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Fan YN, Xiao X, Min JL, Chou KC. iNR-Drug: predicting the interaction of drugs with nuclear receptors in cellular networking. Int J Mol Sci 2014; 15:4915-37. [PMID: 24651462 PMCID: PMC3975431 DOI: 10.3390/ijms15034915] [Citation(s) in RCA: 66] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2014] [Revised: 02/12/2014] [Accepted: 02/16/2014] [Indexed: 12/20/2022] Open
Abstract
Nuclear receptors (NRs) are closely associated with various major diseases such as cancer, diabetes, inflammatory disease, and osteoporosis. Therefore, NRs have become a frequent target for drug development. During the process of developing drugs against these diseases by targeting NRs, we are often facing a problem: Given a NR and chemical compound, can we identify whether they are really in interaction with each other in a cell? To address this problem, a predictor called “iNR-Drug” was developed. In the predictor, the drug compound concerned was formulated by a 256-D (dimensional) vector derived from its molecular fingerprint, and the NR by a 500-D vector formed by incorporating its sequential evolution information and physicochemical features into the general form of pseudo amino acid composition, and the prediction engine was operated by the SVM (support vector machine) algorithm. Compared with the existing prediction methods in this area, iNR-Drug not only can yield a higher success rate, but is also featured by a user-friendly web-server established at http://www.jci-bioinfo.cn/iNR-Drug/, which is particularly useful for most experimental scientists to obtain their desired data in a timely manner. It is anticipated that the iNR-Drug server may become a useful high throughput tool for both basic research and drug development, and that the current approach may be easily extended to study the interactions of drug with other targets as well.
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Affiliation(s)
- Yue-Nong Fan
- Computer Department, Jing-De-Zhen Ceramic Institute, Jingdezhen 333046, Jiangxi, China.
| | - Xuan Xiao
- Computer Department, Jing-De-Zhen Ceramic Institute, Jingdezhen 333046, Jiangxi, China.
| | - Jian-Liang Min
- Computer Department, Jing-De-Zhen Ceramic Institute, Jingdezhen 333046, Jiangxi, China.
| | - Kuo-Chen Chou
- Center of Excellence in Genomic Medicine Research (CEGMR), King Abdulaziz University, Jeddah 21589, Saudi Arabia.
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Dosset P, Barthe P, Cohen-Gonsaud M, Roumestand C, Déméné H. Equivalence between Euler angle conventions for the description of tensorial interactions in liquid NMR: application to different software programs. JOURNAL OF BIOMOLECULAR NMR 2013; 57:305-311. [PMID: 24132779 DOI: 10.1007/s10858-013-9790-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/21/2013] [Accepted: 10/09/2013] [Indexed: 06/02/2023]
Abstract
Long-range orientational restraints derived from alignment or rotational diffusion tensors have greatly contributed to the expansion of applications in biomolecular NMR. The orientation of the principal axis system of these tensors is usually described by the so-called Euler angles. However, no clear consensus has emerged concerning the convention of the associated orthogonal rotations. As a result, the different programs that derive or predict them have adopted different conventions, which make comparison between their results difficult. Moreover, the rotation schemes are seldom completely described. Here, we summarize the different conventions, determine which ones are adopted by commonly used software packages, and establish the formal equivalencies between the different calculated Euler angles.
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Affiliation(s)
- Patrice Dosset
- CNRS UMR 5048, Centre de Biochimie Structurale, Université de Montpellier 1 et 2, 29, rue de Navacelles, 34090, Montpellier, France
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Moon TM, Osborne BW, Dostmann WR. The switch helix: a putative combinatorial relay for interprotomer communication in cGMP-dependent protein kinase. BIOCHIMICA ET BIOPHYSICA ACTA-PROTEINS AND PROTEOMICS 2013; 1834:1346-51. [PMID: 23416533 DOI: 10.1016/j.bbapap.2013.02.009] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/03/2012] [Accepted: 02/04/2013] [Indexed: 11/26/2022]
Abstract
For over three decades the isozymes of cGMP-dependent protein kinase (PKG) have been studied using an array of biochemical and biophysical techniques. When compared to its closest cousin, cAMP-dependent protein kinase (PKA), these studies revealed a set of identical domain types, yet containing distinct, sequence-specific features. The recently solved structure of the PKG regulatory domain showed the presence of the switch helix (SW), a novel motif that promotes the formation of a domain-swapped dimer in the asymmetric unit. This dimer is mediated by the interaction of a knob motif on the C-terminal locus of the SW, with a hydrophobic nest on the opposing protomer. This nest sits adjacent to the cGMP binding pocket of the B-site. Priming of this site by cGMP may influence the geometry of the hydrophobic nest. Moreover, this unique interaction may have wide implications for the architecture of the inactive and active forms of PKG. This article is part of a Special Issue entitled: Inhibitors of Protein Kinases (2012).
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Affiliation(s)
- Thomas M Moon
- Department of Pharmacology, The University of Vermont, Burlington, VT 05405, USA
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Croasdale R, Ivins FJ, Muskett F, Daviter T, Scott DJ, Hardy T, Smerdon SJ, Fry AM, Pfuhl M. An undecided coiled coil: the leucine zipper of Nek2 kinase exhibits atypical conformational exchange dynamics. J Biol Chem 2011; 286:27537-47. [PMID: 21669869 PMCID: PMC3149346 DOI: 10.1074/jbc.m110.196972] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2010] [Revised: 05/14/2011] [Indexed: 01/09/2023] Open
Abstract
Leucine zippers are oligomerization domains used in a wide range of proteins. Their structure is based on a highly conserved heptad repeat sequence in which two key positions are occupied by leucines. The leucine zipper of the cell cycle-regulated Nek2 kinase is important for its dimerization and activation. However, the sequence of this leucine zipper is most unusual in that leucines occupy only one of the two hydrophobic positions. The other position, depending on the register of the heptad repeat, is occupied by either acidic or basic residues. Using NMR spectroscopy, we show that this leucine zipper exists in two conformations of almost equal population that exchange with a rate of 17 s(-1). We propose that the two conformations correspond to the two possible registers of the heptad repeat. This hypothesis is supported by a cysteine mutant that locks the protein in one of the two conformations. NMR spectra of this mutant showed the predicted 2-fold reduction of peaks in the (15)N HSQC spectrum and the complete removal of cross peaks in exchange spectra. It is possible that interconversion of these two conformations may be triggered by external signals in a manner similar to that proposed recently for the microtubule binding domain of dynein and the HAMP domain. As a result, the leucine zipper of Nek2 kinase is the first example where the frameshift of coiled-coil heptad repeats has been directly observed experimentally.
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Affiliation(s)
- Rebecca Croasdale
- From the Department of Biochemistry, University of Leicester, Leicester LE1 9HN, United Kingdom
| | - Frank J. Ivins
- the Medical Research Council, National Institute of Medical Research, Division of Molecular Structure, Mill Hill, London NW7 1AA, United Kingdom
| | - Fred Muskett
- From the Department of Biochemistry, University of Leicester, Leicester LE1 9HN, United Kingdom
| | - Tina Daviter
- the ISMB Biophysics Centre, Birkbeck, University of London, London WC1E 7HX, United Kingdom, and
| | - David J. Scott
- the National Centre for Macromolecular Hydrodynamics, School of Biosciences, University of Nottingham, Sutton Bonington, Leicestershire LE12 5RD, United Kingdom
| | - Tara Hardy
- From the Department of Biochemistry, University of Leicester, Leicester LE1 9HN, United Kingdom
| | - Steven J. Smerdon
- the Medical Research Council, National Institute of Medical Research, Division of Molecular Structure, Mill Hill, London NW7 1AA, United Kingdom
| | - Andrew M. Fry
- From the Department of Biochemistry, University of Leicester, Leicester LE1 9HN, United Kingdom
| | - Mark Pfuhl
- From the Department of Biochemistry, University of Leicester, Leicester LE1 9HN, United Kingdom
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Yagi H, Loscha KV, Su XC, Stanton-Cook M, Huber T, Otting G. Tunable paramagnetic relaxation enhancements by [Gd(DPA)(3)] (3-) for protein structure analysis. JOURNAL OF BIOMOLECULAR NMR 2010; 47:143-153. [PMID: 20405166 DOI: 10.1007/s10858-010-9416-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2010] [Accepted: 03/26/2010] [Indexed: 05/29/2023]
Abstract
Paramagnetic relaxation enhancements (PRE) present a powerful source of structural information in nuclear magnetic resonance (NMR) studies of proteins and protein-ligand complexes. In contrast to conventional PRE reagents that are covalently attached to the protein, the complex between gadolinium and three dipicolinic acid (DPA) molecules, [Gd(DPA)(3)](3-), can bind to proteins in a non-covalent yet site-specific manner. This offers straightforward access to PREs that can be scaled by using different ratios of [Gd(DPA)(3)](3-) to protein, allowing quantitative distance measurements for nuclear spins within about 15 A of the Gd(3+) ion. Such data accurately define the metal position relative to the protein, greatly enhancing the interpretation of pseudocontact shifts induced by [Ln(DPA)(3)](3-) complexes of paramagnetic lanthanide (Ln(3+)) ions other than gadolinium. As an example we studied the quaternary structure of the homodimeric GCN4 leucine zipper.
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Affiliation(s)
- Hiromasa Yagi
- Research School of Chemistry, Australian National University, Canberra, ACT, 0200, Australia
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Abstract
Orientational restraints such as residual dipolar couplings promise to overcome many of the problems that traditionally limited liquid-state nuclear magnetic resonance spectroscopy. Recently, we developed methods to predict a molecular alignment tensor and thus residual dipolar couplings for a given molecular structure. This provides many new opportunities for the study of the structure and dynamics of proteins, nucleic acids, oligosaccharides and small molecules. This protocol details the use of the software PALES (Prediction of AlignmEnt from Structure) for prediction of an alignment tensor from a known three-dimensional (3D) coordinate file of a solute. The method is applicable to alignment of molecules in many neutral and charged orienting media and takes into account the molecular shape and 3D charge distribution of the molecule.
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Rumpel S, Lakshmi R, Becker S, Zweckstetter M. Assignment-free solution NMR method reveals CesT as an unswapped homodimer. Protein Sci 2008; 17:2015-9. [PMID: 18687869 DOI: 10.1110/ps.036160.108] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Abstract
The X-ray structure of the homodimeric chaperone CesT is the only structure among the type three secretion system (TTSS) chaperones that shows a domain swap. This swap has potential importance for the mechanism of effector translocation through a TTSS. Here we present two nuclear magnetic resonance strategies exploiting pre-existing structural models and residual dipolar couplings (RDCs), which reveal the unswapped 35.4-kDa dimer to be present in solution. Particularly efficient is the discrimination of a swapped and unswapped structural state performed simultaneously to automatic backbone assignment using only HN-RDCs and carbonyl backbone chemical shifts. This direct approach may prove to be generally useful to rapidly differentiate two structural models.
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Affiliation(s)
- Sigrun Rumpel
- Department for NMR-Based Structural Biology, Max Planck Institute for Biophysical Chemistry, 37077 Göttingen, Germany
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Rumpel S, Becker S, Zweckstetter M. High-resolution structure determination of the CylR2 homodimer using paramagnetic relaxation enhancement and structure-based prediction of molecular alignment. JOURNAL OF BIOMOLECULAR NMR 2008; 40:1-13. [PMID: 18026911 PMCID: PMC2758389 DOI: 10.1007/s10858-007-9204-4] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/24/2007] [Accepted: 09/14/2007] [Indexed: 05/25/2023]
Abstract
Structure determination of homooligomeric proteins by NMR spectroscopy is difficult due to the lack of chemical shift perturbation data, which is very effective in restricting the binding interface in heterooligomeric systems, and the difficulty of obtaining a sufficient number of intermonomer distance restraints. Here we solved the high-resolution solution structure of the 15.4 kDa homodimer CylR2, the regulator of cytolysin production from Enterococcus faecalis, which deviates by 1.1 angstroms from the previously determined X-ray structure. We studied the influence of different experimental information such as long-range distances derived from paramagnetic relaxation enhancement, residual dipolar couplings, symmetry restraints and intermonomer Nuclear Overhauser Effect restraints on the accuracy of the derived structure. In addition, we show that it is useful to combine experimental information with methods of ab initio docking when the available experimental data are not sufficient to obtain convergence to the correct homodimeric structure. In particular, intermonomer distances may not be required when residual dipolar couplings are compared to values predicted on the basis of the charge distribution and the shape of ab initio docking solutions.
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Affiliation(s)
- Sigrun Rumpel
- Department for NMR-based Structural Biology, Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, 37077 Gottingen, Germany
| | - Stefan Becker
- Department for NMR-based Structural Biology, Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, 37077 Gottingen, Germany
| | - Markus Zweckstetter
- Department for NMR-based Structural Biology, Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, 37077 Gottingen, Germany
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Zweckstetter M. Prediction of charge-induced molecular alignment: residual dipolar couplings at pH 3 and alignment in surfactant liquid crystalline phases. EUROPEAN BIOPHYSICS JOURNAL: EBJ 2005; 35:170-80. [PMID: 16249916 DOI: 10.1007/s00249-005-0018-6] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/27/2005] [Revised: 08/22/2005] [Accepted: 08/25/2005] [Indexed: 10/25/2022]
Abstract
Recently we reported that the alignment tensor of a biological macromolecule, which was dissolved in a dilute suspension of highly negatively charged filamentous phage at close to neutral pH, can be predicted from the molecule's 3D charge distribution and shape (Zweckstetter et al. 2004). Here it is demonstrated that this approach is also applicable to alignment of proteins in liquid crystalline phases formed by filamentous phage at low pH. Residual dipolar couplings (RDCs) predicted by our simple electrostatic model for the B1 domain of protein G in fd phage at pH 3 fit very well with the experimental values. The sign of charge-shape predicted one-bond (1)H-(15)N dipolar couplings for the B1 domain of protein G (GB1) was inverted at pH 3 compared to neutral pH, in agreement with experimental observations. Our predictions indicate that this is a feature specific for GB1. In addition, it is shown that RDCs induced in the protein ubiquitin by the presence of a positively charged surfactant system comprising cetylpyridinium bromide/hexanol/sodium bromide can be predicted accurately by a simple electrostatic alignment model. This shows that steric and electrostatic interactions dominate weak alignment of biomolecules for a wide range of pH values both in filamentous phage and in surfactant liquid crystalline phases.
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Affiliation(s)
- Markus Zweckstetter
- Department of NMR-based Structural Biology, Max Planck Institute for Biophysical Chemistry, Am Fassberg 11, 37077 Göttingen, Germany.
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