101
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Lee LP, Cole DJ, Skylaris CK, Jorgensen WL, Payne MC. Polarized Protein-Specific Charges from Atoms-in-Molecule Electron Density Partitioning. J Chem Theory Comput 2013; 9:2981-2991. [PMID: 23894231 PMCID: PMC3719162 DOI: 10.1021/ct400279d] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2013] [Indexed: 11/30/2022]
Abstract
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Atomic partial charges for use in
traditional force fields for
biomolecular simulation are often fit to the electrostatic potentials
of small molecules and, hence, neglect large-scale electronic polarization.
On the other hand, recent advances in atoms-in-molecule charge derivation
schemes show promise for use in flexible force fields but are limited
in size by the underlying quantum mechanical calculation of the electron
density. Here, we implement the density derived electrostatic and
chemical charges method in the linear-scaling density functional theory
code ONETEP. Our implementation allows the straightforward derivation
of partial atomic charges for systems comprising thousands of atoms,
including entire proteins. We demonstrate that the derived charges
are chemically intuitive, reproduce ab initio electrostatic
potentials of proteins and are transferable between closely related
systems. Simulated NMR data derived from molecular dynamics of three
proteins using force fields based on the ONETEP charges are in good
agreement with experiment.
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Affiliation(s)
- Louis P Lee
- TCM Group, Cavendish Laboratory , 19 JJ Thomson Ave, Cambridge CB3 0HE, United Kingdom
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102
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Wang J, Tong C, Yan X, Yeung E, Gandavadi S, Hare AA, Du X, Chen Y, Xiong H, Ma C, Leng L, Young LH, Jorgensen WL, Li J, Bucala R. Limiting cardiac ischemic injury by pharmacological augmentation of macrophage migration inhibitory factor-AMP-activated protein kinase signal transduction. Circulation 2013; 128:225-36. [PMID: 23753877 DOI: 10.1161/circulationaha.112.000862] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
BACKGROUND Macrophage migration inhibitory factor (MIF) exerts a protective effect on ischemic myocardium by activating AMP-activated protein kinase (AMPK). Small molecules that increase the affinity of MIF for its receptor have been recently designed, and we hypothesized that such agonists may enhance AMPK activation and limit ischemic tissue injury. METHODS AND RESULTS Treatment of cardiomyocytes with the candidate MIF agonist, MIF20, augmented AMPK phosphorylation, increased by 50% the surface localization of glucose transporter, and enhanced by 25% cellular glucose uptake in comparison with MIF alone. In mouse hearts perfused with MIF20 before no-flow ischemia and reperfusion, postischemic left ventricular function improved commensurately with an increase in cardiac MIF-AMPK activation and an augmentation in myocardial glucose uptake. By contrast, small-molecule MIF agonism was not effective in cells or tissues genetically deficient in MIF or the MIF receptor, verifying the specificity of MIF20 for MIF-dependent AMPK signaling. The protective effect of MIF20 also was evident in an in vivo regional ischemia model. Mice treated with MIF20 followed by left coronary artery occlusion and reperfusion showed a significant reduction in infarcted myocardium. CONCLUSIONS These data support the pharmacological utility of small-molecule MIF agonists in enhancing AMPK activation and reducing cardiac ischemic injury.
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Affiliation(s)
- Jingying Wang
- Department of Pharmacology and Toxicology, State University of New York at Buffalo, Buffalo, NY 14214-3000, USA
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103
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Dahlgren MK, Schyman P, Tirado-Rives J, Jorgensen WL. Characterization of biaryl torsional energetics and its treatment in OPLS all-atom force fields. J Chem Inf Model 2013; 53:1191-9. [PMID: 23621692 DOI: 10.1021/ci4001597] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The frequency of biaryl substructures in a database of approved oral drugs has been analyzed. This led to designation of 20 prototypical biaryls plus 10 arylpyridinones for parametrization in the OPLS all-atom force fields. Bond stretching, angle-bending, and torsional parameters were developed to reproduce the MP2 geometries and torsional energy profiles. The transferability of the new parameters was tested through their application to three additional biaryls. The torsional energetics for the 33 biaryl molecules are analyzed and factors leading to preferences for planar and nonplanar geometries are identified. For liquid biphenyl, the computed density and heat of vaporization at the boiling point (255 °C) are also reported.
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Affiliation(s)
- Markus K Dahlgren
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States
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104
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Bailey CM, Sullivan TJ, Iyidogan P, Tirado-Rives J, Chung R, Ruiz-Caro J, Mohamed E, Jorgensen WL, Jorgensen W, Hunter R, Anderson KS. Bifunctional inhibition of human immunodeficiency virus type 1 reverse transcriptase: mechanism and proof-of-concept as a novel therapeutic design strategy. J Med Chem 2013; 56:3959-68. [PMID: 23659183 DOI: 10.1021/jm400160s] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
Human immunodeficiency virus type 1 reverse transcriptase (HIV-1 RT) is a major target for currently approved anti-HIV drugs. These drugs are divided into two classes: nucleoside and non-nucleoside reverse transcriptase inhibitors (NRTIs and NNRTIs). This study illustrates the synthesis and biochemical evaluation of a novel bifunctional RT inhibitor utilizing d4T (NRTI) and a TMC-derivative (a diarylpyrimidine NNRTI) linked via a poly(ethylene glycol) (PEG) linker. HIV-1 RT successfully incorporates the triphosphate of d4T-4PEG-TMC bifunctional inhibitor in a base-specific manner. Moreover, this inhibitor demonstrates low nanomolar potency that has 4.3-fold and 4300-fold enhancement of polymerization inhibition in vitro relative to the parent TMC-derivative and d4T, respectively. This study serves as a proof-of-concept for the development and optimization of bifunctional RT inhibitors as potent inhibitors of HIV-1 viral replication.
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Affiliation(s)
- Christopher M Bailey
- Department of Pharmacology, School of Medicine, Yale University, New Haven, Connecticut 06520, USA
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105
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Hall ML, Jorgensen WL, Whitehead L. Automated Ligand- and Structure-Based Protocol for in Silico Prediction of Human Serum Albumin Binding. J Chem Inf Model 2013; 53:907-22. [DOI: 10.1021/ci3006098] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Michelle Lynn Hall
- Novartis Institutes for Biomedical Research, 100 Technology Square, Cambridge,
Massachusetts 02143, United States
| | - William L. Jorgensen
- Department
of Chemistry, Yale University, New Haven, Connecticut 06520, United States
| | - Lewis Whitehead
- Novartis Institutes for Biomedical Research, 100 Technology Square, Cambridge,
Massachusetts 02143, United States
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106
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Sun H, Choo-Wing R, Fan J, Leng L, Syed MA, Hare AA, Jorgensen WL, Bucala R, Bhandari V. Small molecular modulation of macrophage migration inhibitory factor in the hyperoxia-induced mouse model of bronchopulmonary dysplasia. Respir Res 2013; 14:27. [PMID: 23448134 PMCID: PMC3637059 DOI: 10.1186/1465-9921-14-27] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2012] [Accepted: 02/19/2013] [Indexed: 01/11/2023] Open
Abstract
Background The role and mechanism of action of MIF in bronchopulmonary dysplasia (BPD) are not known. We hypothesized that increased MIF signaling would ameliorate the pulmonary phenotype of BPD in the mouse lung. Methods We studied newborn wild type (WT), MIF knockout (MIFKO), and lung MIF transgenic (MIFTG) mice in room air and a BPD model, and examined the effects of administering a small molecule MIF agonist and antagonist. Lung morphometry was performed and mRNA and protein expression of vascular mediators were analyzed. Results The pulmonary phenotype of MIFKO and MIFTG mice lungs in room air (RA) and BPD model were comparable to the WT-BPD mice at postnatal (PN) day 14. Vascular endothelial growth factor (VEGF)-A, -R1 and Angiopoietin (Ang)1 mRNA were decreased, and Ang2 increased in the WT-BPD, MIFKO-RA, MIFKO-BPD, MIFTG-RA and MIFTG-BPD mice lungs, compared to appropriate controls. The protein expression of Ang1 in the MIFKO-RA was similar to WT-RA, but decreased in MIFTG-RA, and decreased in all the BPD groups. Ang2 was increased in MIFKO-RA, MIFTG-RA and in all 3 BPD groups. Tie2 was increased in WT-BPD compared to WT-RA, but decreased in MIFKO- and MIFTG- RA and BPD groups. VEGFR1 was uniformly decreased in MIFKO-RA, MIFTG-RA and in all 3 BPD groups. VEGF-A had a similar expression across all RA and BPD groups. There was partial recovery of the pulmonary phenotype in the WT-BPD model treated with the MIF agonist, and in the MIFTG mice treated with the MIF antagonist. Conclusions These data point to the careful regulatory balance exerted by MIF in the developing lung and response to hyperoxia and support the potential therapeutic value of small molecule MIF modulation in BPD.
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Affiliation(s)
- Huanxing Sun
- Department of Pediatrics, Yale University, New Haven, CT 06520, USA
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107
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Bollini M, Gallardo-Macias R, Spasov KA, Tirado-Rives J, Anderson KS, Jorgensen WL. Optimization of benzyloxazoles as non-nucleoside inhibitors of HIV-1 reverse transcriptase to enhance Y181C potency. Bioorg Med Chem Lett 2013; 23:1110-3. [PMID: 23298809 PMCID: PMC3561933 DOI: 10.1016/j.bmcl.2012.11.115] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2012] [Accepted: 11/27/2012] [Indexed: 01/06/2023]
Abstract
Design of non-nucleoside inhibitors of HIV-1 reverse transcriptase with improved activity towards Tyr181Cys containing variants was pursued with the assistance of free energy perturbation (FEP) calculations. Optimization of the 4-R substituent in 1 led to ethyl and isopropyl analogs 1e and 1f with 1-7 nM potency towards both the wild-type virus and a Tyr181C variant.
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Affiliation(s)
- Mariela Bollini
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, USA
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108
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Abstract
Graphene, carbon nanotubes, and fullerenes are of great interest due to their unique properties and diverse applications in biology, molecular electronics, and materials science. Therefore, there is demand for methods that can accurately model the interface between carbon surfaces and their environment. In this letter we compare results for complexes of water, potassium ion, and chloride ion with graphene, carbon nanotube, and fullerene surfaces using a standard non-polarizable force field (OPLS-AA), a polarizable force field (OPLS-AAP), DFT, and ab initio theory. For interactions with water, OPLS-AA with the TIP3P or TIP4P water models describes the interactions with benzene (C(6)H(6)) and coronene (C(24)H(12)) well; however, for acenes larger than circumcoronene (C(54)H(18)) and especially for C(60), the interaction energies are somewhat too weak and polarization is needed. For ions interacting with carbon surfaces, inclusion of polarization is essential, and OPLS-AAP is found to perform well in comparison to the highest-level quantum mechanical methods. Overall, OPLS-AAP provides an accurate and computationally efficient force field for modeling condensed-phase systems featuring carbon surfaces.
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109
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Frey KM, Bollini M, Mislak AC, Cisneros JA, Gallardo-Macias R, Jorgensen WL, Anderson KS. Crystal structures of HIV-1 reverse transcriptase with picomolar inhibitors reveal key interactions for drug design. J Am Chem Soc 2012; 134:19501-3. [PMID: 23163887 DOI: 10.1021/ja3092642] [Citation(s) in RCA: 42] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
X-ray crystal structures at 2.9 Å resolution are reported for two complexes of catechol diethers with HIV-1 reverse transcriptase. The results help elucidate the structural origins of the extreme antiviral activity of the compounds. The possibility of halogen bonding between the inhibitors and Pro95 is addressed. Structural analysis reveals key interactions with conserved residues P95 and W229 of importance for design of inhibitors with high potency and favorable resistance profiles.
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Affiliation(s)
- Kathleen M Frey
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States
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110
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Buckley DL, Gustafson JL, Van Molle I, Roth AG, Tae HS, Gareiss PC, Jorgensen WL, Ciulli A, Crews CM. Small-molecule inhibitors of the interaction between the E3 ligase VHL and HIF1α. Angew Chem Int Ed Engl 2012; 51:11463-7. [PMID: 23065727 PMCID: PMC3519281 DOI: 10.1002/anie.201206231] [Citation(s) in RCA: 189] [Impact Index Per Article: 15.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2012] [Indexed: 01/03/2023]
Abstract
E3 ubiquitin ligases, such as the therapeutically relevant VHL, are challenging targets for traditional medicinal chemistry, as their modulation requires targeting protein-protein interactions. We report novel small-molecule inhibitors of the interaction between VHL and its molecular target HIF1α, a transcription factor involved in oxygen sensing.
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Affiliation(s)
- Dennis L. Buckley
- Departments of Chemistry, Molecular, Cellular & Developmental Biology and Pharmacology, and Center for Molecular Discovery, Yale University, New Haven, Connecticut 06511, United States
| | - Jeffrey L. Gustafson
- Departments of Chemistry, Molecular, Cellular & Developmental Biology and Pharmacology, and Center for Molecular Discovery, Yale University, New Haven, Connecticut 06511, United States
| | - Inge Van Molle
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Anke G. Roth
- Departments of Chemistry, Molecular, Cellular & Developmental Biology and Pharmacology, and Center for Molecular Discovery, Yale University, New Haven, Connecticut 06511, United States
| | - Hyun Seop Tae
- Departments of Chemistry, Molecular, Cellular & Developmental Biology and Pharmacology, and Center for Molecular Discovery, Yale University, New Haven, Connecticut 06511, United States
| | - Peter C. Gareiss
- Departments of Chemistry, Molecular, Cellular & Developmental Biology and Pharmacology, and Center for Molecular Discovery, Yale University, New Haven, Connecticut 06511, United States
| | - William L. Jorgensen
- Departments of Chemistry, Molecular, Cellular & Developmental Biology and Pharmacology, and Center for Molecular Discovery, Yale University, New Haven, Connecticut 06511, United States
| | - Alessio Ciulli
- Department of Chemistry, University of Cambridge, Lensfield Road, Cambridge CB2 1EW, United Kingdom
| | - Craig M. Crews
- Departments of Chemistry, Molecular, Cellular & Developmental Biology and Pharmacology, and Center for Molecular Discovery, Yale University, New Haven, Connecticut 06511, United States
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111
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Dahlgren MK, Garcia AB, Hare AA, Tirado-Rives J, Leng L, Bucala R, Jorgensen WL. Virtual screening and optimization yield low-nanomolar inhibitors of the tautomerase activity of Plasmodium falciparum macrophage migration inhibitory factor. J Med Chem 2012; 55:10148-59. [PMID: 23067344 DOI: 10.1021/jm301269s] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
The Plasmodium falciparum orthologue of the human cytokine, macrophage migratory inhibitory factor (PfMIF), is produced by the parasite during malaria infection and modulates the host's immune response. As for other MIF orthologues, PfMIF has tautomerase activity, whose inhibition may influence the cytokine activity. To identify small-molecule inhibitors of the tautomerase activity of PfMIF, virtual screening has been performed by docking 2.1 million compounds into the enzymatic site. Assaying of 17 compounds identified four as active. Substructure search for the most potent of these compounds, a 4-phenoxypyridine analogue, identified four additional compounds that were purchased and also shown to be active. Thirty-one additional analogues were then designed, synthesized, and assayed. Three were found to be potent PfMIF tautomerase inhibitors with K(i) of ∼40 nM; they are also highly selective with K(i) > 100 μM for human MIF.
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Affiliation(s)
- Markus K Dahlgren
- Department of Chemistry, Yale University , New Haven, Connecticut 06520-8107, USA
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112
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113
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114
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Buckley DL, Gustafson JL, Van Molle I, Roth AG, Tae HS, Gareiss PC, Jorgensen WL, Ciulli A, Crews CM. Niedermolekulare Inhibitoren der Wechselwirkung zwischen der E3-Ligase VHL und HIF1α. Angew Chem Int Ed Engl 2012. [DOI: 10.1002/ange.201206231] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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115
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Choi S, Kim HR, Leng L, Kang I, Jorgensen WL, Cho CS, Bucala R, Kim WU. Role of macrophage migration inhibitory factor in the regulatory T cell response of tumor-bearing mice. J Immunol 2012; 189:3905-13. [PMID: 22972922 DOI: 10.4049/jimmunol.1102152] [Citation(s) in RCA: 39] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Macrophage migration inhibitory factor (MIF) is involved in tumorigenesis by facilitating tumor proliferation and evasion of apoptosis; however, its role in tumor immunity is unclear. In this study, we investigated the effect of MIF on the progression of the syngenic, CT26 colon carcinoma and the generation of tumor regulatory T cells (Tregs). The results showed that the tumor growth rate was significantly lower in MIF knockout (MIF(-/-)) mice than in wild-type (MIF(+/+)) mice. Flow cytometric analysis of both spleen and tumor cells revealed that MIF(-/-) mice had significantly lower levels of tumor-associated CD4(+)Tregs than MIF(+/+) mice. The splenic cells of MIF(-/-) mice also showed a decrease in CD8(+)Tregs, which was accompanied by an increase in CD8-induced tumor cytotoxicity. Interestingly, the inducible Treg response in spleen cells to anti-CD3/CD28 plus IL-2 plus TGF-β was greater in MIF(-/-) mice than in MIF(+/+) mice. Spleen cells of MIF(-/-) mice, stimulated with anti-CD3/CD28, produced lower levels of IL-2, but not TGF-β, than those of MIF(+/+) mice, which was recovered by the addition of recombinant MIF. Conversely, a neutralizing anti-MIF Ab blocked anti-CD3-induced IL-2 production by splenocytes of MIF(+/+) mice and suppressed the inducible Treg generation. Moreover, the administration of IL-2 into tumor-bearing MIF(-/-) mice restored the generation of Tregs and tumor growth. Taken together, our data suggest that MIF promotes tumor growth by increasing Treg generation through the modulation of IL-2 production. Thus, anti-MIF treatment might be useful in enhancing the adaptive immune response to colon cancers.
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Affiliation(s)
- Susanna Choi
- Research Institute of Immunobiology, Catholic Research Institute of Medical Science, Seoul, Korea 137-040
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116
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Abstract
The effects of addition of a methyl group to a lead compound on biological activity are examined. A literature analysis of >2000 cases reveals that an activity boost of a factor of 10 or more is found with an 8% frequency, and a 100-fold boost is a 1 in 200 event. Four cases in the latter category are analyzed in depth to elucidate any unusual aspects of the protein-ligand binding, distribution of water molecules, and changes in conformational energetics. The analyses include Monte Carlo/free-energy perturbation (MC/FEP) calculations for methyl replacements in inhibitor series for p38α MAP kinase, ACK1, PTP1B, and thrombin. Methyl substitutions ortho to an aryl ring can be particularly effective at improving activity by inducing a propitious conformational change. The greatest improvements in activity arise from coupling the conformational gain with the burial of the methyl group in a hydrophobic region of the protein.
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Affiliation(s)
- Cheryl S Leung
- Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
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117
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Abstract
The representation of chlorine, bromine, and iodine in aryl halides has been modified in the OPLS-AA and OPLS/CM1A force fields in order to incorporate halogen bonding. The enhanced force fields, OPLS-AAx and OPLS/CM1Ax, have been tested in calculations on gas-phase complexes of halobenzenes with Lewis bases, and for free energies of hydration, densities, and heats of vaporization of halobenzenes. Comparisons with results of MP2/aug-cc-pVDZ(-PP) calculations for the complexes are included. Implementation in the MCPRO software also allowed computation of relative free energies of binding for a series of HIV reverse transcriptase inhibitors via Monte Carlo/free-energy perturbation calculations. The results support the notion that the activity of an unusually potent chloro analog likely benefits from halogen bonding with the carbonyl group of a proline residue.
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118
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Buckley DL, Van Molle I, Gareiss PC, Tae HS, Michel J, Noblin DJ, Jorgensen WL, Ciulli A, Crews CM. Targeting the von Hippel-Lindau E3 ubiquitin ligase using small molecules to disrupt the VHL/HIF-1α interaction. J Am Chem Soc 2012; 134:4465-8. [PMID: 22369643 PMCID: PMC3448299 DOI: 10.1021/ja209924v] [Citation(s) in RCA: 319] [Impact Index Per Article: 26.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
![]()
E3 ubiquitin ligases, which bind protein targets, leading
to their
ubiquitination and subsequent degradation, are attractive drug targets
due to their exquisite substrate specificity. However, the development
of small-molecule inhibitors has proven extraordinarily challenging
as modulation of E3 ligase activities requires the targeting of protein–protein
interactions. Using rational design, we have generated the first small
molecule targeting the von Hippel–Lindau protein (VHL), the
substrate recognition subunit of an E3 ligase, and an important target
in cancer, chronic anemia, and ischemia. We have also obtained the
crystal structure of VHL bound to our most potent inhibitor, confirming
that the compound mimics the binding mode of the transcription factor
HIF-1α, a substrate of VHL. These results have the potential
to guide future development of improved lead compounds as therapeutics
for the treatment of chronic anemia and ischemia.
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Affiliation(s)
- Dennis L Buckley
- Department of Chemistry, Yale University, New Haven, Connecticut 06511, United States
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119
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Ekkati AR, Bollini M, Domaoal RA, Spasov KA, Anderson KS, Jorgensen WL. Discovery of dimeric inhibitors by extension into the entrance channel of HIV-1 reverse transcriptase. Bioorg Med Chem Lett 2012; 22:1565-8. [PMID: 22269110 PMCID: PMC3278212 DOI: 10.1016/j.bmcl.2011.12.132] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2011] [Revised: 12/27/2011] [Accepted: 12/29/2011] [Indexed: 12/01/2022]
Abstract
Design of non-nucleoside inhibitors of HIV-1 reverse transcriptase is being pursued with computational guidance. Extension of azine-containing inhibitors into the entrance channel between Lys103 and Glu138 has led to the discovery of potent and structurally novel derivatives including dimeric inhibitors in an NNRTI-linker-NNRTI motif.
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Affiliation(s)
- Anil R Ekkati
- Department of Chemistry, Yale University, New Haven, CT 06520, USA
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120
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Abstract
A combined computational and experimental kinetic study on the Henry reaction is reported. The effects of solvation on the transition structures and the rates of reaction between nitromethane and formaldehyde, and between nitropropane and benzaldehyde are elucidated with QM/MM calculations.
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Affiliation(s)
- Jakub Kostal
- Department of Chemistry, Yale University, 225 Prospect Street, New Haven, Connecticut 06520-8107, USA
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121
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Bollini M, Domaoal RA, Thakur VV, Gallardo-Macias R, Spasov KA, Anderson KS, Jorgensen WL. Computationally-guided optimization of a docking hit to yield catechol diethers as potent anti-HIV agents. J Med Chem 2011; 54:8582-91. [PMID: 22081993 DOI: 10.1021/jm201134m] [Citation(s) in RCA: 101] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
A 5-μM docking hit has been optimized to an extraordinarily potent (55 pM) non-nucleoside inhibitor of HIV reverse transcriptase. Use of free energy perturbation (FEP) calculations to predict relative free energies of binding aided the optimizations by identifying optimal substitution patterns for phenyl rings and a linker. The most potent resultant catechol diethers feature terminal uracil and cyanovinylphenyl groups. A halogen bond with Pro95 likely contributes to the extreme potency of compound 42. In addition, several examples are provided illustrating failures of attempted grafting of a substructure from a very active compound onto a seemingly related scaffold to improve its activity.
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Affiliation(s)
- Mariela Bollini
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States
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122
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Abstract
Spontaneous decarboxylation of amino acids is among the slowest known reactions; it is much less facile than the cleavage of amide bonds in polypeptides. Establishment of the kinetics and mechanisms for this fundamental reaction is important for gauging the proficiency of enzymes. In the present study, multiple mechanisms for glycine decomposition in water are explored using QM/MM Monte Carlo simulations and free energy perturbation theory. Simple CO(2) detachment emerges as the preferred pathway for decarboxylation; it is followed by water-assisted proton transfer to yield the products: CO(2) and methylamine. The computed free energy of activation of 45 kcal/mol, and the resulting rate-constant of 1 × 10(-21) s(-1), can be compared with an extrapolated experimental rate constant of ~2 × 10(-17) s(-1) at 25 °C. The half-life for the reaction is more than 1 billion years. Furthermore, examination of deamination finds simple NH(3)-detachment yielding α-lactone to be the favored route, though it is less facile than decarboxylation by 6 kcal/mol. Ab initio and DFT calculations with the CPCM hydration model were also carried out for the reactions; the computed free energies of activation for glycine decarboxylation agree with the QM/MM result, whereas deamination is predicted to be more favorable. QM/MM calculations were also performed for decarboxylation of alanine; the computed barrier is 2 kcal/mol higher than for glycine in qualitative accord with experiment.
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Affiliation(s)
- Anastassia N Alexandrova
- Department of Chemistry and Biochemistry, University of California, Los Angeles, Los Angeles, California 90095-1569, USA.
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Ravindranathan K, Tirado-Rives J, Jorgensen WL, Guimarães CRW. Improving MM-GB/SA Scoring through the Application of the Variable Dielectric Model. J Chem Theory Comput 2011; 7:3859-3865. [PMID: 22606071 DOI: 10.1021/ct200565u] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
A variable dielectric model based on residue types for better description of protein-ligand electrostatics in MM-GBSA scoring is reported. The variable dielectric approach provides better correlation with binding data and reduces the score dynamic range, typically observed in the standard MM-GB/SA method. The latter supports the view that exaggerated enthalpic separation between weak and potent compounds due to the lack of shielding effects in the model is greatly responsible for the wide scoring spread.
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124
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Jorgensen WL, Bollini M, Thakur VV, Domaoal RA, Spasov KA, Anderson KS. Efficient discovery of potent anti-HIV agents targeting the Tyr181Cys variant of HIV reverse transcriptase. J Am Chem Soc 2011; 133:15686-96. [PMID: 21853995 PMCID: PMC3183387 DOI: 10.1021/ja2058583] [Citation(s) in RCA: 60] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Non-nucleoside reverse transcriptase inhibitors (NNRTIs) that interfere with the replication of human immunodeficiency virus (HIV) are being pursued with guidance from molecular modeling including free-energy perturbation (FEP) calculations for protein-inhibitor binding affinities. The previously reported pyrimidinylphenylamine 1 and its chloro analogue 2 are potent anti-HIV agents; they inhibit replication of wild-type HIV-1 in infected human T-cells with EC(50) values of 2 and 10 nM, respectively. However, they show no activity against viral strains containing the Tyr181Cys (Y181C) mutation in HIV-RT. Modeling indicates that the problem is likely associated with extensive interaction between the dimethylallyloxy substituent and Tyr181. As an alternative, a phenoxy group is computed to be oriented in a manner diminishing the contact with Tyr181. However, this replacement leads to a roughly 1000-fold loss of activity for 3 (2.5 μM). The present report details the efficient, computationally driven evolution of 3 to novel NNRTIs with sub-10 nM potency toward both wild-type HIV-1 and Y181C-containing variants. The critical contributors were FEP substituent scans for the phenoxy and pyrimidine rings and recognition of potential benefits of addition of a cyanovinyl group to the phenoxy ring.
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125
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Jorgensen WL, Trofimov A, Du X, Hare AA, Leng L, Bucala R. Benzisothiazolones as modulators of macrophage migration inhibitory factor. Bioorg Med Chem Lett 2011; 21:4545-9. [PMID: 21719283 DOI: 10.1016/j.bmcl.2011.05.127] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2011] [Revised: 05/27/2011] [Accepted: 05/31/2011] [Indexed: 02/02/2023]
Abstract
Substituted N-phenylbenzisothiazolones have been investigated as inhibitors of the tautomerase activity of the proinflammatory cytokine MIF (macrophage migration inhibitory factor). Numerous compounds were found to possess antagonist activity in the low micromolar range with the most potent being the 6-hydroxy analog 1w. Compound 1w and the p-cyano analog 1c were also shown to exhibit significant inhibition of the binding of MIF to its transmembrane receptor CD74. Consistently, both compounds were also found to retard the MIF-dependent phosphorylation of ERK1/2 in human synovial fibroblasts.
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127
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Luccarelli J, Michel J, Tirado-Rives J, Jorgensen WL. Effects of Water Placement on Predictions of Binding Affinities for p38α MAP Kinase Inhibitors. J Chem Theory Comput 2010; 6:3850-3856. [PMID: 21278915 DOI: 10.1021/ct100504h] [Citation(s) in RCA: 72] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Monte Carlo free energy perturbation (MC/FEP) calculations have been applied to compute the relative binding affinities of 17 congeneric pyridazo-pyrimidinone inhibitors of the protein p38α MAP kinase. Overall correlation with experiment was found to be modest when the complexes were hydrated using a traditional procedure with a stored solvent box. Significant improvements in accuracy were obtained when the MC/FEP calculations were repeated using initial solvent distributions optimized by the water placement algorithm JAWS. The results underscore the importance of accurate placement of water molecules in a ligand binding site for the reliable prediction of relative free energies of binding.
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Affiliation(s)
- James Luccarelli
- Department of Chemistry, Yale University, New Haven, CT 06520-8107
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128
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Crane CM, Pierce JG, Leung SSF, Tirado-Rives J, Jorgensen WL, Boger DL. Synthesis and evaluation of selected key methyl ether derivatives of vancomycin aglycon. J Med Chem 2010; 53:7229-35. [PMID: 20853900 DOI: 10.1021/jm100946e] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A select series of methyl ether derivatives of vancomcyin aglycon were prepared and examined for antimicrobial activity against vancomycin-sensitive Staphylococcus aureus and vancomycin-resistant Enterococci faecalis as well as their binding affinity for D-Ala-D-Ala and D-Ala-D-Lac. The intent of the study was to elucidate the role selected key methyl groups may play in the improvement of the in vitro antimicrobial profile of the tetra methyl ether derivative of vancomycin aglycon against vancomycin-resistant Enterococci faecalis previously reported. In these studies, methodology for selective derivatization of the A-, B-, and D-ring was developed that defines the relative reactivity of the four phenols of vancomycin aglycon, providing a foundation for future efforts for site-directed modification of the vancomycin aglycon core.
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Affiliation(s)
- Christine M Crane
- Department of Chemistry and the Skaggs Institute for Chemical Biology, The Scripps Research Institute, 10550 North Torrey Pines Road, La Jolla, California 92037, USA
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Hare AA, Leng L, Gandavadi S, Du X, Cournia Z, Bucala R, Jorgensen WL. Optimization of N-benzyl-benzoxazol-2-ones as receptor antagonists of macrophage migration inhibitory factor (MIF). Bioorg Med Chem Lett 2010; 20:5811-4. [PMID: 20728358 PMCID: PMC2939296 DOI: 10.1016/j.bmcl.2010.07.129] [Citation(s) in RCA: 58] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2010] [Revised: 07/28/2010] [Accepted: 07/29/2010] [Indexed: 11/20/2022]
Abstract
The cytokine MIF is involved in inflammation and cell proliferation via pathways initiated by its binding to the transmembrane receptor CD74. MIF also exhibits keto-enol tautomerase activity, believed to be vestigial in mammals. Starting from a 1 μM hit from virtual screening, substituted benzoxazol-2-ones have been discovered as antagonists with IC(50) values as low as 7.5 nM in a tautomerase assay and 80 nM in a MIF-CD74 binding assay. Additional studies for one of the potent inhibitors demonstrated that it is not a covalent inhibitor of MIF and that it attenuates MIF-dependent ERK1/2 phosphorylation in human synovial fibroblasts.
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Affiliation(s)
- Alissa A. Hare
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, USA
| | - Lin Leng
- Department of Medicine, Yale University School of Medicine, New Haven, CT 06520-8066, USA
| | | | - Xin Du
- Department of Medicine, Yale University School of Medicine, New Haven, CT 06520-8066, USA
| | - Zoe Cournia
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, USA
| | - Richard Bucala
- Department of Medicine, Yale University School of Medicine, New Haven, CT 06520-8066, USA
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130
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Jorgensen WL, Gandavadi S, Du X, Hare AA, Trofimov A, Leng L, Bucala R. Receptor agonists of macrophage migration inhibitory factor. Bioorg Med Chem Lett 2010; 20:7033-6. [PMID: 20971005 DOI: 10.1016/j.bmcl.2010.09.118] [Citation(s) in RCA: 40] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2010] [Revised: 09/21/2010] [Accepted: 09/23/2010] [Indexed: 11/25/2022]
Abstract
The cytokine MIF is involved in inflammation and cell proliferation via pathways initiated by its binding to the transmembrane receptor CD74. MIF also promotes AMPK activation with potential benefits for response to myocardial infarction and ischemia-reperfusion. Structure-based molecular design has led to the discovery of not only antagonists, but also the first agonists of MIF-CD74 binding. The compounds contain a triazole core that is readily assembled via Cu-catalyzed click chemistry. The agonist and antagonist behaviors were confirmed via study of MIF-dependent ERK1/2 phosphorylation in human fibroblasts.
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131
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Zhang AX, Murelli RP, Barinka C, Michel J, Cocleaza A, Jorgensen WL, Lubkowski J, Spiegel DA. A remote arene-binding site on prostate specific membrane antigen revealed by antibody-recruiting small molecules. J Am Chem Soc 2010; 132:12711-6. [PMID: 20726553 PMCID: PMC2965167 DOI: 10.1021/ja104591m] [Citation(s) in RCA: 112] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
Abstract
Prostate specific membrane antigen (PSMA) is a membrane-bound glutamate carboxypeptidase overexpressed in many forms of prostate cancer. Our laboratory has recently disclosed a class of small molecules, called ARM-Ps (antibody-recruiting molecule targeting prostate cancer) that are capable of enhancing antibody-mediated immune recognition of prostate cancer cells. Interestingly, during the course of these studies, we found ARM-Ps to exhibit extraordinarily high potencies toward PSMA, compared to previously reported inhibitors. Here, we report in-depth biochemical, crystallographic, and computational investigations which elucidate the origin of the observed affinity enhancement. These studies reveal a previously unreported arene-binding site on PSMA, which we believe participates in an aromatic stacking interaction with ARMs. Although this site is composed of only a few amino acid residues, it drastically enhances small molecule binding affinity. These results provide critical insights into the design of PSMA-targeted small molecules for prostate cancer diagnosis and treatment; more broadly, the presence of similar arene-binding sites throughout the proteome could prove widely enabling in the optimization of small molecule-protein interactions.
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Affiliation(s)
- Andrew X. Zhang
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06510-8107 USA
| | - Ryan P. Murelli
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06510-8107 USA
| | - Cyril Barinka
- Laboratory of Structural Biology, Institute of Biotechnology AS CR,v.v.i., 14200 Prague 4, Czech Republic
| | - Julien Michel
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06510-8107 USA
| | - Alexandra Cocleaza
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06510-8107 USA
| | - William L. Jorgensen
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06510-8107 USA
| | - Jacek Lubkowski
- Macromolecular Crystallography Laboratory, 539 Boyles Street, National Cancer Institute at Frederick, Frederick, MD, 21702, USA
| | - David A. Spiegel
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06510-8107 USA
- Department of Pharmacology, Yale University School of Medicine, 333 Cedar Street, New Haven, CT 06520 USA
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132
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Abstract
Thermochemical data have been obtained from G3B3 quantum mechanical calculations for 18 prototypical organic molecules, which exhibit E/Z conformational equilibria. The results are fundamentally important for molecular design including evaluation of structures from protein-ligand docking. For the 18 E/Z pairs, relative energies, enthalpies, free energies, and dipole moments are reported; the E - Z free-energy differences at 298 K range from +8.2 kcal/mol for 1,3-dimethyl carbamate to -6.4 kcal/mol for acetone oxime. A combination of steric and electronic effects can rationalize the variations. Free energies of hydration were also estimated using the GB/SA continuum solvent model. These results indicate that differential hydration is unlikely to qualitatively change the preferred direction of the E/Z equilibria, though further study with free-energy methods using explicit solvent is desirable.
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Affiliation(s)
- John P Terhorst
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107
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133
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Abstract
The energetics of the Menshutkin reaction between triethylamine and ethyl iodide have been computed using B3LYP and MP2 with the LANL2DZ, LANL2DZd, SVP, MIDI!, 6-311G(d,p), and aug-cc-PVTZ basis sets. Small- and large-core energy-consistent relativistic pseudopotentials were employed. Solvent effect corrections were computed from QM/MM Monte Carlo simulations utilizing free-energy perturbation theory, PDDG/PM3, and both a nonpolarizable OPLS and polarizable OPLS-AAP force field. The B3LYP/MIDI! theory level provided the best DeltaG(++) values with a mean absolute error (MAE) of 4.9 kcal/mol from experiment in cyclohexane, CCl(4), THF, DMSO, acetonitrile, water, and methanol. However, the relative rates in cyclohexane, and to a certain extent CCl(4), were determined to be greatly underestimated when using the nonpolarizable OPLS force field. An overall reduction in the MAE to 3.1 kcal/mol using B3LYP/MIDI!/OPLS-AAP demonstrated the need for a fully polarizable force field when computing solvent effects for highly dipolar transition structures in low-dielectric media. The MAEs obtained with PDDG/PM3/OPLS and OPLS-AAP of 5.3 and 3.8 kcal/mol, respectively, provided comparable results to B3LYP at a fraction of the computational resources. The large rate accelerations observed in the reaction were correlated to an increased stabilization of the emerging charge separation at the transition state via favorable solute-solvent interactions.
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Affiliation(s)
- Orlando Acevedo
- Department of Chemistry and Biochemistry, Auburn University, Auburn, Alabama 36849, USA.
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134
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Abstract
The Thorpe-Ingold hypothesis for the gem-dimethyl effect in the cyclization reactions of 2-chloroethoxide derivatives has been investigated computationally in the gas phase and in aqueous solution. Ab initio MP2/6-311+G(d,p) and CBS-Q calculations reveal little intrinsic difference in reactivity with increasing alpha-methylation for the series of reactants 1-3. However, inclusion of continuum hydration or of explicit hydration through mixed quantum and statistical mechanics (MC/FEP) simulations does reproduce the substantial, experimentally observed rate increases with increasing alpha-methylation. Analysis of the MC/FEP results provides clear evidence that the rate increases stem primarily from increased steric hindrance to hydration of the nucleophilic oxygen atom with increasing alpha-methylation. Thus, the gem-dimethyl acceleration of oxirane formation for 1-3 is found to be predominantly a solvent effect.
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Affiliation(s)
- Jakub Kostal
- Department of Chemistry, Yale University, 225 Prospect Street, New Haven, CT 06520-8107
| | - William L. Jorgensen
- Department of Chemistry, Yale University, 225 Prospect Street, New Haven, CT 06520-8107
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135
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136
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Thomas LL, Tirado-Rives J, Jorgensen WL. Quantum mechanical/molecular mechanical modeling finds Diels-Alder reactions are accelerated less on the surface of water than in water. J Am Chem Soc 2010; 132:3097-104. [PMID: 20148559 PMCID: PMC2842977 DOI: 10.1021/ja909740y] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Quantum and molecular mechanics calculations for the Diels-Alder reactions of cyclopentadiene with 1,4-naphthoquinone, methyl vinyl ketone, and acrylonitrile have been carried out at the vacuum-water interface and in the gas phase. In conjunction with previous studies of these cycloadditions in dilute solution, a more complete picture of aqueous environmental effects emerges with implications for the origin of observed rate accelerations using heterogeneous aqueous suspensions, "on water" conditions. The pure TIP4P water slab maintains the bulk density and hydrogen-bonding properties in central water layers. The bulk region merges to vacuum over a ca. 5 A band with progressive diminution of the density and hydrogen bonding. The relative free energies of activation and transition structures for the reactions at the interface are found to be intermediate between those calculated in the gas phase and in bulk water; i.e., for the reaction with 1,4-naphthoquinone, the DeltaDeltaG(++) values relative to the gas phase are -3.6 and -7.3 kcal/mol at the interface and in bulk water, respectively. Thus, the results do not support the notion that a water surface is more effective than bulk water for catalysis of such pericyclic reactions. The trend is in qualitative agreement with expectations based on density considerations and estimates of experimental rate constants for the gas phase, a heterogeneous aqueous suspension, and a dilute aqueous solution for the reaction of cyclopentadiene with methyl vinyl ketone. Computed energy pair distributions reveal a uniform loss of 0.5-1.0 hydrogen bond for the reactants and transition states in progressing from bulk water to the vacuum-water interface. Orientational effects are apparent at the surface; e.g., the carbonyl group in the methyl vinyl ketone transition structure is preferentially oriented into the surface. Also, the transition structure for the 1,4-naphthoquinone case is buried more in the surface, and the free energy of activation for this reaction is most similar to the result in bulk water.
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Affiliation(s)
- Laura L. Thomas
- Department of Chemistry, Yale University, 225 Prospect Street, New Haven, Connecticut 06520-8107
| | - Julian Tirado-Rives
- Department of Chemistry, Yale University, 225 Prospect Street, New Haven, Connecticut 06520-8107
| | - William L. Jorgensen
- Department of Chemistry, Yale University, 225 Prospect Street, New Haven, Connecticut 06520-8107
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137
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Leung CS, Zeevaart JG, Domaoal RA, Bollini M, Thakur VV, Spasov KA, Anderson KS, Jorgensen WL. Eastern extension of azoles as non-nucleoside inhibitors of HIV-1 reverse transcriptase; cyano group alternatives. Bioorg Med Chem Lett 2010; 20:2485-8. [PMID: 20304641 DOI: 10.1016/j.bmcl.2010.03.006] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2010] [Revised: 02/26/2010] [Accepted: 03/01/2010] [Indexed: 11/17/2022]
Abstract
Design of non-nucleoside inhibitors of HIV-1 reverse transcriptase is being pursued with the assistance of free energy perturbation (FEP) calculations to predict relative free energies of binding. Extension of azole-containing inhibitors into an 'eastern' channel between Phe227 and Pro236 has led to the discovery of potent and structurally novel derivatives.
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Affiliation(s)
- Cheryl S Leung
- Department of Chemistry, Yale University, New Haven, CT 06520, USA
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138
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Ravindranathan KP, Mandiyan V, Ekkati AR, Bae JH, Schlessinger J, Jorgensen WL. Discovery of novel fibroblast growth factor receptor 1 kinase inhibitors by structure-based virtual screening. J Med Chem 2010; 53:1662-72. [PMID: 20121196 PMCID: PMC2842983 DOI: 10.1021/jm901386e] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
Fibroblast growth factors (FGFs) play important roles in embryonic development, angiogenesis, wound healing, and cell proliferation and differentiation. In search of inhibitors of FGFR1 kinase, 2.2 million compounds were docked into the ATP binding site of the protein. A co-crystal structure, which shows two alternative conformations for the nucleotide binding loop, is reported. Docking was performed on both conformations and, ultimately, 23 diverse compounds were purchased and assayed. Following hit validation, two compounds 10 and 16, a benzylidene derivative of pseudothiohydantoin and a thienopyrimidinone derivative, respectively, were discovered that inhibit FGFR1 kinase with IC(50) values of 23 and 50 microM. Initial optimization of 16 led to the more unsaturated 40, which has significantly enhanced potency, 1.9 microM. The core structures represent new structural motifs for FGFR1 kinase inhibitors. The study also illustrates complexities associated with the choice of protein structures for docking, possible use of multiple kinase structures to seek selectivity, and hit identification.
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Affiliation(s)
| | - Valsan Mandiyan
- Department of Pharmacology, Yale University School of Medicine, New Haven CT-06520, USA
| | - Anil R. Ekkati
- Department of Chemistry, Yale University, New Haven CT-06520, USA
| | - Jae H. Bae
- Department of Pharmacology, Yale University School of Medicine, New Haven CT-06520, USA
| | - Joseph Schlessinger
- Department of Pharmacology, Yale University School of Medicine, New Haven CT-06520, USA
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139
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Murelli RP, Zhang AX, Michel J, Jorgensen WL, Spiegel DA. Chemical control over immune recognition: a class of antibody-recruiting small molecules that target prostate cancer. J Am Chem Soc 2010; 131:17090-2. [PMID: 19888723 DOI: 10.1021/ja906844e] [Citation(s) in RCA: 89] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Prostate cancer is the second leading cause of cancer-related death among the American male population, and society is in dire need of new approaches to treat this disease. Here we report the design, synthesis, and biological evaluation of a class of bifunctional small molecules called antibody-recruiting molecules targeting prostate cancer (ARM-Ps) that enhance the recognition of prostate cancer cells by the human immune system. ARM-P derivatives were designed rationally via the computational analysis of crystallographic data, and we demonstrate here that these materials are able to (1) bind prostate-specific membrane antigen (PSMA) with high affinity (high pM to low nM), (2) template the formation of ternary complexes of anti-DNP antibodies, ARM-P, and LNCaP human prostate cancer cells, and (3) mediate the antibody-dependent killing of LNCaP cells in the presence of human effector cells. This manuscript describes the application of fundamental chemical principles to the design of a novel class of molecules with high therapeutic potential. We believe that this general small-molecule-based strategy could give rise to novel directions in treating cancer and other diseases.
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Affiliation(s)
- Ryan P Murelli
- Department of Chemistry, Yale University, 225 Prospect Street, P.O. Box 208107, New Haven, Connecticut 06520-8107, USA
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140
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Abstract
Application of combined quantum and molecular mechanical (QM/MM) methods focuses on predicting activation barriers and the structures of stationary points for organic and enzymatic reactions. Characterization of the factors that stabilize transition structures in solution and in enzyme active sites provides a basis for design and optimization of catalysts. Continued technological advances allowed for expansion from prototypical cases to mechanistic studies featuring detailed enzyme and condensed-phase environments with full integration of the QM calculations and configurational sampling. This required improved algorithms featuring fast QM methods, advances in computing changes in free energies including free-energy perturbation (FEP) calculations, and enhanced configurational sampling. In particular, the present Account highlights development of the PDDG/PM3 semi-empirical QM method, computation of multi-dimensional potentials of mean force (PMF), incorporation of on-the-fly QM in Monte Carlo (MC) simulations, and a polynomial quadrature method for efficient modeling of proton-transfer reactions. The utility of this QM/MM/MC/FEP methodology is illustrated for a variety of organic reactions including substitution, decarboxylation, elimination, and pericyclic reactions. A comparison to experimental kinetic results on medium effects has verified the accuracy of the QM/MM approach in the full range of solvents from hydrocarbons to water to ionic liquids. Corresponding results from ab initio and density functional theory (DFT) methods with continuum-based treatments of solvation reveal deficiencies, particularly for protic solvents. Also summarized in this Account are three specific QM/MM applications to biomolecular systems: (1) a recent study that clarified the mechanism for the reaction of 2-pyrone derivatives catalyzed by macrophomate synthase as a tandem Michael-aldol sequence rather than a Diels-Alder reaction, (2) elucidation of the mechanism of action of fatty acid amide hydrolase (FAAH), an unusual Ser-Ser-Lys proteolytic enzyme, and (3) the construction of enzymes for Kemp elimination of 5-nitrobenzisoxazole that highlights the utility of QM/MM in the design of artificial enzymes.
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Affiliation(s)
- Orlando Acevedo
- Department of Chemistry and Biochemistry, Auburn University, Auburn, Alabama 36849
| | - William L. Jorgensen
- Department of Chemistry, Yale University, 225 Prospect Street, New Haven, Connecticut 06520-8107
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141
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Michel J, Tirado-Rives J, Jorgensen WL. Energetics of displacing water molecules from protein binding sites: consequences for ligand optimization. J Am Chem Soc 2009; 131:15403-11. [PMID: 19778066 PMCID: PMC2783447 DOI: 10.1021/ja906058w] [Citation(s) in RCA: 195] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023]
Abstract
A strategy in drug design is to consider enhancing the affinity of lead molecules with structural modifications that displace water molecules from a protein binding site. Because success of the approach is uncertain, clarification of the associated energetics was sought in cases where similar structural modifications yield qualitatively different outcomes. Specifically, free-energy perturbation calculations were carried out in the context of Monte Carlo statistical mechanics simulations to investigate ligand series that feature displacement of ordered water molecules in the binding sites of scytalone dehydratase, p38-alphaMAP kinase, and EGFR kinase. The change in affinity for a ligand modification is found to correlate with the ease of displacement of the ordered water molecule. However, as in the EGFR example, the binding affinity may diminish if the free-energy increase due to the removal of the bound water molecule is not more than compensated by the additional interactions of the water-displacing moiety. For accurate computation of the effects of ligand modifications, a complete thermodynamic analysis is shown to be needed. It requires identification of the location of water molecules in the protein-ligand interface and evaluation of the free-energy changes associated with their removal and with the introduction of the ligand modification. Direct modification of the ligand in free-energy calculations is likely to trap the ordered molecule and provide misleading guidance for lead optimization.
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Affiliation(s)
- Julien Michel
- Department of Chemistry, Yale University, New Haven CT-06520, USA
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142
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Chen X, Regan CK, Craig SL, Krenske EH, Houk KN, Jorgensen WL, Brauman JI. Steric and Solvation Effects in Ionic SN2 Reactions. J Am Chem Soc 2009; 131:16162-70. [DOI: 10.1021/ja9053459] [Citation(s) in RCA: 64] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Affiliation(s)
- Xin Chen
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095-1569, Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, and Department of Chemistry, Duke University, Durham, North Carolina 27708-0354
| | - Colleen K. Regan
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095-1569, Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, and Department of Chemistry, Duke University, Durham, North Carolina 27708-0354
| | - Stephen L. Craig
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095-1569, Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, and Department of Chemistry, Duke University, Durham, North Carolina 27708-0354
| | - Elizabeth H. Krenske
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095-1569, Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, and Department of Chemistry, Duke University, Durham, North Carolina 27708-0354
| | - K. N. Houk
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095-1569, Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, and Department of Chemistry, Duke University, Durham, North Carolina 27708-0354
| | - William L. Jorgensen
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095-1569, Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, and Department of Chemistry, Duke University, Durham, North Carolina 27708-0354
| | - John I. Brauman
- Department of Chemistry, Stanford University, Stanford, California 94305-5080, Department of Chemistry and Biochemistry, University of California, Los Angeles, California 90095-1569, Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, and Department of Chemistry, Duke University, Durham, North Carolina 27708-0354
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143
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Abstract
An efficient molecular simulation methodology has been developed to determine the positioning of water molecules in the binding site of a protein or protein-ligand complex. Occupancies and absolute binding free energies of water molecules are computed using a statistical thermodynamics approach. The methodology, referred to as Just Add Water Molecules (JAWS), features "theta-water" molecules that can appear and disappear on a binding-site grid. Key approximations render the technique far more efficient than conventional free energy simulations. Testing of JAWS on five diverse examples (neuraminidase, scytalone dehydratase, major urinary protein 1, beta-lactoglobulin, and COX-2) demonstrates its accuracy in locating hydration sites in comparison to results from high-resolution crystal structures. Possible applications include aid in refinement of protein crystal structures, drug lead optimization, setup of docking calculations, and simulations of protein-ligand complexes.
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Affiliation(s)
- Julien Michel
- Department of Chemistry, Yale University, New Haven CT-06520, USA
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144
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Leung SSF, Tirado-Rives J, Jorgensen WL. Vancomycin analogs: Seeking improved binding of d-Ala-d-Ala and d-Ala-d-Lac peptides by side-chain and backbone modifications. Bioorg Med Chem 2009; 17:5874-86. [PMID: 19620008 PMCID: PMC2892990 DOI: 10.1016/j.bmc.2009.07.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/30/2009] [Revised: 06/27/2009] [Accepted: 07/03/2009] [Indexed: 10/20/2022]
Abstract
In order to seek vancomycin analogs with improved performance against VanA and VanB resistant bacterial strains, extensive computational investigations have been performed to examine the effects of side-chain and backbone modifications. Changes in binding affinities for tripeptide cell-wall precursor mimics, Ac(2)-l-Lys-d-Ala-d-Ala (3) and Ac(2)-l-Lys-d-Ala-d-Lac (4), with vancomycin analogs were computed with Monte Carlo/free energy perturbation (MC/FEP) calculations. Replacements of the 3-hydroxyl group in residue 7 with small alkyl or alkoxy groups, which improve contacts with the methyl side chain of the ligands'd-Ala residue, are predicted to be the most promising to enhance binding for both ligands. The previously reported amine backbone modification as in 5 is shown to complement the hydrophobic modifications for binding monoacetylated tripeptides. In addition, replacement of the hydroxyl groups in residues 5 and 7 by fluorine is computed to have negligible impact on binding the tripeptides, though it may be pharmacologically advantageous.
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145
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Michel J, Harker EA, Tirado-Rives J, Jorgensen WL, Schepartz A. In Silico Improvement of beta3-peptide inhibitors of p53 x hDM2 and p53 x hDMX. J Am Chem Soc 2009; 131:6356-7. [PMID: 19415930 DOI: 10.1021/ja901478e] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
There is great interest in molecules capable of inhibiting the interactions between p53 and its negative regulators hDM2 and hDMX, as these molecules have validated potential against cancers in which one or both oncoproteins are overexpressed. We reported previously that appropriately substituted beta(3)-peptides inhibit these interactions and, more recently, that minimally cationic beta(3)-peptides are sufficiently cell permeable to upregulate p53-dependent genes in live cells. These observations, coupled with the known stability of beta-peptides in a cellular environment, and the recently reported structures of hDM2 and hDMX, motivated us to exploit computational modeling to identify beta-peptides with improved potency and/or selectivity. This exercise successfully identified a new beta(3)-peptide, beta53-16, that possesses the highly desirable attribute of high affinity for both hDM2 and hDMX and identifies the 3,4-dichlorophenyl moiety as a novel determinant of hDMX affinity.
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Affiliation(s)
- Julien Michel
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, USA
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146
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Nichols SE, Domaoal RA, Thakur VV, Tirado-Rives J, Anderson KS, Jorgensen WL. Discovery of wild-type and Y181C mutant non-nucleoside HIV-1 reverse transcriptase inhibitors using virtual screening with multiple protein structures. J Chem Inf Model 2009; 49:1272-9. [PMID: 19374380 DOI: 10.1021/ci900068k] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
To discover non-nucleoside inhibitors of HIV-1 reverse transcriptase (NNRTIs) that are effective against both wild-type (WT) virus and variants that encode the clinically troublesome Tyr181Cys (Y181C) RT mutation, virtual screening by docking was carried out using three RT structures and more than 2 million commercially available compounds. Two of the structures are for WT-virus with different conformations of Tyr181, while the third structure incorporates the Y181C modification. Eventually nine compounds were purchased and assayed. Three of the compounds show low-micromolar antiviral activity toward either or both the wild-type and Y181C HIV-1 strains. The study illustrates a viable protocol to seek anti-HIV agents with enhanced resistance profiles.
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Affiliation(s)
- Sara E Nichols
- Interdepartmental Program in Computational Biology and Bioinformatics, Yale University, New Haven, Connecticut 06511, USA
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147
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Abstract
During the 1980s, advances in the abilities to perform computer simulations of chemical and biomolecular systems and to calculate free energy changes led to the expectation that such methodology would soon show great utility for guiding molecular design. Important potential applications included design of selective receptors, catalysts, and regulators of biological function including enzyme inhibitors. This time also saw the rise of high-throughput screening and combinatorial chemistry along with complementary computational methods for de novo design and virtual screening including docking. These technologies appeared poised to deliver diverse lead compounds for any biological target. As with many technological advances, realization of the expectations required significant additional effort and time. However, as summarized here, striking success has now been achieved for computer-aided drug lead generation and optimization. De novo design using both molecular growing and docking are illustrated for lead generation, and lead optimization features free energy perturbation calculations in conjunction with Monte Carlo statistical mechanics simulations for protein-inhibitor complexes in aqueous solution. The specific applications are to the discovery of non-nucleoside inhibitors of HIV reverse transcriptase (HIV-RT) and inhibitors of the binding of the proinflammatory cytokine MIF to its receptor CD74. A standard protocol is presented that includes scans for possible additions of small substituents to a molecular core, interchange of heterocycles, and focused optimization of substituents at one site. Initial leads with activities at low-micromolar concentrations have been advanced rapidly to low-nanomolar inhibitors.
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148
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Alexandrova AN, Röthlisberger D, Baker D, Jorgensen WL. Catalytic mechanism and performance of computationally designed enzymes for Kemp elimination. J Am Chem Soc 2009; 130:15907-15. [PMID: 18975945 DOI: 10.1021/ja804040s] [Citation(s) in RCA: 75] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
A series of enzymes for Kemp elimination of 5-nitrobenzisoxazole has been recently designed and tested. In conjunction with the design process, extensive computational analyses were carried out to evaluate the potential performance of four of the designs, as presented here. The enzyme-catalyzed reactions were modeled using mixed quantum and molecular mechanics (QM/MM) calculations in the context of Monte Carlo (MC) statistical mechanics simulations. Free-energy perturbation (FEP) calculations were used to characterize the free-energy surfaces for the catalyzed reactions as well as for reference processes in water. The simulations yielded detailed information about the catalytic mechanisms, activation barriers, and structural evolution of the active sites over the course of the reactions. The catalytic mechanism for the designed enzymes KE07, KE10(V131N), and KE15 was found to be concerted with proton transfer, generally more advanced in the transition state than breaking of the isoxazolyl N-O bond. On the basis of the free-energy results, all three enzymes were anticipated to be active. Ideas for further improvement of the enzyme designs also emerged. On the technical side, the synergy of parallel QM/MM and experimental efforts in the design of artificial enzymes is well illustrated.
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Affiliation(s)
- Anastassia N Alexandrova
- Sterling Chemistry Laboratory, Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA
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149
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Alexandrova AN, Jorgensen WL. Origin of the activity drop with the E50D variant of catalytic antibody 34E4 for Kemp elimination. J Phys Chem B 2009; 113:497-504. [PMID: 19132861 DOI: 10.1021/jp8076084] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
In enzymes, multiple structural effects cooperatively lead to the high catalytic activity, while individually these effects can be small. The design of artificial enzymes requires the understanding and ability to manipulate such subtle effects. The 34E4 catalytic antibody, catalyzing Kemp elimination of 5-nitrobenzisoxazole, and its Glu50Asp (E50D) variant are the subject of the present investigation. This removal of only a methylene group yields an approximately 30-fold reduction in the rate for the catalyzed Kemp elimination. Here, the aim is to understand this difference in the catalytic performance. The mechanism of Kemp elimination catalyzed by 34E4 and the E50D mutant is elucidated using QM/MM Monte Carlo simulations and free energy perturbation theory. In both proteins, the reaction is shown to follow a single-step, concerted mechanism. In the mutant, the activation barrier rises by 2.4 kcal/mol, which corresponds to a 62-fold rate deceleration, which is in good agreement with the experimental data. The positions and functionality of the residues in the active site are monitored throughout the reaction. It is concluded that the looser contact with the base, shorter base-Asn58 contact, less favorable pi-stacking with Trp91 in the transition state of the reaction, and different solvation pattern all contribute to the reduction of the reaction rate in the E50D variant of 34E4.
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Affiliation(s)
- Anastassia N Alexandrova
- Sterling Chemistry Laboratory, Department of Chemistry, Yale University, New Haven, Connecticut 06520, USA.
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150
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Cournia Z, Leng L, Gandavadi S, Du X, Bucala R, Jorgensen WL. Discovery of human macrophage migration inhibitory factor (MIF)-CD74 antagonists via virtual screening. J Med Chem 2009; 52:416-24. [PMID: 19090668 DOI: 10.1021/jm801100v] [Citation(s) in RCA: 108] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Macrophage migration inhibitory factor (MIF) is a cytokine that is involved in the regulation of inflammation as well as cell proliferation and differentiation. Deactivation of MIF by antibodies or inhibition of MIF binding to its receptor, CD74, attenuates tumor growth and angiogenesis. To discover small-molecule inhibitors of MIF's biological activity, virtual screening was performed by docking 2.1 million compounds into the MIF tautomerase active site. After visual inspection of 1200 top-ranked MIF-ligand complexes, 26 possible inhibitors were selected and purchased and 23 of them were assayed. The in vitro binding assay for MIF with CD74 revealed that 11 of the compounds have inhibitory activity in the micromolar regime, including four compounds with IC(50) values below 5 microM. Inhibition of MIF tautomerase activity was also established for many of the compounds with IC(50) values as low as 0.5 microM; Michaelis-Menten analysis was performed for two cases and confirmed the competitive inhibition.
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Affiliation(s)
- Zoe Cournia
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, USA
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