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Incorporation of flexibility into rigid-body docking: applications in rounds 3-5 of CAPRI.

We have submitted models for all 9 targets in Rounds 3-5 of CAPRI and have predicted at least 30% of the correct contacts for 4 of the targets and at least 10% of the correct contacts for another 4 targets. We have employed a variety of techniques but have had the greatest success by combining established rigid-body docking with a variety of initial conformations generated by molecular dynamics.

Algorithms↗

Searching for protein-protein interaction sites and docking by the methods of molecular dynamics, grid scoring, and the pairwise interaction potential of amino acid residues.

In CAPRI Rounds 1 and 2, we assumed that because there are many ionic charges that weaken electrostatic interaction forces in living cells, the hydrophobic interaction force might be important entropically. As a result of Rounds 1 and 2, the predictions for binding sites and geometric centers were acceptable, but those of the binding axes were poor, because only the largest benzene cluster was used for generating the initial docking structures. These were generated by fitting of benzene clusters formed on the surface of receptor and ligand. In CAPRI Rounds 3-5, the grid-scoring sum on the protein-protein interaction surface and the pairwise potential of the amino acid residues, which were indicated as coming easily into the protein-protein interaction regions, were used as the calculation methods, along with the smaller benzene clusters that participated in benzene cluster fitting. Good predicted models were obtained for Targets 11 and 12. When the modeled receptor proteins were superimposed on the experimental structures, the smallest ligand root-mean-square deviation (RMSD) values corresponding to the RMSD between the model and experimental structures were 6.2 A and 7.3 A, respectively.

Algorithms↗

Critical evaluation of methods to incorporate entropy loss upon binding in high-throughput docking.

Proper accounting of the positional/orientational/conformational entropy loss associated with protein-ligand binding is important to obtain reliable predictions of binding affinity. Herein, we critically examine two simplified statistical mechanics-based approaches, namely a constant penalty per rotor method, and a more rigorous method, referred to here as the partition function-based scoring (PFS) method, to account for such entropy losses in high-throughput docking calculations. Our results on the estrogen receptor beta and dihydrofolate reductase proteins demonstrate that, while the constant penalty method over-penalizes molecules for their conformational flexibility, the PFS method behaves in a more "DeltaG-like" manner by penalizing different rotors differently depending on their residual entropy in the bound state. Furthermore, in contrast to no entropic penalty or the constant penalty approximation, the PFS method does not exhibit any bias towards either rigid or flexible molecules in the hit list. Preliminary enrichment studies using a lead-like random molecular database suggest that an accurate representation of the "true" energy landscape of the protein-ligand complex is critical for reliable predictions of relative binding affinities by the PFS method.

Algorithms↗

Interaction of malaria parasite-inhibitory antibodies with the merozoite surface protein MSP1(19) by computational docking.

Merozoite surface protein 1 (MSP1) of the malaria parasite Plasmodium falciparum is an important vaccine candidate antigen. Antibodies specific for the C-terminal maturation product, MSP1(19), have been shown to inhibit erythrocyte invasion and parasite growth. Specific monoclonal antibodies react with conformational epitopes contained within the two EGF-like domains that constitute the antigen MSP1(19). To gain greater insight into the inhibitory process, the authors selected two strongly inhibitory antibodies (designated 12.8 and 12.10) and modeled their structures by homology. Computational docking was used to generate antigen-antibody complexes and a selection filter based on NMR data was applied to obtain plausible models. Molecular Dynamics simulations of the selected complexes were performed to evaluate the role of specific side chains in the binding. Favorable complexes were obtained that complement the NMR data in defining specific binding sites. These models can provide valuable guidelines for future experimental work that is devoted to the understanding of the action mechanism of invasion-inhibitory antibodies.

Amino Acid Sequence↗

Automated docking of substrates to proteins by simulated annealing.

The Metropolis technique of conformation searching is combined with rapid energy evaluation using molecular affinity potentials to give an efficient procedure for docking substrates to macromolecules of known structure. The procedure works well on a number of crystallographic test systems, functionally reproducing the observed binding modes of several substrates.

Acetylglucosamine↗

NMR docking of a substrate into the X-ray structure of staphylococcal nuclease.

The conformation of the staphylococcal nuclease-bound metal-dTdA complex, previously determined by NMR methods [Weber, D.J., Mullen, G.P., Mildvan, A.S. (1991) Biochemistry 30:7425-7437] was docked into the X-ray structure of the enzyme-Ca(2+)-3',5'-pdTp complex [Loll, P.J., Lattman, E.E. (1989) Proteins: Struct., Funct., Genet. 5:183-201] by superimposing the metal ions, taking into account intermolecular nuclear Overhauser effects from assigned aromatic proton resonances of Tyr-85, Tyr-113, and Tyr-115 to proton resonances of the leaving dA moiety of dTdA, and energy minimization to relieve small overlaps. The proton resonances of the Phe, Tyr, and Trp residues of the enzyme in the ternary enzyme-La(3+)-dTdA complex were sequence specifically assigned by 2D phase-sensitive NOESY, with and without deuteration of the aromatic protons of the Tyr residues, and by 2D heteronuclear multiple quantum correlation (HMQC) spectroscopy and 3D NOESY-HMQC spectroscopy with 15N labeling. While resonances of most Phe, Tyr and Trp residues were unshifted by the substrate dTdA from those found in the enzyme-La(3+)-3',5'-pdTp complex and the enzyme-Ca(2+)-3',5'-pdTp complex, proton resonances of Tyr-85, Tyr-113, Tyr-115, and Phe-34 were shifted by 0.08 to 0.33 ppm and the 15N resonance of Tyr-113 was shifted by 2.1 ppm by the presence of substrate. The optimized position of enzyme-bound dTdA shows the 5'-dA leaving group to partially overlap the inhibitor, 3',5'-pdTp (in the X-ray structure). The 3'-TMP moiety of dTdA points toward the solvent in a channel defined by Ile-18, Asp-19, Thr-22, Lys-45, and His-46. The phosphate of dTdA is coordinated by the metal, and an adjacent inner sphere water ligand is positioned to donate a hydrogen bond to the general base Glu-43 and to attack the phosphorus with inversion. Arg-35 and Arg-87 donate monodentate hydrogen bonds to different phosphate oxygens of dTdA, with Arg-87 positioned to protonate the leaving 5'-oxygen of dA, thus clarifying the mechanism of hydrolysis. Model building of an additional 5'-dGMP onto the 3'-oxygen of dA placed this third nucleotide onto a surface cleft near residues Glu-80, Asp-83, Lys-84, and Tyr-115 with its 3'-OH group accessible to the solvent, thus defining the size of the substrate binding site as accommodating a trinucleotide.

Binding Sites↗

Hydrophobic docking: a proposed enhancement to molecular recognition techniques.

In the classical procedures for predicting the structure of protein complexes two molecules are brought in contact at multiple relative positions, the extent of complementarity (geometric and/or energy) at the surface of contact is assessed at each position, and the best fits are retrieved. In view of the higher occurrence of hydrophobic groups at contact sites, their contribution results in more intermolecular atom-atom contacts per unit area for correct matches than for false positive fits. The hydrophobic groups are also potentially less flexible at the surface. Thus, from a practical point of view, a partial representation of the molecules based on hydrophobic groups should improve the quality of the results in finding molecular recognition sites, as compared to full representation. We tested this proposal by applying the idea to an existing geometric fit procedure and compared the results obtained with full vs. hydrophobic representations of molecules in known molecular complexes. The hydrophobic docking yielded distinctly higher signal-to-noise ratio so that the correct match is discriminated better from false positive fits. It appears that nonhydrophobic groups contribute more to false matches. The results are discussed in terms of their relevance to molecular recognition techniques as compared to energy calculations.

Algorithms↗

Pichia pastoris Pex14p, a phosphorylated peroxisomal membrane protein, is part of a PTS-receptor docking complex and interacts with many peroxins.

The peroxisomal protein import machinery plays a central role in the assembly of this organelle in all eukaryotes. Genes encoding components of this machinery, termed peroxins or Pex proteins, have been isolated and characterized in several yeast species and in mammals, including humans. Here we report on one of these components, Pex14p, from the methylotrophic yeast Pichia pastoris. Work in other organisms has shown that Pex14p is located on the cytoplasmic surface of the peroxisomal membrane and binds peroxisomal targeting signal (PTS) receptors carrying proteins bound for the peroxisomal matrix, results that have led to the hypothesis that Pex14p is a receptor-docking protein. P. pastoris Pex14p (PpPex14p) behaves like an integral membrane protein, with its C-terminus exposed on the cytosolic side of the peroxisomal membrane. PpPex14p complexes with many peroxins, including Pex3p (Snyder et al., 1999b), Pex5p, Pex7p, Pex13p, Pex17p, itself, and a previously unreported peroxin, Pex8p. A portion of Pex14p is phosphorylated, but both phosphorylated and unphosphorylated forms of Pex14p interact with several peroxins. The interactions between Pex14p and other peroxins provide clues regarding the function of Pex14p in peroxisomal protein import.

Amino Acid Sequence↗

ABM-1 and ABM-2 homology sequences: consensus docking sites for actin-based motility defined by oligoproline regions in Listeria ActA surface protein and human VASP.

Actin-based motility involves a cascade of binding interactions designed to assemble actin regulatory proteins into functional locomotory units. Listeria ActA surface protein contains a series of nearly identical EFPPPPTDE-type oligoproline sequences for binding vasodilator-stimulated phosphoprotein (VASP). The latter is a tetrameric protein with numerous GPP-PPP docking sites for profilin, a 15 kDa regulatory protein that promotes actin filament assembly. Analysis of known actin regulatory proteins led to the identification of distinct Actin-Based Motility homology sequences ABM-1; (D/E)FPPPPX(D/E); and ABM-2, XPPPPP (where X denotes G, A, L, and S).

Actins↗

Possible implication of the Golgi apparatus casein kinase in the phosphorylation of vesicle docking protein p115 Ser-940: a study with peptide substrates.

Phosphorylation of human vescicle docking protein p115 at Ser-942 (homologous to Ser-940 in rat p115) promotes its dissociation from the Golgi membrane. Here we show that a peptide encompassing the 934--950 sequence of p115 is unaffected or poorly phosphorylated by a variety of Ser/Thr protein kinases with the notable exception of the Golgi apparatus casein kinase (G-CK) which phosphorylates it with an efficiency comparable to that of its optimal peptide substrates. In contrast phosphorylation of the p115 peptide by protein kinase CK2 is negligible compared to that of the specific peptide substrates of this kinase. Phosphorylation by G-CK is abolished if a conserved cluster of acidic residues at position between n + 4 and n + 9 (EDDDDE) is replaced by a neutral stretch (GAGAGA). These data strongly support the view that G-CK but not the other two classes of ubiquitous "casein kinases" (CK1 and CK2) is the natural phosphorylating agent of p115.

Amino Acid Sequence↗

Directed mutagenesis shows that the preceding region of the chloroplast fructose-1,6-bisphosphatase regulatory sequence is the thioredoxin docking site.

The alignment of the six higher plant photosynthetic fructose-1,6-bisphosphatases (FBPases) so far sequenced shows a lack of homology in the region which just precedes the cluster engaged in light modulation. Earlier experiments suggested that this region is the docking point in FBPase-thioredoxin (Trx) binding, and could be responsible for the interspecific differences in the enzyme-Trx interaction and Trx ability for FBPase activation. Using a pea chloroplast FBPase-coding cDNA, we have prepared two chimeric clones for FBPase. One of them (pDELFBP) shows a deletion of the 17 amino acids (Leu154 to Glu170) coding sequence, whereas in the second (pPFBPW) the above sequence was substituted by the corresponding one of the wheat enzyme. After Escherichia coli overexpression in pET-3d and later purification, both modified FBPases showed FBPase activity when determined under non-reducing conditions. However, only DELFBP lost the Trx f modulatory effect, indicating the important role played by this fragment in FBPase-Trx interaction and activity. Under these conditions the substituted PFBPW enzyme retains FBPase activity, even though clearly diminished. Superose 12 filtration experiments after preincubating the wild-type and modified FBPases with Trx f, showed the existence of an enzyme-Trx f binding with the wild-type and the substituted PFBPW, but not with the deleted DELFBP protein. Similarly, gradient PAGE under native conditions, followed by Western blot and developing with FBPase and Trx f antibodies, indicated the existence of such a binding between the wild-type and PFBPW, on the one hand, and both Trxs f and m, on the other, although never with the deleted DELFBP enzyme. These results show the central role played by the regulatory site preceding fragment of chloroplast FBPase in its binding with Trx. Computer-aided tridimensional models for the wild-type and modified FBPases are proposed.

Amino Acid Sequence↗

Investigation of the enzymatic mechanism of the yeast chorismate mutase by docking a transition state analog.

The structure of the complex of the chorismate mutase from the yeast Saccharomyces cerevisiae with a transition state analog is constructed using a suite of docking tools. The construction finds the best location for the active site in the enzyme, and the best orientation of the analog compound in the active site. The resulting complex shows extensive salt links and hydrogen bonds between the enzyme and the compound, including those mediated by water molecules. A network of polar interactions between amino acid residues is found to solidify the active site of the enzyme. The enzymatic mechanism suggested for a bacterial chorismate mutase, that the active site is by design capable of selecting an active conformer of the substrate, and of stabilizing the transition state, is apparently intact in the yeast enzyme. No direct evidence is found to support an alternative mechanism which involves specific catalytic groups, although the possibility is not eliminated. This finding reinforces the notion of a function being evolutionarily conserved via a common mechanism, rather than via sequential or structural homology.

Binding Sites↗

Model of the ran-RCC1 interaction using biochemical and docking experiments.

RCC1, the regulator of chromosome condensation, is the guanine nucleotide exchange factor (GEF) for the nuclear Ras-like GTP-binding protein Ran. Its structure was solved by X-ray crystallography and revealed a seven-bladed beta-propeller, one side of which was proposed to be the interaction site with Ran. To gain more insight into this interaction, alanine mutagenesis studies were performed on conserved residues on the surface of the structure. Purified mutant proteins were analysed by steady-state kinetic analysis of their GEF activities towards Ran. A number of residues were identified whose mutation affected either the KMor kcatof the overall reaction, or had no effect. Mutants were further analysed by plasmon surface resonance in order to get more information on individual steps of the complex reaction pathway. Ran-GDP was coupled to the sensor chip and reacted with RCC1 mutants to categorise them into different groups, demonstrating the usefulness of plasmon surface resonance in the study of complex multi-step kinetic processes. A docking solution of Ran-RCC1 structures in combination with sequence analysis allows prediction of the site of interaction between RCC1 and Ran and proposes a model for the Ran-RCC1 structure which corresponds to and extends the biochemical data. Three invariant residues which most severely affect the kcatof the reaction, D128, D182 and H304, are located in the centre of the Ran-RCC1 interface and interfere with switch II and the phosphate binding area. The structural model suggests that different guanine nucleotide exchange factors use a similar interaction site on their respective GTP-binding proteins, but that the molecular mechanisms for the release of nucleotides are likely to be different.

Alanine↗

The C-terminal regulatory domain of p53 contains a functional docking site for cyclin A.

Radiation injury to cells enhances C-terminal phosphorylation of p53 at both Ser315 and Ser392 in vivo, suggesting the existence of two cooperating DNA damage-responsive pathways that play a role in stimulating p53-dependent gene expression. Our previous data has shown that cyclin A-cdk2 is the major enzyme responsible for modifying p53 at Ser315 in vivo after irradiation damage and in this report we dissect the mechanism of cyclinA-cdk2 binding to and phosphorylation of p53. Although cyclin B(1)-dependent protein kinases can phosphorylate small peptides containing the Ser315 site, cyclin A-cdk2 does not phosphorylate such small peptides suggesting that additional determinants are required for cyclin A-cdk2 interaction with p53. Peptide competition studies have localized a cyclin A interaction site to a Lys381Lys382Leu383Met384Phe385 sequence within C-terminal negative regulatory domain of human p53. An alanine mutation at any one of four key positions abrogates the efficacy of a synthetic peptide containing this motif as an inhibitor of cyclin A-cdk2 phosphorylation of p53 protein. Single amino acid mutations of full-length p53 protein at Lys382, Leu383, or Phe385 decreases cyclin A-cdk2 dependent phosphorylation at Ser315. Cyclin B(1)-cdk2 complexes are not inhibited by KKLMF motif-containing peptides nor is p53 phosphorylation by cyclin B-cdk2 reduced by mutation of the cyclin A interaction site. These data identifying a KKLMF cyclin A docking site on p53 protein highlight a common cyclin A interaction motif that is shared between the tumour suppressor proteins pRb and p53.

Amino Acid Motifs↗

Situs: A package for docking crystal structures into low-resolution maps from electron microscopy.

Three-dimensional image reconstructions of large-scale protein aggregates are routinely determined by electron microscopy (EM). We combine low-resolution EM data with high-resolution structures of proteins determined by x-ray crystallography. A set of visualization and analysis procedures, termed the Situs package, has been developed to provide an efficient and robust method for the localization of protein subunits in low-resolution data. Topology-representing neural networks are employed to vector-quantize and to correlate features within the structural data sets. Microtubules decorated with kinesin-related ncd motors are used as model aggregates to demonstrate the utility of this package of routines. The precision of the docking has allowed for the extraction of unique conformations of the macromolecules and is limited only by the reliability of the underlying structural data.

Animals↗

The mu- and delta-opioid pharmacophore conformations of cyclic beta-casomorphin analogues indicate docking of the Phe3 residue to different domains of the opioid receptors.

Cyclic beta-casomorphin analogues with a D-configured amino acid residue in position 2, such as Tyr-c[-Xaa-Phe-Pro-Gly-] and Tyr-c[-Xaa-Phe-D-Pro-Gly-] (Xaa = D-A2bu, D-Orn, D-Lys) were found to bind to the mu-opioid receptor as well as to the delta-opioid receptor, whereas the corresponding L-Xaa2 derivatives are nearly inactive at both. Low-energy conformers of both active and nearly inactive derivatives have been determined in a systematic conformational search or by molecular dynamics simulations using the TRIPOS force field. The obtained conformations were compared with regard to a model for mu-selective opiates developed by Brandt et al. [Drug Des. Discov., 10 (1993) 257]. Superpositions as well as electrostatic, lipophilic and hydrogen bounding similarities with the delta-opioid receptor pharmacophore conformation of t-Hpp-JOM-13 proposed by Mosberg et al. [J. Med. Chem., 37 (1994) 4371, 4384] were used to establish the probable delta-pharmacophoric cyclic beta-casomorphin conformations. These conformations were also compared with a delta-opioid agonist (SNC 80) and the highly potent antagonist naltrindole. These investigations led to a prediction of the mu- and delta-pharmacophore structures for the cyclic beta-casomorphins. Interestingly, for the inactive compounds such conformations could not be detected. The comparison between the mu- and delta-pharmacophore conformations of the cyclic beta-casomorphins demonstrates not only differences in spatial orientation of both aromatic groups, but also in the backbone conformations of the ring part. In particular, the differences on phi2 and psi2 (mu approximately 70 degrees, -80 degrees; delta approximately 165 degrees, 55 degrees) cause a completely different spatial arrangement of the cyclized peptide rings when all compounds are matched with regard to maximal spatial overlap of the tyrosine residue. Assuming that both the mu- and delta-pharmacophore conformations bind with the tyrosine residue in a similar orientation at the same transmembrane domain X of their receptors, the side chain of Phe3 as a second binding site has to dock with different domains.

Computer Graphics↗

Effect of herpes simplex virus type-1 UL41 gene on the stability of mRNA from the cellular genes: beta-actin, fibronectin, glucose transporter-1, and docking protein, and on virus intraperitoneal pathogenicity to newborn mice.

Infection with HSV-1 is accompanied by the shut-off of cellular gene expression. The virion-associated function is encoded by the viral gene UL41. An HSV-1 mutant, vhs-1, which has a genomic deletion in the UL41 gene, is incapable of inducing the shut-off of cellular gene expression. The effect of HSV-1 infection on the shut-off of the cellular genes (or mRNA degradation) was studied specifically with the cellular genes for beta-actin, fibronectin, glucose transporter-1, and the docking protein. The level of these specific mRNAs was measured in cells infected with several HSV-1 strains and was compared to that of vhs-1- and mock-infected cells. It was possible to demonstrate a marked reduction in the level of the specific mRNA from these cellular genes in cells infected with several HSV-1 strains but not with the vhs-1 mutant. The pathogenicity of the HSV-1 vhs-1 mutant to newborn mice was studied. It was found that the mutant is less pathogenic to newborn mice than its parental strain HSV-1 KOS.

Actins↗

Molecular machinery mediating vesicle budding, docking and fusion.

A general machinery buds and fuses transport vesicles which connect intracellular compartments with each other and allow communication with the extracellular environment. Cytoplasmic coat proteins deform membranes to bud vesicles and interact directly or indirectly with cargo molecules. Compartment-specific SNAREs (SNAP receptors) on vesicles and target membranes dock vesicles and provide a scaffolding for the general fusion machinery to initiate lipid bilayer fusion.

Capsid↗