa Y, Lumb KJ, Munshi SK, Sharma S. Structural basis of human p70 ribosomal S6 kinase-1 regulation by activation loop phosphorylation. J Biol Chem 2009; 285:4587-94. [PMID: 19864428 DOI: 10.1074/jbc.m109.040667] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
p70 ribosomal S6 kinase (p70S6K) is a downstream effector of the mTOR signaling pathway involved in cell proliferation, cell growth, cell-cycle progression, and glucose homeostasis. Multiple phosphorylation events within the catalytic, autoinhibitory, and hydrophobic motif domains contribute to the regulation of p70S6K. We report the crystal structures of the kinase domain of p70S6K1 bound to staurosporine in both the unphosphorylated state and in the 3'-phosphoinositide-dependent kinase-1-phosphorylated state in which Thr-252 of the activation loop is phosphorylated. Unphosphorylated p70S6K1 exists in two crystal forms, one in which the p70S6K1 kinase domain exists as a monomer and the other as a domain-swapped dimer. The crystal structure of the partially activated kinase domain that is phosphorylated within the activation loop reveals conformational ordering of the activation loop that is consistent with a role in activation. The structures offer insights into the structural basis of the 3'-phosphoinositide-dependent kinase-1-induced activation of p70S6K and provide a platform for the rational structure-guided design of specific p70S6K inhibitors.
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Affiliation(s)
- Tomoko Sunami
- Department of Chemistry, Tsukuba Research Institute, Banyu Pharmaceutical Company, Limited, Tsukuba, Ibaraki, 300-2611, Japan.
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Ikuta M, Kornienko M, Byrne N, Reid JC, Mizuarai S, Kotani H, Munshi SK. Crystal structures of the N-terminal kinase domain of human RSK1 bound to three different ligands: Implications for the design of RSK1 specific inhibitors. Protein Sci 2007; 16:2626-35. [PMID: 17965187 DOI: 10.1110/ps.073123707] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
The p90 ribosomal S6 kinases (RSKs) also known as MAPKAP-Ks are serine/threonine protein kinases that are activated by ERK or PDK1 and act as downstream effectors of mitogen-activated protein kinase (MAPK). RSK1, a member of the RSK family, contains two distinct kinase domains in a single polypeptide chain, the regulatory C-terminal kinase domain (CTKD) and the catalytic N-terminal kinase domain (NTKD). Autophosphorylation of the CTKD leads to activation of the NTKD that subsequently phosphorylates downstream substrates. Here we report the crystal structures of the unactivated RSK1 NTKD bound to different ligands at 2.0 A resolution. The activation loop and helix alphaC, key regulatory elements of kinase function, are disordered. The DFG motif of the inactive RSK1 adopts an "active-like" conformation. The beta-PO(4) group in the AMP-PCP complex adopts a unique conformation that may contribute to inactivity of the enzyme. Structures of RSK1 ligand complexes offer insights into the design of novel anticancer agents and into the regulation of the catalytic activity of RSKs.
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Affiliation(s)
- Mari Ikuta
- Department of Structural Biology, Merck Research Laboratories, West Point, Pennsylvania 19486, USA. mari_ikuta@.merck.com
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Zhou Y, Paturi S, Lindo P, Shoesmith SM, Singh BR. Cloning, Expression, Purification, and Characterization of Biologically Active Recombinant Hemagglutinin-33, Type A Botulinum Neurotoxin Associated Protein. Protein J 2007; 26:29-37. [PMID: 17211684 DOI: 10.1007/s10930-006-9041-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
Abstract
Botulinum neurotoxin type A, the most toxic substance known to mankind, is produced by Clostridiurn botulinum type A as a complex with a group of neurotoxin-associated proteins (NAPs) through polycistronic expression of a clustered group of genes. Hemagglutinin-33 (Hn-33) is a 33 kDa subcomponent of NAPs, which is resistant to protease digestion, a feature likely to be involved in the protection of the botulinum neurotoxin from proteolysis. In order to fully understand the function of Hn-33, large amounts of Hn-33 will be needed without dealing with biosafety risks to grow large cultures of C. botulinum. There are difficulties to clone the genes with the high A + T contents produced by C. botulinum. We report here for the first time using the Gateway technology to clone functional Hn-33 that has been expressed in E. coli. The yield of the recombinant Hn-33 was about 12 mg per liter of E. coli culture. The recombinant Hn-33 folds well in aqueous solution as shown with circular dichroism spectra, resists temperature-denaturation, is totally resistant to trypsin proteolysis despite the presence of cleavage sites on the molecular surface, and maintains its biological activities comparable to the native Hn-33 hemagglutination.
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Affiliation(s)
- Yu Zhou
- Department of Chemistry and Biochemistry, University of Massachusetts Dartmouth, 285 Old Westport Road, North Dartmouth, MA, 02747, USA
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Hartley JL. Cloning technologies for protein expression and purification. Curr Opin Biotechnol 2006; 17:359-66. [PMID: 16839756 DOI: 10.1016/j.copbio.2006.06.011] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2006] [Revised: 05/20/2006] [Accepted: 06/28/2006] [Indexed: 11/25/2022]
Abstract
Detailed knowledge of the biochemistry and structure of individual proteins is fundamental to biomedical research. To further our understanding, however, proteins need to be purified in sufficient quantities, usually from recombinant sources. Although the sequences of genomes are now produced in automated factories purified proteins are not, because their behavior is much more variable. The construction of plasmids and viruses to overexpress proteins for their purification is often tedious. Alternatives to traditional methods that are faster, easier and more flexible are needed and are becoming available.
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Affiliation(s)
- James L Hartley
- Protein Expression Laboratory, Research Technology Program, SAIC-Frederick, Inc, NCI-Frederick, Frederick, MD 21702, USA.
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