SPINE: an integrated tracking database and data mining approach for identifying feasible targets in high-throughput structural proteomics.

High-throughput structural proteomics is expected to generate considerable amounts of data on the progress of structure determination for many proteins. For each protein this includes information about cloning, expression, purification, biophysical characterization and structure determination via NMR spectroscopy or X-ray crystallography. It will be essential to develop specifications and ontologies for standardizing this information to make it amenable to retrospective analysis. To this end we created the SPINE database and analysis system for the Northeast Structural Genomics Consortium. SPINE, which is available at bioinfo.mbb.yale.edu/nesg or nesg.org, is specifically designed to enable distributed scientific collaboration via the Internet. It was designed not just as an information repository but as an active vehicle to standardize proteomics data in a form that would enable systematic data mining. The system features an intuitive user interface for interactive retrieval and modification of expression construct data, query forms designed to track global project progress and external links to many other resources. Currently the database contains experimental data on 985 constructs, of which 740 are drawn from Methanobacterium thermoautotrophicum, 123 from Saccharomyces cerevisiae, 93 from Caenorhabditis elegans and the remainder from other organisms. We developed a comprehensive set of data mining features for each protein, including several related to experimental progress (e.g. expression level, solubility and crystallization) and 42 based on the underlying protein sequence (e.g. amino acid composition, secondary structure and occurrence of low complexity regions). We demonstrate in detail the application of a particular machine learning approach, decision trees, to the tasks of predicting a protein's solubility and propensity to crystallize based on sequence features. We are able to extract a number of key rules from our trees, in particular that soluble proteins tend to have significantly more acidic residues and fewer hydrophobic stretches than insoluble ones. One of the characteristics of proteomics data sets, currently and in the foreseeable future, is their intermediate size ( approximately 500-5000 data points). This creates a number of issues in relation to error estimation. Initially we estimate the overall error in our trees based on standard cross-validation. However, this leaves out a significant fraction of the data in model construction and does not give error estimates on individual rules. Therefore, we present alternative methods to estimate the error in particular rules.

Insights into ligand binding and catalysis of a central step in NAD+ synthesis: structures of Methanobacterium thermoautotrophicum NMN adenylyltransferase complexes.

Nicotinamide mononucleotide adenylyltransferase (NMNATase) catalyzes the linking of NMN(+) or NaMN(+) with ATP, which in all organisms is one of the common step in the synthesis of the ubiquitous coenzyme NAD(+), via both de novo and salvage biosynthetic pathways. The structure of Methanobacterium thermoautotrophicum NMNATase determined using multiwavelength anomalous dispersion phasing revealed a nucleotide-binding fold common to nucleotidyltransferase proteins. An NAD(+) molecule and a sulfate ion were bound in the active site allowing the identification of residues involved in product binding. In addition, the role of the conserved (16)HXGH(19) active site motif in catalysis was probed by mutagenic, enzymatic and crystallographic techniques, including the characterization of an NMN(+)/SO4(2-) complex of mutant H19A NMNATase.

Protein production: feeding the crystallographers and NMR spectroscopists.

Protein purification efforts for structural genomics will focus on automation for the readily-expressed proteins, and process development for the more difficult ones, such as membrane proteins. Thousands of proteins are expected to be produced in the next few years. The purified proteins will be valuable reagents for the entire research community.

Structural proteomics of an archaeon.

A set of 424 nonmembrane proteins from Methanobacterium thermoautotrophicum were cloned, expressed and purified for structural studies. Of these, approximately 20% were found to be suitable candidates for X-ray crystallographic or NMR spectroscopic analysis without further optimization of conditions, providing an estimate of the number of the most accessible structural targets in the proteome. A retrospective analysis of the experimental behavior of these proteins suggested some simple relations between sequence and solubility, implying that data bases of protein properties will be useful in optimizing high throughput strategies. Of the first 10 structures determined, several provided clues to biochemical functions that were not detectable from sequence analysis, and in many cases these putative functions could be readily confirmed by biochemical methods. This demonstrates that structural proteomics is feasible and can play a central role in functional genomics.

Purification, crystallization and preliminary X-ray study of orotidine 5'-monophosphate decarboxylase.

Orotidine-5'-monophosphate decarboxylase (ODCase) from Methanobacterium thermoautotrophicum has been crystallized with and without the inhibitor 6-azaUMP by the vapour-diffusion method. In the absence of the inhibitor, the protein crystallizes in space group P4(1)2(1)2 (unit-cell parameters a = b = 56.9, c = 124.5 A) with one molecule per asymmetric unit; the crystals diffract to 1.8 A resolution. In the presence of the inhibitor, the protein crystals are monoclinic, space group P2(1) (unit-cell parameters a = 73.0, b = 98.6, c = 73.3 A, gamma = 104.0 degrees ), with four molecules in the asymmetric unit; the crystals diffract to 1.5 A resolution.

Crystal structure of dTDP-4-keto-6-deoxy-D-hexulose 3,5-epimerase from Methanobacterium thermoautotrophicum complexed with dTDP.

Deoxythymidine diphosphate (dTDP)-4-keto-6-deoxy-d-hexulose 3, 5-epimerase (RmlC) is involved in the biosynthesis of dTDP-l-rhamnose, which is an essential component of the bacterial cell wall. The crystal structure of RmlC from Methanobacterium thermoautotrophicum was determined in the presence and absence of dTDP, a substrate analogue. RmlC is a homodimer comprising a central jelly roll motif, which extends in two directions into longer beta-sheets. Binding of dTDP is stabilized by ionic interactions to the phosphate group and by a combination of ionic and hydrophobic interactions with the base. The active site, which is located in the center of the jelly roll, is formed by residues that are conserved in all known RmlC sequence homologues. The conservation of the active site residues suggests that the mechanism of action is also conserved and that the RmlC structure may be useful in guiding the design of antibacterial drugs.

Identifying groups involved in the binding of prephenate to prephenate dehydrogenase from Escherichia coli.

Site-directed mutagenesis was used to investigate the importance of Lys178, Arg286, and Arg294 in the binding of prephenate to the bifunctional enzyme chorismate mutase-prephenate dehydrogenase. From comparison of the kinetic parameters of wild-type enzyme and selected mutants, we conclude that only Arg294 interacts specifically with prephenate. The R294Q substitution reduces the enzyme's affinity for prephenate without affecting V/Et of the dehydrogenase reaction or the kinetic parameters of the mutase reaction. Arg294 likely interacts with the ring carboxylate at C-1 of prephenate since the dissociation constants for a series of inhibitors missing the ring carboxyl group were similar for wild-type and R294Q enzymes. The pH dependencies of log (V/KprephenateEt) and of pKi for hydroxyphenyllactate show that the wild-type dehydrogenase possesses a group with a pK of 8.8 that must be protonated for binding prephenate to the enzyme. None of the three conserved residues is this group since its titration is observed in the V/KprephenateEt profiles for the mutants K178Q, R286A, and R294Q. This group is also seen in the pH-rate profiles of the binding of two substrate analogues, hydroxyphenyllactate and deoxoprephenate. Their only common structural feature at C-1 is the side chain carboxylate, indicating that the protonated residue (pK 8.8) must interact with prephenate's side chain carboxylate. Gdn-HCl-induced denaturation was conducted on wild-type and selected mutant proteins. Unfolding of the wild-type enzyme proceeds through a partially unfolded dimer which dissociates into unfolded monomers. The order of stability is wild-type = R294Q > K178Q > R286A > K178R. The least unstable mutants have reduced mutase and dehydrogenase activities.

Use of site-directed mutagenesis to identify residues specific for each reaction catalyzed by chorismate mutase-prephenate dehydrogenase from Escherichia coli.

Site-directed mutagenesis was performed on the bifunctional enzyme chorismate mutase-prephenate dehydrogenase in order to identify groups important for each of the two reactions. We selected two residues for mutagenesis, Lys37 and His131, identified previously by differential peptide mapping to be essential for activity [Christendat, D., and Turnbull, J. (1996) Biochemistry 35, 4468-4479]. Kinetic studies reveal that K37Q exhibits no mutase activity while retaining wild-type dehydrogenase activity, verifying that Lys37 plays a key role in the mutase. By contrast His131 is not critical for the dehydrogenase; H131A is a reasonably efficient catalyst exhibiting 10% dehydrogenase and 30% mutase activity compared to the wild-type enzyme. Chemical modification of H131A by diethyl pyrocarbonate further inactivated the dehydrogenase, suggesting that a different histidine is now accessible to modification. To identify this group, the protein's remaining eight histidines were changed to alanine or asparagine. A single substitution, H197N, decreased the dehydrogenase activity by 5 orders of magnitude while full mutase activity was retained. In H197N, the Michaelis constants for prephenate and NAD+ and the mutant's elution profile from Sepharose-AMP were similar to those of wild-type enzyme, indicating that catalysis rather than substrate binding is altered. Log V for the dehydrogenase reaction catalyzed by H197N is pH-independent and is in contrast to wild-type enzyme, which shows a decrease in activity at low pH and pK of about 6.5. We conclude that His197 is an essential catalytic residue in the dehydrogenase reaction.

Quadrupole-dipole effects in solid-state, CP-MAS, tin-119 NMR spectra of para-substituted Triaryltin(pentacarbonyl)manganese(I) complexes

Solid-state, CP-MAS, 119Sn NMR spectra were measured for a series of para-substituted triaryltin(pentacarbonyl)manganese(I) complexes. All the spectra show an asymmetric sextet due to spin-spin coupling and second-order quadrupolar effects, transmitted by dipolar coupling between the 119Sn and 55Mn nuclei, which are not suppressed by magic-angle rotation. The solid-state 1JMn-Sn spin-spin and nuclear quadrupole coupling constants range from 130 to 250 Hz and -8 to 21 MHz, respectively, and show an inverse linear correlation, which is attributed to the dominance of the Fermi contact contribution to the 1JMn-Sn coupling. The tris(p-methylthiophenyl)tin derivative is an exception, attributed to a difference in crystal structure from the other complexes. The magnitudes of the principal elements of the 119Sn chemical shift tensors were determined and appear to be strongly influenced by the ring torsion angles and the para-substituents of the phenyl rings. Solid-state 119Sn NMR spectroscopy provides a useful method of probing the electronic environment around the tin and manganese nuclei in transition metal complexes. Copyright 1998 Academic Press.

Identification of active site residues of chorismate mutase-prephenate dehydrogenase from Escherichia coli.

Chemical modification studies of the bifunctional enzyme chorismate mutase-prephenate dehydrogenase and mass spectral analysis of peptide fragments containing modified residues are presented. The reaction with diethyl pyrocarbonate (DEPC) results in the modification of several enzymic groups, including a single histidine group essential for dehydrogenase activity and a single lysine residue essential for mutase activity. This conclusion is based on the following evidence. (1) Hydroxylamine rapidly restores dehydrogenase activity to the DEPC-inactivated enzyme without restoring mutase activity. (2) Mutase activity is also lost upon treatment of the enzyme with trinitrobenzene sulfonate. (3) The reactivity of the dehydrogenase to DEPC increases with pH, suggesting the participation of a group with a pKa of 7.0 in the dehydrogenase reaction. (4) Two peptides identified by differential peptide mapping had mass values matching those calculated for peptides comprising residues 127-135 (containing His131) and residues 36-48 (containing Lys37). In support of the idea that the residues being modified are within the active sites, we show that the substrates prephenate and nicotinamide adenine dinucleotide (NAD+) offer protection against inactivation of dehydrogenase activity while inactivation of mutase activity can be prevented by prephenate and a transition state analogue (3-endo-8-exo)-8-hydroxy-2-oxabicyclo[3.3.1]-non-6-ene-3,5-dicarboxylic acid (endo-oxabicyclic diacid). Lys37 is conserved among several chorismate mutases and may participate in catalysis by interacting with an ether oxygen between C-5 and C-8 of chorismate in the transition state. His131 may be assisting in a hydride transfer from prephenate to NAD+ in the dehydrogenase reaction.