1
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Prucha GR, Henry S, Hollander K, Carter ZJ, Spasov KA, Jorgensen WL, Anderson KS. Covalent and noncovalent strategies for targeting Lys102 in HIV-1 reverse transcriptase. Eur J Med Chem 2023; 262:115894. [PMID: 37883896 PMCID: PMC10872499 DOI: 10.1016/j.ejmech.2023.115894] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2023] [Revised: 10/18/2023] [Accepted: 10/19/2023] [Indexed: 10/28/2023]
Abstract
Reverse transcriptase (RT) is one of three key proteins responsible for the replication cycle of HIV-1 in the host. Several classes of inhibitors have been developed to target the enzyme, with non-nucleoside reverse transcriptase inhibitors forming first-line treatment. Previously, covalent RT inhibitors have been identified and found to bind irreversibly to commonly mutated residues such as Y181C. In this work we aim to circumvent the issue of NNRTI resistance through targeting K102, which has not yet been identified to confer drug resistance. As reported here, 34 compounds were synthesized and characterized biochemically and structurally with wild-type (WT) HIV-1 RT. Two of these inhibitors demonstrate covalent inhibition as evidenced by protein crystallography, enzyme kinetics, mass spectrometry, and antiviral potency in HIV-1 infected human T-cell assays.
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Affiliation(s)
- Giavana R Prucha
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT, 06520-8066, USA
| | - Sean Henry
- Department of Chemistry, Yale University, New Haven, CT, 06520-8107, USA
| | - Klarissa Hollander
- Department of Molecular Biophysics and Biochemistry, Yale University School of Medicine, New Haven, CT, 06520-8066, USA
| | - Zachary J Carter
- Department of Chemistry, Yale University, New Haven, CT, 06520-8107, USA
| | - Krasimir A Spasov
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT, 06520-8066, USA
| | | | - Karen S Anderson
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT, 06520-8066, USA; Department of Molecular Biophysics and Biochemistry, Yale University School of Medicine, New Haven, CT, 06520-8066, USA.
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2
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Hollander K, Chan AH, Frey KM, Hunker O, Ippolito JA, Spasov KA, Yeh YJ, Jorgensen WL, Ho Y, Anderson KS. Exploring novel HIV-1 reverse transcriptase inhibitors with drug-resistant mutants: A double mutant surprise. Protein Sci 2023; 32:e4814. [PMID: 37861472 PMCID: PMC10659932 DOI: 10.1002/pro.4814] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2023] [Revised: 10/06/2023] [Accepted: 10/17/2023] [Indexed: 10/21/2023]
Abstract
HIV-1 reverse transcriptase (RT) remains a key target for HIV drug development. As successful management of the disease requires lifelong treatment, the emergence of resistance mutations is inevitable, making development of new RT inhibitors, which remain effective against resistant variants crucial. To this end, previous computationally guided drug design efforts have resulted in catechol diether compounds, which inhibit wildtype RT with picomolar affinities and appear to be promising preclinical candidates. To confirm that these compounds remain potent against Y181C, a widespread mutation conferring resistance to first generation inhibitors, they were screened against the HIV-1 N119 clinical isolate, reported as a Y181C single mutant. In comparison to a molecular clone with the same mutation, N119 appears less susceptible to inhibition by our preclinical candidate compounds. A more detailed sequencing effort determined that N119 was misidentified and carries V106A in combination with Y181C. While both indolizine and naphthalene substituted catechol diethers are potent against the classical Y181C single mutant, the addition of V106A confers more resistance against the indolizine derivatives than the naphthalene derivatives. Crystal structures presented in this study highlight key features of the naphthyl group, which allow these compounds to remain potent in the double mutant, including stronger interactions with F227 and less reliance on V106 for stabilization of the ethoxy-uracil ring, which makes critical hydrogen bonds with other residues in the binding pocket.
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Affiliation(s)
- Klarissa Hollander
- Department of Molecular Biophysics and BiochemistryYale University School of MedicineNew HavenConnecticutUSA
- Department of PharmacologyYale University School of MedicineNew HavenConnecticutUSA
| | - Albert H. Chan
- Department of PharmacologyYale University School of MedicineNew HavenConnecticutUSA
| | - Kathleen M. Frey
- Department of PharmacologyYale University School of MedicineNew HavenConnecticutUSA
| | - Olivia Hunker
- Department of Molecular Biophysics and BiochemistryYale University School of MedicineNew HavenConnecticutUSA
| | - Joseph A. Ippolito
- Department of PharmacologyYale University School of MedicineNew HavenConnecticutUSA
- Department of ChemistryYale UniversityNew HavenConnecticutUSA
| | - Krasimir A. Spasov
- Department of PharmacologyYale University School of MedicineNew HavenConnecticutUSA
| | - Yang‐Hui J. Yeh
- Department of Microbial PathogenesisYale University School of MedicineNew HavenConnecticutUSA
| | | | - Ya‐Chi Ho
- Department of Microbial PathogenesisYale University School of MedicineNew HavenConnecticutUSA
| | - Karen S. Anderson
- Department of Molecular Biophysics and BiochemistryYale University School of MedicineNew HavenConnecticutUSA
- Department of PharmacologyYale University School of MedicineNew HavenConnecticutUSA
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3
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Ross GA, Lu C, Scarabelli G, Albanese SK, Houang E, Abel R, Harder ED, Wang L. The maximal and current accuracy of rigorous protein-ligand binding free energy calculations. Commun Chem 2023; 6:222. [PMID: 37838760 PMCID: PMC10576784 DOI: 10.1038/s42004-023-01019-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2022] [Accepted: 10/02/2023] [Indexed: 10/16/2023] Open
Abstract
Computational techniques can speed up the identification of hits and accelerate the development of candidate molecules for drug discovery. Among techniques for predicting relative binding affinities, the most consistently accurate is free energy perturbation (FEP), a class of rigorous physics-based methods. However, uncertainty remains about how accurate FEP is and can ever be. Here, we present what we believe to be the largest publicly available dataset of proteins and congeneric series of small molecules, and assess the accuracy of the leading FEP workflow. To ascertain the limit of achievable accuracy, we also survey the reproducibility of experimental relative affinity measurements. We find a wide variability in experimental accuracy and a correspondence between binding and functional assays. When careful preparation of protein and ligand structures is undertaken, FEP can achieve accuracy comparable to experimental reproducibility. Throughout, we highlight reliable protocols that can help maximize the accuracy of FEP in prospective studies.
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Affiliation(s)
- Gregory A Ross
- Schrödinger Inc, New York, NY, USA.
- Isomorphic Labs, London, UK.
| | - Chao Lu
- Schrödinger Inc, New York, NY, USA
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4
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Serna-Arbeláez MS, García-Cárcamo V, Rincón-Tabares DS, Guerra D, Loaiza-Cano V, Martinez-Gutierrez M, Pereañez JA, Pastrana-Restrepo M, Galeano E, Zapata W. In Vitro and In Silico Antiviral Activity of Di-Halogenated Compounds Derived from L-Tyrosine against Human Immunodeficiency Virus 1 (HIV-1). Curr Issues Mol Biol 2023; 45:8173-8200. [PMID: 37886959 PMCID: PMC10605077 DOI: 10.3390/cimb45100516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 09/28/2023] [Accepted: 09/29/2023] [Indexed: 10/28/2023] Open
Abstract
HIV-1 infection is considered one of the major public health problems worldwide. Due to the limited access to antiretroviral therapy, the associated side effects, and the resistance that the virus can generate, it has become necessary to continue the development of new antiviral agents. The study aimed to identify potential antiviral agents for HIV-1 by evaluating the in vitro and in silico activity of 16 synthetic di-halogenated compounds derived from L-Tyrosine. The compounds were tested for cytotoxicity, which was determined using MTT, and a combined antiviral screening strategy (pre- and post-infection treatment) was performed against R5 and X4 strains of HIV-1. The most promising compounds were evaluated against a pseudotyped virus (HIV-GFP-VSV-G), and the effectiveness of these compounds was measured through GFP flow cytometry. Also, the antiviral effect of these compounds was evaluated in PBMCs using flow cytometry and ELISA for p24. The TODB-2M, TODC-2M, TODC-3M, and YDC-3M compounds showed low toxicity and significant inhibitory activity against HIV-1. In silico docking and molecular dynamics assays suggest that the compounds' antiviral activity may be due to interaction with reverse transcriptase, viral protease, or envelope gp120.
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Affiliation(s)
- Maria S. Serna-Arbeláez
- Grupo Infettare, Facultad de Medicina, Universidad Cooperativa de Colombia, Medellín 050001, Colombia; (M.S.S.-A.); (V.G.-C.)
- Grupo Inmunovirología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín 050001, Colombia;
| | - Valentina García-Cárcamo
- Grupo Infettare, Facultad de Medicina, Universidad Cooperativa de Colombia, Medellín 050001, Colombia; (M.S.S.-A.); (V.G.-C.)
- Grupo Inmunovirología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín 050001, Colombia;
| | - Daniel S. Rincón-Tabares
- Grupo Inmunovirología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín 050001, Colombia;
| | - Diego Guerra
- Instituto de Parasitología y Biomedicina “López-Neyra”, Consejo Superior de Investigaciones Científicas, PTS Granada, 18016 Granada, Spain;
- Programa de Estudio y Control de Enfermedades Tropicales PECET, Faculty of Medicine, University of Antioquia, Medellín 050010, Colombia
| | - Vanessa Loaiza-Cano
- Grupo de Investigación en Ciencias Animales-GRICA, Facultad de Medicina Veterinaria y Zootecnia, Universidad Cooperativa de Colombia, Bucaramanga 680005, Colombia; (V.L.-C.); (M.M.-G.)
| | - Marlen Martinez-Gutierrez
- Grupo de Investigación en Ciencias Animales-GRICA, Facultad de Medicina Veterinaria y Zootecnia, Universidad Cooperativa de Colombia, Bucaramanga 680005, Colombia; (V.L.-C.); (M.M.-G.)
| | - Jaime A. Pereañez
- Grupo Toxinología, Alternativas Terapéuticas y Alimentarias, Facultad de Ciencias Farmacéuticas y Alimentarias, Universidad de Antioquia UdeA, Medellín 050001, Colombia;
| | - Manuel Pastrana-Restrepo
- Productos Naturales Marinos, Departamento de Farmacia, Facultad de Ciencias Farmacéuticas y Alimentarias, Universidad de Antioquia UdeA, Medellín 050001, Colombia; (M.P.-R.); (E.G.)
| | - Elkin Galeano
- Productos Naturales Marinos, Departamento de Farmacia, Facultad de Ciencias Farmacéuticas y Alimentarias, Universidad de Antioquia UdeA, Medellín 050001, Colombia; (M.P.-R.); (E.G.)
| | - Wildeman Zapata
- Grupo Infettare, Facultad de Medicina, Universidad Cooperativa de Colombia, Medellín 050001, Colombia; (M.S.S.-A.); (V.G.-C.)
- Grupo Inmunovirología, Facultad de Medicina, Universidad de Antioquia UdeA, Medellín 050001, Colombia;
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5
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Vanangamudi M, Palaniappan S, Kathiravan MK, Namasivayam V. Strategies in the Design and Development of Non-Nucleoside Reverse Transcriptase Inhibitors (NNRTIs). Viruses 2023; 15:1992. [PMID: 37896769 PMCID: PMC10610861 DOI: 10.3390/v15101992] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Revised: 09/21/2023] [Accepted: 09/22/2023] [Indexed: 10/29/2023] Open
Abstract
AIDS (acquired immunodeficiency syndrome) is a potentially life-threatening infectious disease caused by human immunodeficiency virus (HIV). To date, thousands of people have lost their lives annually due to HIV infection, and it continues to be a big public health issue globally. Since the discovery of the first drug, Zidovudine (AZT), a nucleoside reverse transcriptase inhibitor (NRTI), to date, 30 drugs have been approved by the FDA, primarily targeting reverse transcriptase, integrase, and/or protease enzymes. The majority of these drugs target the catalytic and allosteric sites of the HIV enzyme reverse transcriptase. Compared to the NRTI family of drugs, the diverse chemical class of non-nucleoside reverse transcriptase inhibitors (NNRTIs) has special anti-HIV activity with high specificity and low toxicity. However, current clinical usage of NRTI and NNRTI drugs has limited therapeutic value due to their adverse drug reactions and the emergence of multidrug-resistant (MDR) strains. To overcome drug resistance and efficacy issues, combination therapy is widely prescribed for HIV patients. Combination antiretroviral therapy (cART) includes more than one antiretroviral agent targeting two or more enzymes in the life cycle of the virus. Medicinal chemistry researchers apply different optimization strategies including structure- and fragment-based drug design, prodrug approach, scaffold hopping, molecular/fragment hybridization, bioisosterism, high-throughput screening, covalent-binding, targeting highly hydrophobic channel, targeting dual site, and multi-target-directed ligand to identify and develop novel NNRTIs with high antiviral activity against wild-type (WT) and mutant strains. The formulation experts design various delivery systems with single or combination therapies and long-acting regimens of NNRTIs to improve pharmacokinetic profiles and provide sustained therapeutic effects.
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Affiliation(s)
- Murugesan Vanangamudi
- Department of Pharmaceutical Chemistry, Amity Institute of Pharmacy, Amity University Madhya Pradesh, Gwalior 474005, Madhya Pradesh, India;
| | - Senthilkumar Palaniappan
- Faculty of Pharmacy, Karpagam Academy of Higher Education, Coimbatore 641021, Tamilnadu, India;
- Center for Active Pharmaceutical Ingredients, Karpagam Academy of Higher Education, Coimbatore 641021, Tamilnadu, India
| | - Muthu Kumaradoss Kathiravan
- Dr. APJ Abdul Kalam Research Lab, SRM College of Pharmacy, SRMIST, Kattankulathur 603203, Tamilnadu, India;
- Department of Pharmaceutical Chemistry, SRM College of Pharmacy, SRMIST, Kattankulathur 603203, Tamilnadu, India
| | - Vigneshwaran Namasivayam
- Pharmaceutical Chemistry, Pharmaceutical Institute, University of Bonn, 53121 Bonn, Germany
- LIED, University of Lübeck and University Medical Center Schleswig-Holstein, Ratzeburger Allee 160, 23538 Lübeck, Germany
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6
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Chilingaryan G, Izmailyan R, Grigoryan R, Shavina A, Arabyan E, Khachatryan H, Abelyan N, Matevosyan M, Harutyunyan V, Manukyan G, Hietel B, Shtro A, Danilenko D, Zakaryan H. Advanced virtual screening enables the discovery of a host-targeting and broad-spectrum antiviral agent. Antiviral Res 2023; 217:105681. [PMID: 37499699 DOI: 10.1016/j.antiviral.2023.105681] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2023] [Revised: 07/22/2023] [Accepted: 07/24/2023] [Indexed: 07/29/2023]
Abstract
We employed an advanced virtual screening (AVS) approach to identify potential inhibitors of human dihydroorotate dehydrogenase (DHODH), a validated target for development of broad-spectrum antivirals. We screened a library of 495118 compounds and identified 495 compounds that exhibited better binding scores than the reference ligands involved in the screening. From the top 100 compounds, we selected 28 based on their consensus docking scores and structural novelty. Then, we conducted in vitro experiments to investigate the antiviral activity of selected compounds on HSV-1 infection, which is susceptible to DHODH inhibitors. Among the tested compounds, seven displayed statistically significant antiviral effects, with Comp 19 being the most potent inhibitor. We found that Comp 19 exerted its antiviral effect in a dose-dependent manner (IC50 = 1.1 μM) and exhibited the most significant antiviral effect when added before viral infection. In the biochemical assay, Comp 19 inhibited human DHODH in a dose-dependent manner with the IC50 value of 7.3 μM. Long-timescale molecular dynamics simulations (1000 ns) revealed that Comp 19 formed a very stable complex with human DHODH. Comp 19 also displayed broad-spectrum antiviral activity and suppressed cytokine production in THP-1 cells. Overall, our study provides evidence that AVS could be successfully implemented to discover novel DHODH inhibitors with broad-spectrum antiviral activity.
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Affiliation(s)
- Garri Chilingaryan
- Laboratory of Antiviral Drug Discovery, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia; Biocentric.AI, 0051, Yerevan, Armenia
| | - Roza Izmailyan
- Laboratory of Antiviral Drug Discovery, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia
| | - Rafayela Grigoryan
- Laboratory of Antiviral Drug Discovery, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia
| | - Anastasiya Shavina
- Laboratory of Antiviral Drug Discovery, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia; Denovo Sciences Inc., Yerevan, Armenia
| | - Erik Arabyan
- Laboratory of Antiviral Drug Discovery, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia
| | - Hamlet Khachatryan
- Laboratory of Antiviral Drug Discovery, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia; Denovo Sciences Inc., Yerevan, Armenia
| | - Narek Abelyan
- Biocentric.AI, 0051, Yerevan, Armenia; Institute of Biomedicine and Pharmacy, Russian-Armenian University, 0051, Yerevan, Armenia
| | | | | | - Gayane Manukyan
- Laboratory of Molecular and Cellular Immunology, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia
| | - Benjamin Hietel
- Fraunhofer Institute for Cell Therapy and Immunology IZI Department of Drug Design and Target Validation MWT Biocenter, Weinbergweg 22, 06120, Halle (Saale), Germany
| | - Anna Shtro
- Smorodintsev Research Institute of Influenza, 197376, St. Petersburg, Russia
| | - Daria Danilenko
- Smorodintsev Research Institute of Influenza, 197376, St. Petersburg, Russia
| | - Hovakim Zakaryan
- Laboratory of Antiviral Drug Discovery, Institute of Molecular Biology of NAS, 0014, Yerevan, Armenia; Denovo Sciences Inc., Yerevan, Armenia.
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7
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Recent Advances in the Synthesis and Applications of m-Aryloxy Phenols. Molecules 2023; 28:molecules28062657. [PMID: 36985628 PMCID: PMC10056990 DOI: 10.3390/molecules28062657] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2023] [Revised: 03/11/2023] [Accepted: 03/13/2023] [Indexed: 03/17/2023] Open
Abstract
Since phenol derivatives have high potential as building blocks for the synthesis of bioactive natural products and conducting polymers, many synthesis methods have been invented. In recent years, innovative synthetic methods have been developed for the preparation of m-aryloxy phenols, which has allowed for the preparation of complex m-aryloxy phenols with functional groups, such as esters, nitriles, and halogens, that impart specific properties of these compounds. This review provides an overview of recent advances in synthetic strategies for m-aryloxy phenols and their potential biological activities. This paper highlights the importance of m-aryloxy phenols in various industries, including plastics, adhesives, and coatings, and it discusses their applications as antioxidants, ultraviolet absorbers, and flame retardants.
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8
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Carter ZJ, Hollander K, Spasov KA, Anderson KS, Jorgensen WL. Design, synthesis, and biological testing of biphenylmethyloxazole inhibitors targeting HIV-1 reverse transcriptase. Bioorg Med Chem Lett 2023; 84:129216. [PMID: 36871704 PMCID: PMC10278203 DOI: 10.1016/j.bmcl.2023.129216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2022] [Revised: 02/20/2023] [Accepted: 02/27/2023] [Indexed: 03/06/2023]
Abstract
We report non-nucleoside inhibitors of HIV-1 reverse transcriptase (NNRTIs) using a biphenylmethyloxazole pharmacophore. A crystal structure of benzyloxazole 1 was obtained and suggested the potential viability of biphenyl analogues. In particular, 6a, 6b, and 7 turned out to be potent NNRTIs with low-nanomolar activity in enzyme inhibition and infected T-cell assays, and with low cytotoxicity. Though modeling further suggested that analogues with fluorosulfate and epoxide warheads might provide covalent modification of Tyr188, synthesis and testing did not find evidence for this outcome.
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Affiliation(s)
- Zachary J Carter
- Department of Chemistry, Yale University, New Haven, CT 06520-8107, USA
| | - Klarissa Hollander
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT 06520-8066, USA; Department of Molecular Biophysics and Biochemistry, Yale University School of Medicine, New Haven, CT 06520-8066, USA
| | - Krasimir A Spasov
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT 06520-8066, USA
| | - Karen S Anderson
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT 06520-8066, USA; Department of Molecular Biophysics and Biochemistry, Yale University School of Medicine, New Haven, CT 06520-8066, USA.
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9
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Xu H. The slow but steady rise of binding free energy calculations in drug discovery. J Comput Aided Mol Des 2023; 37:67-74. [PMID: 36469232 DOI: 10.1007/s10822-022-00494-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2022] [Accepted: 11/28/2022] [Indexed: 12/12/2022]
Abstract
Binding free energy calculations are increasingly used in drug discovery research to predict protein-ligand binding affinities and to prioritize candidate drug molecules accordingly. It has taken decades of collective effort to transform this academic concept into a technology adopted by the pharmaceutical and biotech industry. Having personally witnessed and taken part in this transformation, here I recount the (incomplete) list of problems that had to be solved to make this computational tool practical and suggest areas of future development.
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Affiliation(s)
- Huafeng Xu
- Roivant Discovery, 151 West 42nd Street, New York, NY, 10036, USA.
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10
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Wang Z, Cherukupalli S, Xie M, Wang W, Jiang X, Jia R, Pannecouque C, De Clercq E, Kang D, Zhan P, Liu X. Contemporary Medicinal Chemistry Strategies for the Discovery and Development of Novel HIV-1 Non-nucleoside Reverse Transcriptase Inhibitors. J Med Chem 2022; 65:3729-3757. [PMID: 35175760 DOI: 10.1021/acs.jmedchem.1c01758] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Currently, HIV-1 non-nucleoside reverse transcriptase inhibitors (NNRTIs) are a major component of the highly active anti-retroviral therapy (HAART) regimen. However, the occurrence of drug-resistant strains and adverse reactions after long-term usage have inevitably compromised the clinical application of NNRTIs. Therefore, the development of novel inhibitors with distinct anti-resistance profiles and better pharmacological properties is still an enormous challenge. Herein, we summarize state-of-the-art medicinal chemistry strategies for the discovery of potent NNRTIs, such as structure-based design strategies, contemporary computer-aided drug design, covalent-binding strategies, and the application of multi-target-directed ligands. The strategies described here will facilitate the identification of promising HIV-1 NNRTIs.
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Affiliation(s)
- Zhao Wang
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Srinivasulu Cherukupalli
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Minghui Xie
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Wenbo Wang
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Xiangyi Jiang
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Ruifang Jia
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Christophe Pannecouque
- Rega Institute for Medical Research, Laboratory of Virology and Chemotherapy, K.U. Leuven, Herestraat 49 Postbus 1043 (09.A097), B-3000 Leuven, Belgium
| | - Erik De Clercq
- Rega Institute for Medical Research, Laboratory of Virology and Chemotherapy, K.U. Leuven, Herestraat 49 Postbus 1043 (09.A097), B-3000 Leuven, Belgium
| | - Dongwei Kang
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China.,China-Belgium Collaborative Research Center for Innovative Antiviral Drugs of Shandong Province, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Peng Zhan
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China.,China-Belgium Collaborative Research Center for Innovative Antiviral Drugs of Shandong Province, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
| | - Xinyong Liu
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences, Cheeloo College of Medicine, Shandong University, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China.,China-Belgium Collaborative Research Center for Innovative Antiviral Drugs of Shandong Province, 44 West Culture Road, 250012 Jinan, Shandong, P.R. China
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11
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Frey KM, Bertoletti N, Chan AH, Ippolito JA, Bollini M, Spasov KA, Jorgensen WL, Anderson KS. Structural Studies and Structure Activity Relationships for Novel Computationally Designed Non-nucleoside Inhibitors and Their Interactions With HIV-1 Reverse Transcriptase. Front Mol Biosci 2022; 9:805187. [PMID: 35237658 PMCID: PMC8882919 DOI: 10.3389/fmolb.2022.805187] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Accepted: 01/24/2022] [Indexed: 11/13/2022] Open
Abstract
Reverse transcriptase (RT) from the human immunodeficiency virus continues to be an attractive drug target for antiretroviral therapy. June 2022 will commemorate the 30th anniversary of the first Human Immunodeficiency Virus (HIV) RT crystal structure complex that was solved with non-nucleoside reverse transcriptase inhibitor nevirapine. The release of this structure opened opportunities for designing many families of non-nucleoside reverse transcriptase inhibitors (NNRTIs). In paying tribute to the first RT-nevirapine structure, we have developed several compound classes targeting the non-nucleoside inhibitor binding pocket of HIV RT. Extensive analysis of crystal structures of RT in complex with the compounds informed iterations of structure-based drug design. Structures of seven additional complexes were determined and analyzed to summarize key interactions with residues in the non-nucleoside inhibitor binding pocket (NNIBP) of RT. Additional insights comparing structures with antiviral data and results from molecular dynamics simulations elucidate key interactions and dynamics between the nucleotide and non-nucleoside binding sites.
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Affiliation(s)
- Kathleen M. Frey
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT, United States
| | - Nicole Bertoletti
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT, United States
| | - Albert H. Chan
- Department of Chemistry, Yale University, New Haven, CT, United States
| | | | - Mariela Bollini
- Department of Chemistry, Yale University, New Haven, CT, United States
| | - Krasimir A. Spasov
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT, United States
| | | | - Karen S. Anderson
- Department of Pharmacology, Yale University School of Medicine, New Haven, CT, United States
- Department of Molecular Biophysics and Biochemistry, Yale University School of Medicine, New Haven, CT, United States
- *Correspondence: Karen S. Anderson,
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12
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Skoreński M, Sieńczyk M. The Fellowship of Privileged Scaffolds-One Structure to Inhibit Them All. Pharmaceuticals (Basel) 2021; 14:ph14111164. [PMID: 34832946 PMCID: PMC8622370 DOI: 10.3390/ph14111164] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Revised: 11/09/2021] [Accepted: 11/11/2021] [Indexed: 12/22/2022] Open
Abstract
Over the past few years, the application of privileged structure has emerged as a powerful approach to the discovery of new biologically active molecules. Privileged structures are molecular scaffolds with binding properties to the range of different biological targets. Moreover, privileged structures typically exhibit good drug-like properties, thus assuring more drug-like properties of modified compound. Our main objective is to discuss the privileged structures used for the development of antiviral agents.
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13
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Ma Y, Frutos-Beltrán E, Kang D, Pannecouque C, De Clercq E, Menéndez-Arias L, Liu X, Zhan P. Medicinal chemistry strategies for discovering antivirals effective against drug-resistant viruses. Chem Soc Rev 2021; 50:4514-4540. [PMID: 33595031 DOI: 10.1039/d0cs01084g] [Citation(s) in RCA: 66] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
During the last forty years we have witnessed impressive advances in the field of antiviral drug discovery culminating with the introduction of therapies able to stop human immunodeficiency virus (HIV) replication, or cure hepatitis C virus infections in people suffering from liver disease. However, there are important viral diseases without effective treatments, and the emergence of drug resistance threatens the efficacy of successful therapies used today. In this review, we discuss strategies to discover antiviral compounds specifically designed to combat drug resistance. Currently, efforts in this field are focused on targeted proteins (e.g. multi-target drug design strategies), but also on drug conformation (either improving drug positioning in the binding pocket or introducing conformational constraints), in the introduction or exploitation of new binding sites, or in strengthening interaction forces through the introduction of multiple hydrogen bonds, covalent binding, halogen bonds, additional van der Waals forces or multivalent binding. Among the new developments, proteolysis targeting chimeras (PROTACs) have emerged as a valid approach taking advantage of intracellular mechanisms involving protein degradation by the ubiquitin-proteasome system. Finally, several molecules targeting host factors (e.g. human dihydroorotate dehydrogenase and DEAD-box polypeptide 3) have been identified as broad-spectrum antiviral compounds. Implementation of herein described medicinal chemistry strategies are expected to contribute to the discovery of new drugs effective against current and future threats due to emerging and re-emerging viral pandemics.
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Affiliation(s)
- Yue Ma
- Department of Medicinal Chemistry, Key Laboratory of Chemical Biology, Ministry of Education, School of Pharmaceutical Sciences, Shandong University, Ji'nan, 250012, Shandong Province, P. R. China.
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14
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Ippolito JA, Niu H, Bertoletti N, Carter ZJ, Jin S, Spasov KA, Cisneros JA, Valhondo M, Cutrona KJ, Anderson KS, Jorgensen WL. Covalent Inhibition of Wild-Type HIV-1 Reverse Transcriptase Using a Fluorosulfate Warhead. ACS Med Chem Lett 2021; 12:249-255. [PMID: 33603971 DOI: 10.1021/acsmedchemlett.0c00612] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2020] [Accepted: 01/04/2021] [Indexed: 11/28/2022] Open
Abstract
Covalent inhibitors of wild-type HIV-1 reverse transcriptase (CRTIs) are reported. Three compounds derived from catechol diether non-nucleoside inhibitors (NNRTIs) with addition of a fluorosulfate warhead are demonstrated to covalently modify Tyr181 of HIV-RT. X-ray crystal structures for complexes of the CRTIs with the enzyme are provided, which fully demonstrate the covalent attachment, and confirmation is provided by appropriate mass shifts in ESI-TOF mass spectra. The three CRTIs and six noncovalent analogues are found to be potent inhibitors with both IC50 values for in vitro inhibition of WT RT and EC50 values for cytopathic protection of HIV-1-infected human T-cells in the 5-320 nM range.
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Affiliation(s)
- Joseph A. Ippolito
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States,
- Department of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - Haichan Niu
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States,
| | - Nicole Bertoletti
- Department of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - Zachary J. Carter
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States,
| | - Shengyan Jin
- Department of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - Krasimir A. Spasov
- Department of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - José A. Cisneros
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States,
| | - Margarita Valhondo
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States,
| | - Kara J. Cutrona
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States,
| | - Karen S. Anderson
- Department of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
- Department of Molecular Biophysics and Biochemistry, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - William L. Jorgensen
- Department of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States,
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15
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Decherchi S, Cavalli A. Thermodynamics and Kinetics of Drug-Target Binding by Molecular Simulation. Chem Rev 2020; 120:12788-12833. [PMID: 33006893 PMCID: PMC8011912 DOI: 10.1021/acs.chemrev.0c00534] [Citation(s) in RCA: 95] [Impact Index Per Article: 23.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2020] [Indexed: 12/19/2022]
Abstract
Computational studies play an increasingly important role in chemistry and biophysics, mainly thanks to improvements in hardware and algorithms. In drug discovery and development, computational studies can reduce the costs and risks of bringing a new medicine to market. Computational simulations are mainly used to optimize promising new compounds by estimating their binding affinity to proteins. This is challenging due to the complexity of the simulated system. To assess the present and future value of simulation for drug discovery, we review key applications of advanced methods for sampling complex free-energy landscapes at near nonergodicity conditions and for estimating the rate coefficients of very slow processes of pharmacological interest. We outline the statistical mechanics and computational background behind this research, including methods such as steered molecular dynamics and metadynamics. We review recent applications to pharmacology and drug discovery and discuss possible guidelines for the practitioner. Recent trends in machine learning are also briefly discussed. Thanks to the rapid development of methods for characterizing and quantifying rare events, simulation's role in drug discovery is likely to expand, making it a valuable complement to experimental and clinical approaches.
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Affiliation(s)
- Sergio Decherchi
- Computational
and Chemical Biology, Fondazione Istituto
Italiano di Tecnologia, 16163 Genoa, Italy
| | - Andrea Cavalli
- Computational
and Chemical Biology, Fondazione Istituto
Italiano di Tecnologia, 16163 Genoa, Italy
- Department
of Pharmacy and Biotechnology, University
of Bologna, 40126 Bologna, Italy
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16
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Song LF, Merz KM. Evolution of Alchemical Free Energy Methods in Drug Discovery. J Chem Inf Model 2020; 60:5308-5318. [DOI: 10.1021/acs.jcim.0c00547] [Citation(s) in RCA: 30] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Affiliation(s)
- Lin Frank Song
- Department of Chemistry and Department of Biochemistry and Molecular Biology, Michigan State University, 578 S. Shaw Lane, East Lansing, Michigan 48824, United States
| | - Kenneth M. Merz
- Department of Chemistry and Department of Biochemistry and Molecular Biology, Michigan State University, 578 S. Shaw Lane, East Lansing, Michigan 48824, United States
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17
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Cappel D, Jerome S, Hessler G, Matter H. Impact of Different Automated Binding Pose Generation Approaches on Relative Binding Free Energy Simulations. J Chem Inf Model 2020; 60:1432-1444. [DOI: 10.1021/acs.jcim.9b01118] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
| | - Steven Jerome
- Schrödinger Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Gerhard Hessler
- Integrated Drug Discovery (IDD), Synthetic Molecular Design, Sanofi-Aventis Deutschland GmbH, Building G838, Industriepark Höchst, 65926 Frankfurt am Main, Germany
| | - Hans Matter
- Integrated Drug Discovery (IDD), Synthetic Molecular Design, Sanofi-Aventis Deutschland GmbH, Building G838, Industriepark Höchst, 65926 Frankfurt am Main, Germany
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18
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Limongelli V. Ligand binding free energy and kinetics calculation in 2020. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL MOLECULAR SCIENCE 2020. [DOI: 10.1002/wcms.1455] [Citation(s) in RCA: 50] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Affiliation(s)
- Vittorio Limongelli
- Faculty of Biomedical Sciences, Institute of Computational Science – Center for Computational Medicine in Cardiology Università della Svizzera italiana (USI) Lugano Switzerland
- Department of Pharmacy University of Naples “Federico II” Naples Italy
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19
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Cole DJ, Mones L, Csányi G. A machine learning based intramolecular potential for a flexible organic molecule. Faraday Discuss 2020; 224:247-264. [DOI: 10.1039/d0fd00028k] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Here, we employ the kernel regression machine learning technique to construct an analytical potential that reproduces the quantum mechanical potential energy surface of a small, flexible, drug-like molecule, 3-(benzyloxy)pyridin-2-amine.
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Affiliation(s)
- Daniel J. Cole
- School of Natural and Environmental Sciences
- Newcastle University
- Newcastle upon Tyne NE1 7RU
- UK
| | - Letif Mones
- Engineering Laboratory
- University of Cambridge
- Cambridge CB2 1PZ
- UK
| | - Gábor Csányi
- Engineering Laboratory
- University of Cambridge
- Cambridge CB2 1PZ
- UK
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20
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Structure activity relationship towards design of cryptosporidium specific thymidylate synthase inhibitors. Eur J Med Chem 2019; 183:111673. [PMID: 31536894 DOI: 10.1016/j.ejmech.2019.111673] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Revised: 08/31/2019] [Accepted: 09/01/2019] [Indexed: 02/08/2023]
Abstract
Cryptosporidiosis is a human gastrointestinal disease caused by protozoans of the genus Cryptosporidium, which can be fatal in immunocompromised individuals. The essential enzyme, thymidylate synthase (TS), is responsible for de novo synthesis of deoxythymidine monophosphate. The TS active site is relatively conserved between Cryptosporidium and human enzymes. In previous work, we identified compound 1, (2-amino-4-oxo-4,7-dihydro-pyrrolo[2,3-d]pyrimidin-methyl-phenyl-l-glutamic acid), as a promising selective Cryptosporidium hominis TS (ChTS) inhibitor. In the present study, we explore the structure-activity relationship around 1 glutamate moiety by synthesizing and biochemically evaluating the inhibitory activity of analogues against ChTS and human TS (hTS). X-Ray crystal structures were obtained for compounds bound to both ChTS and hTS. We establish the importance of the 2-phenylacetic acid moiety methylene linker in optimally positioning compounds 23, 24, and 25 within the active site. Moreover, through the comparison of structural data for 5, 14, 15, and 23 bound in both ChTS and hTS identified that active site rigidity is a driving force in determining inhibitor selectivity.
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21
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Sasaki T, Gannam ZTK, Kudalkar SN, Frey KM, Lee WG, Spasov KA, Jorgensen WL, Anderson KS. Molecular and cellular studies evaluating a potent 2-cyanoindolizine catechol diether NNRTI targeting wildtype and Y181C mutant HIV-1 reverse transcriptase. Bioorg Med Chem Lett 2019; 29:2182-2188. [PMID: 31281023 PMCID: PMC6690785 DOI: 10.1016/j.bmcl.2019.06.047] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2019] [Revised: 06/24/2019] [Accepted: 06/25/2019] [Indexed: 10/26/2022]
Abstract
The development of efficacious NNRTIs for HIV/AIDS therapy is commonly met with the emergence of drug resistant strains, including the Y181C variant. Using a computationally-guided approach, we synthesized the catechol diether series of NNRTIs, which display sub-nanomolar potency in cellular assays. Among the most potent were a series of 2-cyanoindolizine substituted catechol diethers, including Compound 1. We present here a thorough evaluation of this compound, including biochemical, cellular, and structural studies. The compound demonstrates low nanomolar potency against both WT and Y181C HIV-1 RT in in vitro and cellular assays. Our crystal structures of both the wildtype and mutant forms of RT in complex with Compound 1 allow the interrogation of this compound's features that allow it to maintain strong efficacy against the drug resistant mutant. Among these are compensatory shifts in the NNRTI binding pocket, persistence of multiple hydrogen bonds, and van der Waals contacts throughout the binding site. Further, the fluorine at the C6 position of the indolizine moiety makes multiple favorable interactions with both RT forms. The present study highlights the indolizine-substituted catechol diether class of NNRTIs as promising therapeutic candidates possessing optimal pharmacological properties and significant potency against multiple RT variants.
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Affiliation(s)
- Tomoaki Sasaki
- Department of Pharmacology, Yale University, 333 Cedar Street, New Haven, CT 06520, United States
| | - Zira T K Gannam
- Department of Pharmacology, Yale University, 333 Cedar Street, New Haven, CT 06520, United States
| | - Shalley N Kudalkar
- Department of Pharmacology, Yale University, 333 Cedar Street, New Haven, CT 06520, United States
| | - Kathleen M Frey
- Department of Pharmacology, Yale University, 333 Cedar Street, New Haven, CT 06520, United States
| | - Won-Gil Lee
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06520, United States
| | - Krasimir A Spasov
- Department of Pharmacology, Yale University, 333 Cedar Street, New Haven, CT 06520, United States
| | - William L Jorgensen
- Department of Chemistry, Yale University, 225 Prospect Street, PO Box 208107, New Haven, CT 06520, United States
| | - Karen S Anderson
- Department of Pharmacology, Yale University, 333 Cedar Street, New Haven, CT 06520, United States; Department of Molecular Biophysics and Biochemistry, Yale University, 333 Cedar Street, New Haven, CT 06520, United States.
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22
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Frey KM, Tabassum T. Current structure-based methods for designing non-nucleoside reverse transcriptase inhibitors. Future Virol 2019. [DOI: 10.2217/fvl-2019-0055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In 2019, structure-based methods continue to guide the design of novel antiretroviral therapies targeting HIV reverse transcriptase. This Review summarizes key findings from reverse transcriptase–non-nucleoside reverse transcriptase inhibitor analog crystal structure complexes reported from 2015 to 2019. Results from the literature and structure analysis have informed new ideas for structure-guided non-nucleoside reverse transcriptase inhibitor drug design.
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Affiliation(s)
- Kathleen M Frey
- Fairleigh Dickinson University, Division of Pharmaceutical Sciences, School of Pharmacy & Health Sciences, 230 Park Avenue, M-SP1-01, Florham Park, NJ 07932, USA
| | - Tasnim Tabassum
- Long Island University, Division of Pharmaceutical Sciences, Arnold & Marie Schwartz College of Pharmacy & Health Sciences, 75 Dekalb Avenue, Brooklyn, NY 11201, USA
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23
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Aminpour M, Montemagno C, Tuszynski JA. An Overview of Molecular Modeling for Drug Discovery with Specific Illustrative Examples of Applications. Molecules 2019; 24:E1693. [PMID: 31052253 PMCID: PMC6539951 DOI: 10.3390/molecules24091693] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2019] [Revised: 04/17/2019] [Accepted: 04/23/2019] [Indexed: 01/29/2023] Open
Abstract
In this paper we review the current status of high-performance computing applications in the general area of drug discovery. We provide an introduction to the methodologies applied at atomic and molecular scales, followed by three specific examples of implementation of these tools. The first example describes in silico modeling of the adsorption of small molecules to organic and inorganic surfaces, which may be applied to drug delivery issues. The second example involves DNA translocation through nanopores with major significance to DNA sequencing efforts. The final example offers an overview of computer-aided drug design, with some illustrative examples of its usefulness.
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Affiliation(s)
- Maral Aminpour
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada.
- Ingenuity Lab, Edmonton, AB T6G 2R3, Canada.
- Department of Oncology, University of Alberta, Edmonton, AB T6G 1Z2, Canada.
| | - Carlo Montemagno
- Department of Chemical and Materials Engineering, University of Alberta, Edmonton, AB T6G 2R3, Canada.
- Ingenuity Lab, Edmonton, AB T6G 2R3, Canada.
- Southern Illinois University, Carbondale, IL 62901, USA.
| | - Jack A Tuszynski
- Department of Oncology, University of Alberta, Edmonton, AB T6G 1Z2, Canada.
- Department of Physics, University of Alberta, Edmonton, AB T6G 2E1, Canada.
- Department of Mechanical Engineering and Aerospace Engineering (DIMEAS), Politecnico di Torino, 10129 Turin, Italy.
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24
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Pribut N, Basson AE, van Otterlo WAL, Liotta DC, Pelly SC. Aryl Substituted Benzimidazolones as Potent HIV-1 Non-Nucleoside Reverse Transcriptase Inhibitors. ACS Med Chem Lett 2019; 10:196-202. [PMID: 30783503 DOI: 10.1021/acsmedchemlett.8b00549] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2018] [Accepted: 01/17/2019] [Indexed: 12/11/2022] Open
Abstract
Since the discovery of HIV as the etiological agent of AIDS, the virus has infected millions of people each year. Fortunately, with the use of HAART, viremia can be suppressed to below detectable levels in the infected individuals, which significantly improves their quality of life and prevents the onset of AIDS. However, HAART is not curative and issues relating to adherence and drug resistance may lead to the re-emergence of viremia, the development of AIDS, and ultimately death. To address a pressing need for the development of new and efficacious antiretroviral agents with activity against viruses bearing prevalent resistant mutations, we have designed two generations of benzimidazolone derivatives as HIV non-nucleoside reverse transcriptase inhibitors. The first generation benzimidazolone inhibitors were found to be potent inhibitors of wild-type HIV reverse transcriptase but were ineffective in the presence of common resistance mutations such as K103N and Y181C. A second generation benzimidazolone inhibitor (compound 42) not only showed inhibitory activity against wild-type HIV but also remained active against HIV containing the K103N, Y181C, and K103N/Y181C drug resistance mutations.
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Affiliation(s)
- Nicole Pribut
- Department of Chemistry and Polymer Science, Stellenbosch University, Private Bag X1, 7602 Matieland, Western Cape South Africa
| | - Adriaan E. Basson
- School of Pathology, Department of Molecular Medicine and Haematology, Faculty of Health Sciences, University of the Witwatersrand, Medical School, Parktown, JHB, Private Bag 3, WITS 2050, South Africa
| | - Willem A. L. van Otterlo
- Department of Chemistry and Polymer Science, Stellenbosch University, Private Bag X1, 7602 Matieland, Western Cape South Africa
| | - Dennis C. Liotta
- Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, Georgia 30322, United States
| | - Stephen C. Pelly
- Department of Chemistry, Emory University, 1515 Dickey Drive, Atlanta, Georgia 30322, United States
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25
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Torsional flexibility of undecorated catechol diether compound as potent NNRTI targeting HIV-1 reverse transcriptase. J Mol Graph Model 2018; 86:286-297. [PMID: 30445408 DOI: 10.1016/j.jmgm.2018.10.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2018] [Revised: 10/28/2018] [Accepted: 10/29/2018] [Indexed: 11/22/2022]
Abstract
Conformational adaptation of non-nucleoside reverse transcriptase inhibitor (NNRTI) via torsional flexibility is found to be very significant for targeting human immunodeficiency virus type 1 reverse transcriptase (HIV-1 RT) mutants. Catechol diether derivative including flexible torsions is new potent NNRTI with picomolar activity. Moreover, this derivative also reveals the good solubility, low toxicity and potent inhibition for HIV-1 mutants. In this study, torsional flexibility of an undecorated catechol diether compound in the binding pocket of wild type and mutants (Y181C and K103N/Y181C) HIV-1 RT is investigated by using QM/MM calculations. From the results, the uracil ring is found to exhibit more flexibility in the NNIBP. On the contrary, potential energy surfaces show that high energy is encountered by changing of the corresponding torsion of the cyanovinyl aryl ring indicating the limitation for torsional flexibility. For pointing out the key interaction for the binding, the residual interaction energies are performed by means of QM calculations. Important attractive interactions through hydrogen bonds between the inhibitor and K102, K/N103, V106, and Y188 are observed. The catechol ring is proposed to be modified in order to strengthen interactions with surrounding amino acids. The results may help for the designing of new potent NNRTIs.
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26
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Battini L, Bollini M. Challenges and approaches in the discovery of human immunodeficiency virus type‐1 non‐nucleoside reverse transcriptase inhibitors. Med Res Rev 2018; 39:1235-1273. [DOI: 10.1002/med.21544] [Citation(s) in RCA: 21] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2018] [Revised: 10/04/2018] [Accepted: 10/04/2018] [Indexed: 12/11/2022]
Affiliation(s)
- Leandro Battini
- Laboratorio de Química Medicinal, Centro de Investigaciones en Bionanociencias (CIBION), CONICETCiudad de Buenos Aires Argentina
| | - Mariela Bollini
- Laboratorio de Química Medicinal, Centro de Investigaciones en Bionanociencias (CIBION), CONICETCiudad de Buenos Aires Argentina
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27
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Vilseck JZ, Armacost KA, Hayes RL, Goh GB, Brooks CL. Predicting Binding Free Energies in a Large Combinatorial Chemical Space Using Multisite λ Dynamics. J Phys Chem Lett 2018; 9:3328-3332. [PMID: 29847134 PMCID: PMC6091208 DOI: 10.1021/acs.jpclett.8b01284] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
In this study, we demonstrate the extensive scalability of the biasing potential replica exchange multisite λ dynamics (BP-REX MSλD) free energy method by calculating binding affinities for 512 inhibitors to HIV Reverse Transcriptase (HIV-RT). This is the largest exploration of chemical space using free energy methods known to date, requires only a few simulations, and identifies 55 new inhibitor designs against HIV-RT predicted to be at least as potent as a tight binding reference compound (i.e., as potent as 56 nM). We highlight that BP-REX MSλD requires an order of magnitude less computational resources than conventional free energy methods while maintaining a similar level of precision, overcomes the inherent poor scalability of conventional free energy methods, and enables the exploration of combinatorially large chemical spaces in the context of in silico drug discovery.
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Affiliation(s)
- Jonah Z. Vilseck
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Kira A. Armacost
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Ryan L. Hayes
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Garrett B. Goh
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
| | - Charles L. Brooks
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, United States
- Biophysics Program, University of Michigan, Ann Arbor, Michigan 48109, United States
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28
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Burns LA, Faver JC, Zheng Z, Marshall MS, Smith DGA, Vanommeslaeghe K, MacKerell AD, Merz KM, Sherrill CD. The BioFragment Database (BFDb): An open-data platform for computational chemistry analysis of noncovalent interactions. J Chem Phys 2018; 147:161727. [PMID: 29096505 DOI: 10.1063/1.5001028] [Citation(s) in RCA: 74] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2022] Open
Abstract
Accurate potential energy models are necessary for reliable atomistic simulations of chemical phenomena. In the realm of biomolecular modeling, large systems like proteins comprise very many noncovalent interactions (NCIs) that can contribute to the protein's stability and structure. This work presents two high-quality chemical databases of common fragment interactions in biomolecular systems as extracted from high-resolution Protein DataBank crystal structures: 3380 sidechain-sidechain interactions and 100 backbone-backbone interactions that inaugurate the BioFragment Database (BFDb). Absolute interaction energies are generated with a computationally tractable explicitly correlated coupled cluster with perturbative triples [CCSD(T)-F12] "silver standard" (0.05 kcal/mol average error) for NCI that demands only a fraction of the cost of the conventional "gold standard," CCSD(T) at the complete basis set limit. By sampling extensively from biological environments, BFDb spans the natural diversity of protein NCI motifs and orientations. In addition to supplying a thorough assessment for lower scaling force-field (2), semi-empirical (3), density functional (244), and wavefunction (45) methods (comprising >1M interaction energies), BFDb provides interactive tools for running and manipulating the resulting large datasets and offers a valuable resource for potential energy model development and validation.
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Affiliation(s)
- Lori A Burns
- Center for Computational Molecular Science and Technology, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, USA
| | - John C Faver
- Quantum Theory Project, The University of Florida, 2328 New Physics Building, Gainesville, Florida 32611-8435, USA
| | - Zheng Zheng
- Quantum Theory Project, The University of Florida, 2328 New Physics Building, Gainesville, Florida 32611-8435, USA
| | - Michael S Marshall
- Center for Computational Molecular Science and Technology, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, USA
| | - Daniel G A Smith
- Center for Computational Molecular Science and Technology, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, USA
| | - Kenno Vanommeslaeghe
- Department of Analytical Chemistry and Pharmaceutical Technology (FABI), Center for Pharmaceutical Research (CePhaR), Vrije Universiteit Brussel (VUB), Laarbeeklaan 103, B-1090 Brussels, Belgium
| | - Alexander D MacKerell
- Department of Pharmaceutical Sciences, School of Pharmacy, University of Maryland, Baltimore, Maryland 21201, USA
| | - Kenneth M Merz
- Quantum Theory Project, The University of Florida, 2328 New Physics Building, Gainesville, Florida 32611-8435, USA
| | - C David Sherrill
- Center for Computational Molecular Science and Technology, School of Chemistry and Biochemistry, Georgia Institute of Technology, Atlanta, Georgia 30332-0400, USA
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Phenotype-Based High-Content Screening Using Fluorescent Chemical Bioprobes: Lipid Droplets and Glucose Uptake Quantification in Live Cells. Methods Mol Biol 2018. [PMID: 29736722 DOI: 10.1007/978-1-4939-7847-2_17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
Phenotypic screening in live cells has emerged as a promising strategy for drug discovery in pharmaceutical communities. For relevant phenotype-based screening setups, it is critical to develop adequate reporters in order to selectively visualize subcellular compartments or phenotypic changes that represent disease-related characteristics during compound screening. In this chapter, we introduce two phenotype-based high-content/high-throughput assays using fluorescent bioprobes that have been designed and refined to selectively stain cellular lipid droplets (LDs) and to show cellular glucose uptake. In conjunction with target identification process for the hit compounds from phenotypic screening, these fluorescent chemical probe-based screening techniques are expected to drive a great advancement for the discovery of novel first-in-class therapeutics.
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Predicting Binding Free Energies of PDE2 Inhibitors. The Difficulties of Protein Conformation. Sci Rep 2018; 8:4883. [PMID: 29559702 PMCID: PMC5861043 DOI: 10.1038/s41598-018-23039-5] [Citation(s) in RCA: 39] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Accepted: 03/05/2018] [Indexed: 01/18/2023] Open
Abstract
A congeneric series of 21 phosphodiesterase 2 (PDE2) inhibitors are reported. Crystal structures show how the molecules can occupy a 'top-pocket' of the active site. Molecules with small substituents do not enter the pocket, a critical leucine (Leu770) is closed and water molecules are present. Large substituents enter the pocket, opening the Leu770 conformation and displacing the waters. We also report an X-ray structure revealing a new conformation of the PDE2 active site domain. The relative binding affinities of these compounds were studied with free energy perturbation (FEP) methods and it represents an attractive real-world test case. In general, the calculations could predict the energy of small-to-small, or large-to-large molecule perturbations. However, accurately capturing the transition from small-to-large proved challenging. Only when using alternative protein conformations did results improve. The new X-ray structure, along with a modelled dimer, conferred stability to the catalytic domain during the FEP molecular dynamics (MD) simulations, increasing the convergence and thereby improving the prediction of ΔΔG of binding for some small-to-large transitions. In summary, we found the most significant improvement in results when using different protein structures, and this data set is useful for future free energy validation studies.
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31
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Zheng M, Zhao J, Cui C, Fu Z, Li X, Liu X, Ding X, Tan X, Li F, Luo X, Chen K, Jiang H. Computational chemical biology and drug design: Facilitating protein structure, function, and modulation studies. Med Res Rev 2018; 38:914-950. [DOI: 10.1002/med.21483] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2017] [Revised: 12/13/2017] [Accepted: 12/15/2017] [Indexed: 12/12/2022]
Affiliation(s)
- Mingyue Zheng
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Jihui Zhao
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Chen Cui
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Zunyun Fu
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Xutong Li
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Xiaohong Liu
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
- School of Life Science and Technology; ShanghaiTech University; Shanghai China
| | - Xiaoyu Ding
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Xiaoqin Tan
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Fei Li
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
- Department of Chemistry, College of Sciences; Shanghai University; Shanghai China
| | - Xiaomin Luo
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
| | - Kaixian Chen
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
- School of Life Science and Technology; ShanghaiTech University; Shanghai China
| | - Hualiang Jiang
- State Key Laboratory of Drug Research, Drug Discovery and Design Center, Shanghai Institute of Materia Medica; Chinese Academy of Sciences; Shanghai China
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Cournia Z, Allen B, Sherman W. Relative Binding Free Energy Calculations in Drug Discovery: Recent Advances and Practical Considerations. J Chem Inf Model 2017; 57:2911-2937. [PMID: 29243483 DOI: 10.1021/acs.jcim.7b00564] [Citation(s) in RCA: 371] [Impact Index Per Article: 53.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
Accurate in silico prediction of protein-ligand binding affinities has been a primary objective of structure-based drug design for decades due to the putative value it would bring to the drug discovery process. However, computational methods have historically failed to deliver value in real-world drug discovery applications due to a variety of scientific, technical, and practical challenges. Recently, a family of approaches commonly referred to as relative binding free energy (RBFE) calculations, which rely on physics-based molecular simulations and statistical mechanics, have shown promise in reliably generating accurate predictions in the context of drug discovery projects. This advance arises from accumulating developments in the underlying scientific methods (decades of research on force fields and sampling algorithms) coupled with vast increases in computational resources (graphics processing units and cloud infrastructures). Mounting evidence from retrospective validation studies, blind challenge predictions, and prospective applications suggests that RBFE simulations can now predict the affinity differences for congeneric ligands with sufficient accuracy and throughput to deliver considerable value in hit-to-lead and lead optimization efforts. Here, we present an overview of current RBFE implementations, highlighting recent advances and remaining challenges, along with examples that emphasize practical considerations for obtaining reliable RBFE results. We focus specifically on relative binding free energies because the calculations are less computationally intensive than absolute binding free energy (ABFE) calculations and map directly onto the hit-to-lead and lead optimization processes, where the prediction of relative binding energies between a reference molecule and new ideas (virtual molecules) can be used to prioritize molecules for synthesis. We describe the critical aspects of running RBFE calculations, from both theoretical and applied perspectives, using a combination of retrospective literature examples and prospective studies from drug discovery projects. This work is intended to provide a contemporary overview of the scientific, technical, and practical issues associated with running relative binding free energy simulations, with a focus on real-world drug discovery applications. We offer guidelines for improving the accuracy of RBFE simulations, especially for challenging cases, and emphasize unresolved issues that could be improved by further research in the field.
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Affiliation(s)
- Zoe Cournia
- Biomedical Research Foundation, Academy of Athens , 4 Soranou Ephessiou, 11527 Athens, Greece
| | - Bryce Allen
- Silicon Therapeutics , 300 A Street, Boston, Massachusetts 02210, United States
| | - Woody Sherman
- Silicon Therapeutics , 300 A Street, Boston, Massachusetts 02210, United States
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Nieto-Domínguez M, de Eugenio LI, Peñalver P, Belmonte-Reche E, Morales JC, Poveda A, Jiménez-Barbero J, Prieto A, Plou FJ, Martínez MJ. Enzymatic Synthesis of a Novel Neuroprotective Hydroxytyrosyl Glycoside. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2017; 65:10526-10533. [PMID: 29119794 DOI: 10.1021/acs.jafc.7b04176] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The eco-friendly synthesis of non-natural glycosides from different phenolic antioxidants was carried out using a fungal β-xylosidase to evaluate changes in their bioactivities. Xylosides from hydroquinone and catechol were successfully formed, although the best results were obtained for hydroxytyrosol, the main antioxidant from olive oil. The formation of the new products was followed by thin-layer chromatography, liquid chromatography, and mass spectrometry. The hydroxytyrosyl xyloside was analyzed in more detail, to maximize its production and evaluate the effect of glycosylation on some hydroxytyrosol properties. The synthesis was optimized up to the highest production reported for a hydroxytyrosyl glycoside. The structure of this compound was solved by two-dimensional nuclear magnetic resonance and identified as 3,4-dihydroxyphenyl-ethyl-O-β-d-xylopyranoside. Evaluation of its biological effect showed an enhancement of both its neuroprotective capacity and its ability to ameliorate intracellular levels of reactive oxygen species.
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Affiliation(s)
- Manuel Nieto-Domínguez
- Centro de Investigaciones Biológicas, Consejo Superior de Investigaciones Científicas (CSIC) , Ramiro de Maeztu 9, 28040 Madrid, Spain
| | - Laura I de Eugenio
- Centro de Investigaciones Biológicas, Consejo Superior de Investigaciones Científicas (CSIC) , Ramiro de Maeztu 9, 28040 Madrid, Spain
| | - Pablo Peñalver
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Científicas (CSIC) , Parque Tecnológico de Ciencias de la Salud, Avenida del Conocimiento s/n, 18016 Armilla, Granada, Spain
| | - Efres Belmonte-Reche
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Científicas (CSIC) , Parque Tecnológico de Ciencias de la Salud, Avenida del Conocimiento s/n, 18016 Armilla, Granada, Spain
| | - Juan Carlos Morales
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Científicas (CSIC) , Parque Tecnológico de Ciencias de la Salud, Avenida del Conocimiento s/n, 18016 Armilla, Granada, Spain
| | - Ana Poveda
- Center for Cooperative Research in Biosciences , Parque Científico Tecnológico de Bizkaia Building 801A, 48160 Derio, Biscay, Spain
| | - Jesús Jiménez-Barbero
- Center for Cooperative Research in Biosciences , Parque Científico Tecnológico de Bizkaia Building 801A, 48160 Derio, Biscay, Spain
| | - Alicia Prieto
- Centro de Investigaciones Biológicas, Consejo Superior de Investigaciones Científicas (CSIC) , Ramiro de Maeztu 9, 28040 Madrid, Spain
| | - Francisco J Plou
- Instituto de Catálisis y Petroleoquímica, Consejo Superior de Investigaciones Científicas (CSIC) , Marie Curie 2, 28049 Madrid, Spain
| | - María Jesús Martínez
- Centro de Investigaciones Biológicas, Consejo Superior de Investigaciones Científicas (CSIC) , Ramiro de Maeztu 9, 28040 Madrid, Spain
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Frączek T, Kamiński R, Krakowiak A, Naessens E, Verhasselt B, Paneth P. Diaryl ethers with carboxymethoxyphenacyl motif as potent HIV-1 reverse transcriptase inhibitors with improved solubility. J Enzyme Inhib Med Chem 2017; 33:9-16. [PMID: 29098886 PMCID: PMC6009982 DOI: 10.1080/14756366.2017.1387542] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
In search of new non-nucleoside reverse transcriptase inhibitors (NNRTIs) with improved solubility, two series of novel diaryl ethers with phenacyl moiety were designed and evaluated for their HIV-1 reverse transcriptase inhibition potentials. All compounds exhibited good to excellent results with IC50 at low micromolar to submicromolar concentrations. Two most active compounds (7e and 7 g) exhibit inhibitory potency comparable or even better than that of nevirapine and rilpivirine. Furthermore, SupT1 and CD4+ cell infectivity assays for the most promising (7e) have confirmed its strong antiviral potential while docking studies indicate a novel binding interactions responsible for high activity.
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Affiliation(s)
- Tomasz Frączek
- a Institute of Applied Radiation Chemistry , Lodz University of Technology , Lodz , Poland
| | - Rafał Kamiński
- a Institute of Applied Radiation Chemistry , Lodz University of Technology , Lodz , Poland
| | - Agnieszka Krakowiak
- a Institute of Applied Radiation Chemistry , Lodz University of Technology , Lodz , Poland.,b Department of Bioorganic Chemistry, Centre of Molecular and Macromolecular Studies , Polish Academy of Sciences , Lodz , Poland
| | - Evelien Naessens
- c Department of Clinical Chemistry, Microbiology and Immunology , Ghent University, Ghent University Hospital , Ghent , Belgium
| | - Bruno Verhasselt
- c Department of Clinical Chemistry, Microbiology and Immunology , Ghent University, Ghent University Hospital , Ghent , Belgium
| | - Piotr Paneth
- a Institute of Applied Radiation Chemistry , Lodz University of Technology , Lodz , Poland
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35
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Ferreira de Freitas R, Schapira M. A systematic analysis of atomic protein-ligand interactions in the PDB. MEDCHEMCOMM 2017; 8:1970-1981. [PMID: 29308120 PMCID: PMC5708362 DOI: 10.1039/c7md00381a] [Citation(s) in RCA: 232] [Impact Index Per Article: 33.1] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2017] [Accepted: 09/15/2017] [Indexed: 12/20/2022]
Abstract
As the protein databank (PDB) recently passed the cap of 123 456 structures, it stands more than ever as an important resource not only to analyze structural features of specific biological systems, but also to study the prevalence of structural patterns observed in a large body of unrelated structures, that may reflect rules governing protein folding or molecular recognition. Here, we compiled a list of 11 016 unique structures of small-molecule ligands bound to proteins - 6444 of which have experimental binding affinity - representing 750 873 protein-ligand atomic interactions, and analyzed the frequency, geometry and impact of each interaction type. We find that hydrophobic interactions are generally enriched in high-efficiency ligands, but polar interactions are over-represented in fragment inhibitors. While most observations extracted from the PDB will be familiar to seasoned medicinal chemists, less expected findings, such as the high number of C-H···O hydrogen bonds or the relatively frequent amide-π stacking between the backbone amide of proteins and aromatic rings of ligands, uncover underused ligand design strategies.
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Affiliation(s)
| | - Matthieu Schapira
- Structural Genomics Consortium , University of Toronto , Toronto , ON M5G 1L7 , Canada .
- Department of Pharmacology and Toxicology , University of Toronto , Toronto , ON M5S 1A8 , Canada
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36
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Devereux CJ, Fulfer KD, Zhang X, Kuroda DG. Vibrational spectroscopy modeling of a drug in molecular solvents and enzymes. Chem Phys 2017. [DOI: 10.1016/j.chemphys.2017.08.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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37
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Cole DJ, Janecek M, Stokes JE, Rossmann M, Faver JC, McKenzie GJ, Venkitaraman AR, Hyvönen M, Spring DR, Huggins DJ, Jorgensen WL. Computationally-guided optimization of small-molecule inhibitors of the Aurora A kinase-TPX2 protein-protein interaction. Chem Commun (Camb) 2017; 53:9372-9375. [PMID: 28787041 PMCID: PMC5591577 DOI: 10.1039/c7cc05379g] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Free energy perturbation theory, in combination with enhanced sampling of protein-ligand binding modes, is evaluated in the context of fragment-based drug design, and used to design two new small-molecule inhibitors of the Aurora A kinase-TPX2 protein-protein interaction.
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Affiliation(s)
- Daniel J. Cole
- Department of Chemistry , Yale University , New Haven , Connecticut 06520-8107 , USA , School of Chemistry , Newcastle University , Newcastle upon Tyne NE1 7RU , UK .
| | - Matej Janecek
- MRC Cancer Unit , University of Cambridge , Hills Road , Cambridge CB2 0XZ , UK , Department of Chemistry , University of Cambridge , Lensfield Road , Cambridge CB2 1EW , UK
| | - Jamie E. Stokes
- Department of Chemistry , University of Cambridge , Lensfield Road , Cambridge CB2 1EW , UK
| | - Maxim Rossmann
- Department of Biochemistry , University of Cambridge , 80 Tennis Court Road , Old Addenbrooke's Site , Cambridge CB2 1GA , UK
| | - John C. Faver
- Department of Chemistry , Yale University , New Haven , Connecticut 06520-8107 , USA
| | - Grahame J. McKenzie
- MRC Cancer Unit , University of Cambridge , Hills Road , Cambridge CB2 0XZ , UK
| | | | - Marko Hyvönen
- Department of Biochemistry , University of Cambridge , 80 Tennis Court Road , Old Addenbrooke's Site , Cambridge CB2 1GA , UK
| | - David R. Spring
- Department of Chemistry , University of Cambridge , Lensfield Road , Cambridge CB2 1EW , UK
| | - David J. Huggins
- MRC Cancer Unit , University of Cambridge , Hills Road , Cambridge CB2 0XZ , UK , Department of Chemistry , University of Cambridge , Lensfield Road , Cambridge CB2 1EW , UK , Theory of Condensed Matter Group , Cavendish Laboratory , 19 JJ Thomson Avenue , Cambridge CB3 0HE , UK
| | - William L. Jorgensen
- Department of Chemistry , Yale University , New Haven , Connecticut 06520-8107 , USA
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38
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Samanta PN, Das KK. Inhibition activities of catechol diether based non-nucleoside inhibitors against the HIV reverse transcriptase variants: Insights from molecular docking and ONIOM calculations. J Mol Graph Model 2017. [DOI: 10.1016/j.jmgm.2017.06.011] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2022]
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39
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De Vivo M, Cavalli A. Recent advances in dynamic docking for drug discovery. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL MOLECULAR SCIENCE 2017. [DOI: 10.1002/wcms.1320] [Citation(s) in RCA: 42] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Affiliation(s)
- Marco De Vivo
- Laboratory of Molecular Modeling and Drug DiscoveryIstituto Italiano di TecnologiaGenoaItaly
- IAS‐S/INM‐9 Computational BiomedicineForschungszentrum JülichJülichGermany
| | - Andrea Cavalli
- CompunetIstituto Italiano di TecnologiaGenoaItaly
- Department of Pharmacy and Biotechnology, Alma Mater StudiorumUniversity of BolognaBolognaItaly
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40
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Leite FHA, Froes TQ, da Silva SG, de Souza EIM, Vital-Fujii DG, Trossini GHG, Pita SSDR, Castilho MS. An integrated approach towards the discovery of novel non-nucleoside Leishmania major pteridine reductase 1 inhibitors. Eur J Med Chem 2017; 132:322-332. [DOI: 10.1016/j.ejmech.2017.03.043] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2017] [Revised: 03/18/2017] [Accepted: 03/22/2017] [Indexed: 10/19/2022]
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41
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Zhang H, Tian Y, Kang D, Huo Z, Zhou Z, Liu H, De Clercq E, Pannecouque C, Zhan P, Liu X. Discovery of uracil-bearing DAPYs derivatives as novel HIV-1 NNRTIs via crystallographic overlay-based molecular hybridization. Eur J Med Chem 2017; 130:209-222. [DOI: 10.1016/j.ejmech.2017.02.047] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/03/2017] [Revised: 02/13/2017] [Accepted: 02/17/2017] [Indexed: 10/20/2022]
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42
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Kang D, Huo Z, Wu G, Xu J, Zhan P, Liu X. Novel fused pyrimidine and isoquinoline derivatives as potent HIV-1 NNRTIs: a patent evaluation of WO2016105532A1, WO2016105534A1 and WO2016105564A1. Expert Opin Ther Pat 2017; 27:383-391. [PMID: 28276283 DOI: 10.1080/13543776.2017.1303046] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
INTRODUCTION In the three patent applications, the impact of changing the pyrimidine core of the rilpivirine (RPV) to a variety of alternative fused cores was explored, culminating in the identification of a series of conformationally restricted compounds with comparable potencies against WT and mutant HIV-1 strains with those of efavirenz (EFV) and RPV, and higher security in the Human Ether-a-go-go-Related Gene (hERG) assay. Areas covered: The present review provides a fused pyrimidine and isoquinoline derivatives as potent HIV-1 NNRTIs, and highlights the conformational restriction strategies in the development of NNRTIs. Expert opinion: The molecular docking analysis of the newly synthesized compounds maintain the classical horseshoe conformation and shares similar binding mode with RPV. The conformational restriction strategies have greatly accelerated the optimization of the DAPY NNRTIs and contribute to finding new chemical entities (NCEs) with favorable druggability.
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Affiliation(s)
- Dongwei Kang
- a Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences , Shandong University , Shandong , PR China
| | - Zhipeng Huo
- a Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences , Shandong University , Shandong , PR China
| | - Gaochan Wu
- a Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences , Shandong University , Shandong , PR China
| | - Jiabao Xu
- a Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences , Shandong University , Shandong , PR China
| | - Peng Zhan
- a Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences , Shandong University , Shandong , PR China
| | - Xinyong Liu
- a Department of Medicinal Chemistry, Key Laboratory of Chemical Biology (Ministry of Education), School of Pharmaceutical Sciences , Shandong University , Shandong , PR China
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Abstract
Metal ions play significant roles in numerous fields including chemistry, geochemistry, biochemistry, and materials science. With computational tools increasingly becoming important in chemical research, methods have emerged to effectively face the challenge of modeling metal ions in the gas, aqueous, and solid phases. Herein, we review both quantum and classical modeling strategies for metal ion-containing systems that have been developed over the past few decades. This Review focuses on classical metal ion modeling based on unpolarized models (including the nonbonded, bonded, cationic dummy atom, and combined models), polarizable models (e.g., the fluctuating charge, Drude oscillator, and the induced dipole models), the angular overlap model, and valence bond-based models. Quantum mechanical studies of metal ion-containing systems at the semiempirical, ab initio, and density functional levels of theory are reviewed as well with a particular focus on how these methods inform classical modeling efforts. Finally, conclusions and future prospects and directions are offered that will further enhance the classical modeling of metal ion-containing systems.
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Affiliation(s)
| | - Kenneth M. Merz
- Department of Chemistry, Department of Biochemistry and Molecular Biology, and Institute of Cyber-Enabled Research, Michigan State University, East Lansing, Michigan 48824, United States
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Kudalkar SN, Beloor J, Chan AH, Lee WG, Jorgensen WL, Kumar P, Anderson KS. Structural and Preclinical Studies of Computationally Designed Non-Nucleoside Reverse Transcriptase Inhibitors for Treating HIV infection. Mol Pharmacol 2017; 91:383-391. [PMID: 28167742 DOI: 10.1124/mol.116.107755] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/05/2016] [Accepted: 02/02/2017] [Indexed: 12/31/2022] Open
Abstract
The clinical benefits of HIV-1 non-nucleoside reverse transcriptase (RT) inhibitors (NNRTIs) are hindered by their unsatisfactory pharmacokinetic (PK) properties along with the rapid development of drug-resistant variants. However, the clinical efficacy of these inhibitors can be improved by developing compounds with enhanced pharmacological profiles and heightened antiviral activity. We used computational and structure-guided design to develop two next-generation NNRTI drug candidates, compounds I and II, which are members of a class of catechol diethers. We evaluated the preclinical potential of these compounds in BALB/c mice because of their high solubility (510 µg/ml for compound I and 82.9 µg/ml for compound II), low cytotoxicity, and enhanced antiviral activity against wild-type (WT) HIV-1 RT and resistant variants. Additionally, crystal structures of compounds I and II with WT RT suggested an optimal binding to the NNRTI binding pocket favoring the high anti-viral potency. A single intraperitoneal dose of compounds I and II exhibited a prolonged serum residence time of 48 hours and concentration maximum (Cmax) of 4000- to 15,000-fold higher than their therapeutic/effective concentrations. These Cmax values were 4- to 15-fold lower than their cytotoxic concentrations observed in MT-2 cells. Compound II showed an enhanced area under the curve (0-last) and decreased plasma clearance over compound I and efavirenz, the standard of care NNRTI. Hence, the overall (PK) profile of compound II was excellent compared with that of compound I and efavirenz. Furthermore, both compounds were very well tolerated in BALB/c mice without any detectable acute toxicity. Taken together, these data suggest that compounds I and II possess improved anti-HIV-1 potency, remarkable in vivo safety, and prolonged in vivo circulation time, suggesting strong potential for further development as new NNRTIs for the potential treatment of HIV infection.
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Affiliation(s)
- Shalley N Kudalkar
- Departments of Pharmacology, School of Medicine (S.N.K., A.H.C., K.S.A.), Infectious Diseases/Internal Medicine, School of Medicine (J.B., P.K.), and Chemistry (W.-G.L., W.L.J.), Yale University, New Haven, Connecticut
| | - Jagadish Beloor
- Departments of Pharmacology, School of Medicine (S.N.K., A.H.C., K.S.A.), Infectious Diseases/Internal Medicine, School of Medicine (J.B., P.K.), and Chemistry (W.-G.L., W.L.J.), Yale University, New Haven, Connecticut
| | - Albert H Chan
- Departments of Pharmacology, School of Medicine (S.N.K., A.H.C., K.S.A.), Infectious Diseases/Internal Medicine, School of Medicine (J.B., P.K.), and Chemistry (W.-G.L., W.L.J.), Yale University, New Haven, Connecticut
| | - Won-Gil Lee
- Departments of Pharmacology, School of Medicine (S.N.K., A.H.C., K.S.A.), Infectious Diseases/Internal Medicine, School of Medicine (J.B., P.K.), and Chemistry (W.-G.L., W.L.J.), Yale University, New Haven, Connecticut
| | - William L Jorgensen
- Departments of Pharmacology, School of Medicine (S.N.K., A.H.C., K.S.A.), Infectious Diseases/Internal Medicine, School of Medicine (J.B., P.K.), and Chemistry (W.-G.L., W.L.J.), Yale University, New Haven, Connecticut
| | - Priti Kumar
- Departments of Pharmacology, School of Medicine (S.N.K., A.H.C., K.S.A.), Infectious Diseases/Internal Medicine, School of Medicine (J.B., P.K.), and Chemistry (W.-G.L., W.L.J.), Yale University, New Haven, Connecticut
| | - Karen S Anderson
- Departments of Pharmacology, School of Medicine (S.N.K., A.H.C., K.S.A.), Infectious Diseases/Internal Medicine, School of Medicine (J.B., P.K.), and Chemistry (W.-G.L., W.L.J.), Yale University, New Haven, Connecticut
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45
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Keränen H, Pérez-Benito L, Ciordia M, Delgado F, Steinbrecher TB, Oehlrich D, van Vlijmen HWT, Trabanco AA, Tresadern G. Acylguanidine Beta Secretase 1 Inhibitors: A Combined Experimental and Free Energy Perturbation Study. J Chem Theory Comput 2017; 13:1439-1453. [PMID: 28103438 DOI: 10.1021/acs.jctc.6b01141] [Citation(s) in RCA: 55] [Impact Index Per Article: 7.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Abstract
A series of acylguanidine beta secretase 1 (BACE1) inhibitors with modified scaffold and P3 pocket substituent was synthesized and studied with free energy perturbation (FEP) calculations. The resulting molecules showed potencies in enzymatic BACE1 inhibition assays up to 1 nM. The correlation between the predicted activity from the FEP calculations and the experimental activity was good for the P3 pocket substituents. The average mean unsigned error (MUE) between prediction and experiment was 0.68 ± 0.17 kcal/mol for the default 5 ns lambda window simulation time improving to 0.35 ± 0.13 kcal/mol for 40 ns. FEP calculations for the P2' pocket substituents on the same acylguanidine scaffold also showed good agreement with experiment and the results remained stable with repeated simulations and increased simulation time. It proved more difficult to use FEP calculations to study the scaffold modification from increasing 5 to 6 and 7 membered-rings. Although prediction and experiment were in agreement for short 2 ns simulations, as the simulation time increased the results diverged. This was improved by the use of a newly developed "Core Hopping FEP+" approach, which also showed improved stability in repeat calculations. The origins of these differences along with the value of repeat and longer simulation times are discussed. This work provides a further example of the use of FEP as a computational tool for molecular design.
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Affiliation(s)
- Henrik Keränen
- Computational Chemistry, Janssen Research & Development, Janssen Pharmaceutica N. V. , Turnhoutseweg 30, B-2340 Beerse, Belgium
| | - Laura Pérez-Benito
- Laboratori de Medicina Computacional Unitat de Bioestadistica, Facultat de Medicina, Universitat Autonoma de Barcelona , 08193, Bellaterra, Spain.,Computational Chemistry, Janssen Research and Development, Janssen-Cilag , c/ Jarama 75A, 45007, Toledo, Spain
| | - Myriam Ciordia
- Neuroscience Medicinal Chemistry, Janssen Research and Development, Janssen-Cilag , c/ Jarama 75A, 45007, Toledo, Spain
| | - Francisca Delgado
- Neuroscience Medicinal Chemistry, Janssen Research and Development, Janssen-Cilag , c/ Jarama 75A, 45007, Toledo, Spain
| | | | - Daniel Oehlrich
- Neuroscience Medicinal Chemistry, Janssen Research & Development, Janssen Pharmaceutica N. V. , Turnhoutseweg 30, B-2340 Beerse, Belgium
| | - Herman W T van Vlijmen
- Computational Chemistry, Janssen Research & Development, Janssen Pharmaceutica N. V. , Turnhoutseweg 30, B-2340 Beerse, Belgium
| | - Andrés A Trabanco
- Neuroscience Medicinal Chemistry, Janssen Research and Development, Janssen-Cilag , c/ Jarama 75A, 45007, Toledo, Spain
| | - Gary Tresadern
- Computational Chemistry, Janssen Research and Development, Janssen-Cilag , c/ Jarama 75A, 45007, Toledo, Spain
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46
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Cave-Ayland C, Skylaris CK, Essex JW. A Monte Carlo Resampling Approach for the Calculation of Hybrid Classical and Quantum Free Energies. J Chem Theory Comput 2017; 13:415-424. [DOI: 10.1021/acs.jctc.6b00506] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
| | | | - Jonathan W. Essex
- School of Chemistry, University of Southampton, Hampshire, SO17 1BJ, United Kingdom
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47
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Lee WG, Chan AH, Spasov KA, Anderson KS, Jorgensen WL. Design, Conformation, and Crystallography of 2-Naphthyl Phenyl Ethers as Potent Anti-HIV Agents. ACS Med Chem Lett 2016; 7:1156-1160. [PMID: 27994756 DOI: 10.1021/acsmedchemlett.6b00390] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2016] [Accepted: 10/31/2016] [Indexed: 01/10/2023] Open
Abstract
Catechol diethers that incorporate a 7-cyano-2-naphthyl substituent are reported as non-nucleoside inhibitors of HIV-1 reverse transcriptase (NNRTIs). Many of the compounds have 1-10 nM potencies toward wild-type HIV-1. An interesting conformational effect allows two unique conformers for the naphthyl group in complexes with HIV-RT. X-ray crystal structures for 4a and 4f illustrate the alternatives.
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Affiliation(s)
- Won-Gil Lee
- Department
of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States
| | - Albert H. Chan
- Department
of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - Krasimir A. Spasov
- Department
of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - Karen S. Anderson
- Department
of Pharmacology, Yale University School of Medicine, New Haven, Connecticut 06520-8066, United States
| | - William L. Jorgensen
- Department
of Chemistry, Yale University, New Haven, Connecticut 06520-8107, United States
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48
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Bassetto M, Massarotti A, Coluccia A, Brancale A. Structural biology in antiviral drug discovery. Curr Opin Pharmacol 2016; 30:116-130. [PMID: 27611878 PMCID: PMC7185576 DOI: 10.1016/j.coph.2016.08.014] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2016] [Revised: 08/26/2016] [Accepted: 08/28/2016] [Indexed: 11/29/2022]
Abstract
Structural biology has emerged during the last thirty years as a powerful tool for rational drug discovery. Crystal structures of biological targets alone and in complex with ligands and inhibitors provide essential insights into the mechanisms of actions of enzymes, their conformational changes upon ligand binding, the architectures and interactions of binding pockets. Structure-based methods such as crystallographic fragment screening represent nowadays invaluable instruments for the identification of new biologically active compounds. In this context, three-dimensional protein structures have played essential roles for the understanding of the activity and for the design of novel antiviral agents against several different viruses. In this review, the evolution in the resolution of viral structures is analysed, along with the role of crystal structures in the discovery and optimisation of new antivirals.
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Affiliation(s)
- Marcella Bassetto
- School of Pharmacy & Pharmaceutical Sciences, Cardiff University, King Edward VII Avenue, Cardiff CF10 3NB, UK
| | - Alberto Massarotti
- Dipartimento di Scienze del Farmaco, Università degli Studi del Piemonte Orientale A, Avogadro Largo Donegani 2, 28100 Novara, Italy
| | - Antonio Coluccia
- Istituto Pasteur Italia - Fondazione Cenci Bolognetti, Dipartimento di Chimica e Tecnologie del Farmaco, Sapienza Università di Roma, Piazzale Aldo Moro 5, I-00185 Roma, Italy
| | - Andrea Brancale
- School of Pharmacy & Pharmaceutical Sciences, Cardiff University, King Edward VII Avenue, Cardiff CF10 3NB, UK.
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49
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Lenselink E, Louvel J, Forti AF, van Veldhoven JPD, de Vries H, Mulder-Krieger T, McRobb FM, Negri A, Goose J, Abel R, van
Vlijmen HWT, Wang L, Harder E, Sherman W, IJzerman AP, Beuming T. Predicting Binding Affinities for GPCR Ligands Using Free-Energy Perturbation. ACS OMEGA 2016; 1:293-304. [PMID: 30023478 PMCID: PMC6044636 DOI: 10.1021/acsomega.6b00086] [Citation(s) in RCA: 90] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/20/2016] [Accepted: 08/15/2016] [Indexed: 05/11/2023]
Abstract
The rapid growth of structural information for G-protein-coupled receptors (GPCRs) has led to a greater understanding of their structure, function, selectivity, and ligand binding. Although novel ligands have been identified using methods such as virtual screening, computationally driven lead optimization has been possible only in isolated cases because of challenges associated with predicting binding free energies for related compounds. Here, we provide a systematic characterization of the performance of free-energy perturbation (FEP) calculations to predict relative binding free energies of congeneric ligands binding to GPCR targets using a consistent protocol and no adjustable parameters. Using the FEP+ package, first we validated the protocol, which includes a full lipid bilayer and explicit solvent, by predicting the binding affinity for a total of 45 different ligands across four different GPCRs (adenosine A2AAR, β1 adrenergic, CXCR4 chemokine, and δ opioid receptors). Comparison with experimental binding affinity measurements revealed a highly predictive ranking correlation (average spearman ρ = 0.55) and low root-mean-square error (0.80 kcal/mol). Next, we applied FEP+ in a prospective project, where we predicted the affinity of novel, potent adenosine A2A receptor (A2AR) antagonists. Four novel compounds were synthesized and tested in a radioligand displacement assay, yielding affinity values in the nanomolar range. The affinity of two out of the four novel ligands (plus three previously reported compounds) was correctly predicted (within 1 kcal/mol), including one compound with approximately a tenfold increase in affinity compared to the starting compound. Detailed analyses of the simulations underlying the predictions provided insights into the structural basis for the two cases where the affinity was overpredicted. Taken together, these results establish a protocol for systematically applying FEP+ to GPCRs and provide guidelines for identifying potent molecules in drug discovery lead optimization projects.
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Affiliation(s)
- Eelke
B. Lenselink
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
| | - Julien Louvel
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
| | - Anna F. Forti
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
| | - Jacobus P. D. van Veldhoven
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
| | - Henk de Vries
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
| | - Thea Mulder-Krieger
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
| | - Fiona M. McRobb
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Ana Negri
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Joseph Goose
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Robert Abel
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Herman W. T. van
Vlijmen
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
| | - Lingle Wang
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Edward Harder
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Woody Sherman
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
| | - Adriaan P. IJzerman
- Division
of Medicinal Chemistry, Leiden Academic Centre for Drug Research, Leiden University, Leiden 2300 RA, The Netherlands
- E-mail: . Phone: +31-71-5274651. Fax: +31-71-5274277 (A.P.I.)
| | - Thijs Beuming
- Schrödinger,
Inc., 120 West 45th Street, New York, New York 10036, United States
- E-mail: . Phone: +1 (212) 548-2333. Fax: +1 (212) 295-5801 (T.B.)
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50
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Ciordia M, Pérez-Benito L, Delgado F, Trabanco AA, Tresadern G. Application of Free Energy Perturbation for the Design of BACE1 Inhibitors. J Chem Inf Model 2016; 56:1856-71. [PMID: 27500414 DOI: 10.1021/acs.jcim.6b00220] [Citation(s) in RCA: 77] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Novel spiroaminodihydropyrroles probing for optimized interactions at the P3 pocket of β-secretase 1 (BACE1) were designed with the use of free energy perturbation (FEP) calculations. The resulting molecules showed pIC50 potencies in enzymatic BACE1 inhibition assays ranging from approximately 5 to 7. Good correlation was observed between the predicted activity from the FEP calculations and experimental activity. Simulations run with a default 5 ns approach delivered a mean unsigned error (MUE) between prediction and experiment of 0.58 and 0.91 kcal/mol for retrospective and prospective applications, respectively. With longer simulations of 10 and 20 ns, the MUE was in both cases 0.57 kcal/mol for the retrospective application, and 0.69 and 0.59 kcal/mol for the prospective application. Other considerations that impact the quality of the calculations are discussed. This work provides an example of the value of FEP as a computational tool for drug discovery.
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Affiliation(s)
- Myriam Ciordia
- Janssen Research and Development , c/Jarama 75A, 45007 Toledo, Spain.,Departamento de Química y Bioquímica, Facultad de Farmacia, Universidad CEU San Pablo , Urbanización Montepríncipe Ctra., Boadilla del Monte Km 5.3, 28668 Madrid, Spain
| | - Laura Pérez-Benito
- Janssen Research and Development , c/Jarama 75A, 45007 Toledo, Spain.,Laboratori de Medicina Computacional Unitat de Bioestadistica, Facultat de Medicina, Universitat Autonoma de Barcelona , 08193 Bellaterra, Spain
| | - Francisca Delgado
- Janssen Research and Development , c/Jarama 75A, 45007 Toledo, Spain
| | - Andrés A Trabanco
- Janssen Research and Development , c/Jarama 75A, 45007 Toledo, Spain
| | - Gary Tresadern
- Janssen Research and Development , c/Jarama 75A, 45007 Toledo, Spain
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