Experimental Strategies for Functional Annotation and Metabolism Discovery: Targeted Screening of Solute Binding Proteins and Unbiased Panning of Metabolomes

The rate at which genome sequencing data is accruing demands enhanced methods for functional annotation and metabolism discovery. Solute binding proteins (SBPs) facilitate the transport of the first reactant in a metabolic pathway, thereby constraining the regions of chemical space and the chemistries that must be considered for pathway reconstruction. We describe high-throughput protein production and differential scanning fluorimetry platforms, which enabled the screening of 158 SBPs against a 189 component library specifically tailored for this class of proteins. Like all screening efforts, this approach is limited by the practical constraints imposed by construction of the library, i.e., we can study only those metabolites that are known to exist and which can be made in sufficient quantities for experimentation. To move beyond these inherent limitations, we illustrate the promise of crystallographic- and mass spectrometric-based approaches for the unbiased use of entire metabolomes as screening libraries. Together, our approaches identified 40 new SBP ligands, generated experiment-based annotations for 2084 SBPs in 71 isofunctional clusters, and defined numerous metabolic pathways, including novel catabolic pathways for the utilization of ethanolamine as sole nitrogen source and the use of d-Ala-d-Ala as sole carbon source. These efforts begin to define an integrated strategy for realizing the full value of amassing genome sequence data.

[1]  Tomasz K. Wirecki,et al.  MODOMICS: a database of RNA modification pathways. 2017 update , 2017, Nucleic Acids Res..

[2]  J. Gerlt,et al.  Investigating the Physiological Roles of Low-Efficiency d-Mannonate and d-Gluconate Dehydratases in the Enolase Superfamily: Pathways for the Catabolism of l-Gulonate and l-Idonate , 2014, Biochemistry.

[3]  Joosu Kuivanen,et al.  The yjjN of E. coli codes for an l-galactonate dehydrogenase and can be used for quantification of l-galactonate and l-gulonate , 2014, Applied Biochemistry and Biotechnology.

[4]  Mikhail S. Gelfand,et al.  Comparative genomics and evolution of regulons of the LacI-family transcription factors , 2014, Front. Microbiol..

[5]  Steven C. Almo,et al.  Discovery of Function in the Enolase Superfamily: d-Mannonate and d-Gluconate Dehydratases in the d-Mannonate Dehydratase Subgroup , 2014, Biochemistry.

[6]  Gregory J. Crowther,et al.  Plasmodium gametocyte inhibition identified from a natural-product-based fragment library. , 2013, ACS chemical biology.

[7]  Shoshana D. Brown,et al.  Discovery of new enzymes and metabolic pathways using structure and genome context , 2013, Nature.

[8]  Patricia C. Babbitt,et al.  Structure-guided discovery of the metabolite carboxy-SAM that modulates tRNA function , 2013, Nature.

[9]  N. Grishin,et al.  Tagaturonate-fructuronate epimerase UxaE, a novel enzyme in the hexuronate catabolic network in Thermotoga maritima. , 2012, Environmental microbiology.

[10]  Heidi J. Imker,et al.  A RubisCO like protein links SAM metabolism with isoprenoid biosynthesis , 2012, Nature chemical biology.

[11]  Patricia C. Babbitt,et al.  Pythoscape: a framework for generation of large protein similarity networks , 2012, Bioinform..

[12]  Heidi J. Imker,et al.  The Enzyme Function Initiative. , 2011, Biochemistry.

[13]  Robert D. Finn,et al.  InterPro in 2011: new developments in the family and domain prediction database , 2011, Nucleic acids research.

[14]  D. Blot,et al.  A thermal stability assay can help to estimate the crystallization likelihood of biological samples. , 2011, Acta crystallographica. Section D, Biological crystallography.

[15]  M. Gelfand,et al.  Comparative Genomic Analysis of the Hexuronate Metabolism Genes and Their Regulation in Gammaproteobacteria , 2011, Journal of bacteriology.

[16]  Owen Johnson,et al.  iMOSFLM: a new graphical interface for diffraction-image processing with MOSFLM , 2011, Acta crystallographica. Section D, Biological crystallography.

[17]  F. Mancia,et al.  High-throughput expression and purification of membrane proteinsFilippo , 2010 .

[18]  G. Thomas,et al.  Caught in a TRAP: substrate-binding proteins in secondary transport. , 2010, Trends in microbiology.

[19]  Brian D. Marsden,et al.  High-throughput production of human proteins for crystallization: The SGC experience , 2010, Journal of structural biology.

[20]  Ai-min Chen,et al.  Identification of a TRAP transporter for malonate transport and its expression regulated by GtrA from Sinorhizobium meliloti. , 2010, Research in microbiology.

[21]  Lutz Schmitt,et al.  A structural classification of substrate‐binding proteins , 2010, FEBS letters.

[22]  D. Garsin Ethanolamine utilization in bacterial pathogens: roles and regulation , 2010, Nature Reviews Microbiology.

[23]  Patricia C. Babbitt,et al.  Annotation Error in Public Databases: Misannotation of Molecular Function in Enzyme Superfamilies , 2009, PLoS Comput. Biol..

[24]  E. Bremer,et al.  The crystal structure of UehA in complex with ectoine-A comparison with other TRAP-T binding proteins. , 2009, Journal of molecular biology.

[25]  Ronald J. Quinn,et al.  Non-zinc mediated inhibition of carbonic anhydrases: coumarins are a new class of suicide inhibitors. , 2009, Journal of the American Chemical Society.

[26]  Thomas E. Ferrin,et al.  Using Sequence Similarity Networks for Visualization of Relationships Across Diverse Protein Superfamilies , 2009, PloS one.

[27]  J. Griffitts,et al.  Control of Gluconate Utilization in Sinorhizobium meliloti , 2008, Journal of bacteriology.

[28]  Christine Ziegler,et al.  1.55 A structure of the ectoine binding protein TeaA of the osmoregulated TRAP-transporter TeaABC from Halomonas elongata. , 2008, Biochemistry.

[29]  R. Quinn,et al.  Direct Screening of Natural Product Extracts Using Mass Spectrometry , 2008, Journal of biomolecular screening.

[30]  Randy J. Read,et al.  Dauter Iterative model building , structure refinement and density modification with the PHENIX AutoBuild wizard , 2007 .

[31]  G. Björk,et al.  The wobble hypothesis revisited: uridine-5-oxyacetic acid is critical for reading of G-ending codons. , 2007, RNA.

[32]  F. Niesen,et al.  The use of differential scanning fluorimetry to detect ligand interactions that promote protein stability , 2007, Nature Protocols.

[33]  Brian G Fox,et al.  A combined approach to improving large-scale production of tobacco etch virus protease. , 2007, Protein expression and purification.

[34]  C. Locht,et al.  Crystal structures of two Bordetella pertussis periplasmic receptors contribute to defining a novel pyroglutamic acid binding DctP subfamily. , 2007, Journal of molecular biology.

[35]  P. Poole,et al.  Mapping the Sinorhizobium meliloti 1021 solute-binding protein-dependent transportome , 2006, Proceedings of the National Academy of Sciences.

[36]  Kevin Cowtan,et al.  The Buccaneer software for automated model building. 1. Tracing protein chains. , 2006, Acta crystallographica. Section D, Biological crystallography.

[37]  A. L. Spekb,et al.  The 'Buccaneer' software for automated protein chain tracing , 2006 .

[38]  Wladek Minor,et al.  HKL-3000: the integration of data reduction and structure solution--from diffraction images to an initial model in minutes. , 2006, Acta crystallographica. Section D, Biological crystallography.

[39]  Marcin Feder,et al.  MODOMICS: a database of RNA modification pathways , 2005, Nucleic Acids Res..

[40]  F. Studier,et al.  Protein production by auto-induction in high density shaking cultures. , 2005, Protein expression and purification.

[41]  Hideyuki Suzuki,et al.  A Novel Putrescine Utilization Pathway Involves γ-Glutamylated Intermediates of Escherichia coli K-12* , 2005, Journal of Biological Chemistry.

[42]  S. J. Nasvall,et al.  The modified wobble nucleoside uridine-5-oxyacetic acid in tRNAPro(cmo5UGG) promotes reading of all four proline codons in vivo. , 2004, RNA.

[43]  M. J. Lemieux,et al.  Glycerol-3-phosphate transporter of Escherichia coli: structure, function and regulation. , 2004, Research in microbiology.

[44]  S. Brunak,et al.  Improved prediction of signal peptides: SignalP 3.0. , 2004, Journal of molecular biology.

[45]  Ian W. Davis,et al.  MolProbity: structure validation and all-atom contact analysis for nucleic acids and their complexes , 2004 .

[46]  P. Shannon,et al.  Cytoscape: a software environment for integrated models of biomolecular interaction networks. , 2003, Genome research.

[47]  H. Kunte,et al.  The substrate-binding protein TeaA of the osmoregulated ectoine transporter TeaABC from Halomonas elongata: purification and characterization of recombinant TeaA. , 2002, FEMS microbiology letters.

[48]  H. Kunte,et al.  New Type of Osmoregulated Solute Transporter Identified in Halophilic Members of the Bacteria Domain: TRAP Transporter TeaABC Mediates Uptake of Ectoine and Hydroxyectoine in Halomonas elongata DSM 2581T , 2002, Journal of bacteriology.

[49]  A. Kiener,et al.  Transformation of Isopropylamine to l-Alaninol by Pseudomonas sp. Strain KIE171 Involves N-Glutamylated Intermediates , 2002, Applied and Environmental Microbiology.

[50]  Thomas D. Schmittgen,et al.  Analysis of relative gene expression data using real-time quantitative PCR and the 2(-Delta Delta C(T)) Method. , 2001, Methods.

[51]  Victor S. Lobanov,et al.  High-Density Miniaturized Thermal Shift Assays as a General Strategy for Drug Discovery , 2001 .

[52]  G. Thomas,et al.  The tripartite ATP-independent periplasmic (TRAP) transporters of bacteria and archaea. , 2001, FEMS microbiology reviews.

[53]  C. Rodrigues-Pousada,et al.  Thermostabilization of Proteins by Diglycerol Phosphate, a New Compatible Solute from the HyperthermophileArchaeoglobus fulgidus , 2000, Applied and Environmental Microbiology.

[54]  C. Walsh,et al.  VanX, a bacterial D-alanyl-D-alanine dipeptidase: resistance, immunity, or survival function? , 1999, Proceedings of the National Academy of Sciences of the United States of America.

[55]  C. Walsh,et al.  Homologs of the vancomycin resistance D-Ala-D-Ala dipeptidase VanX in Streptomyces toyocaensis, Escherichia coli and Synechocystis: attributes of catalytic efficiency, stereoselectivity and regulation with implications for function. , 1998, Chemistry & biology.

[56]  G. Lilley,et al.  Expression in Escherichia coli of the putative N-acetylneuraminate lyase gene (nanA) from Haemophilus influenzae: overproduction, purification, and crystallization. , 1998, Protein expression and purification.

[57]  R. Huber,et al.  Organic solutes in hyperthermophilic archaea , 1997, Applied and environmental microbiology.

[58]  C. Walsh,et al.  Overexpression, purification, and characterization of VanX, a D-, D-dipeptidase which is essential for vancomycin resistance in Enterococcus faecium BM4147. , 1995, Biochemistry.

[59]  M H Saier,et al.  Structural, functional, and evolutionary relationships among extracellular solute-binding receptors of bacteria , 1993, Microbiological reviews.

[60]  P. D. de Jong,et al.  Ligation-independent cloning of PCR products (LIC-PCR). , 1990, Nucleic acids research.

[61]  R. Cooper The pathway for L‐gulonate catabolism in Escherichia coli K‐12 and Salmonella typhimurium LT‐2 , 1980, FEBS letters.

[62]  J. Postgate,et al.  Classification of Desulfovibrio species, the nonsporulating sulfate-reducing bacteria. , 1966, Bacteriological reviews.

[63]  John M. Walker,et al.  Comparative Genomics , 2007, Methods In Molecular Biology™.

[64]  P. Evans,et al.  Scaling and assessment of data quality. , 2006, Acta crystallographica. Section D, Biological crystallography.

[65]  Kevin Cowtan,et al.  research papers Acta Crystallographica Section D Biological , 2005 .

[66]  Randy J Read,et al.  Recent developments in the PHENIX software for automated crystallographic structure determination. , 2004, Journal of synchrotron radiation.

[67]  Richard J Morris,et al.  ARP/wARP and automatic interpretation of protein electron density maps. , 2003, Methods in enzymology.

[68]  Joseph D. Kwasnoski,et al.  High-density miniaturized thermal shift assays as a general strategy for drug discovery. , 2001, Journal of biomolecular screening.

[69]  G N Murshudov,et al.  Use of TLS parameters to model anisotropic displacements in macromolecular refinement. , 2001, Acta crystallographica. Section D, Biological crystallography.

[70]  W. Boos Binding protein-dependent ABC transport system for glycerol 3-phosphate of Escherichia coli. , 1998, Methods in enzymology.

[71]  C E Mackintosh,et al.  The combined approach. , 1981, British journal of hospital medicine.