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Meewan I, Panmanee J, Petchyam N, Lertvilai P. HBCVTr: an end-to-end transformer with a deep neural network hybrid model for anti-HBV and HCV activity predictor from SMILES. Sci Rep 2024; 14:9262. [PMID: 38649402 PMCID: PMC11035669 DOI: 10.1038/s41598-024-59933-4] [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: 01/09/2024] [Accepted: 04/16/2024] [Indexed: 04/25/2024] Open
Abstract
Hepatitis B and C viruses (HBV and HCV) are significant causes of chronic liver diseases, with approximately 350 million infections globally. To accelerate the finding of effective treatment options, we introduce HBCVTr, a novel ligand-based drug design (LBDD) method for predicting the inhibitory activity of small molecules against HBV and HCV. HBCVTr employs a hybrid model consisting of double encoders of transformers and a deep neural network to learn the relationship between small molecules' simplified molecular-input line-entry system (SMILES) and their antiviral activity against HBV or HCV. The prediction accuracy of HBCVTr has surpassed baseline machine learning models and existing methods, with R-squared values of 0.641 and 0.721 for the HBV and HCV test sets, respectively. The trained models were successfully applied to virtual screening against 10 million compounds within 240 h, leading to the discovery of the top novel inhibitor candidates, including IJN04 for HBV and IJN12 and IJN19 for HCV. Molecular docking and dynamics simulations identified IJN04, IJN12, and IJN19 target proteins as the HBV core antigen, HCV NS5B RNA-dependent RNA polymerase, and HCV NS3/4A serine protease, respectively. Overall, HBCVTr offers a new and rapid drug discovery and development screening method targeting HBV and HCV.
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Affiliation(s)
- Ittipat Meewan
- Center for Advanced Therapeutics, Institute of Molecular Biosciences, Mahidol University, Nakhon Pathom, 73170, Thailand.
| | - Jiraporn Panmanee
- Research Center for Neuroscience, Institute of Molecular Biosciences, Mahidol University, Nakhon Pathom, 73170, Thailand
| | - Nopphon Petchyam
- Center for Advanced Therapeutics, Institute of Molecular Biosciences, Mahidol University, Nakhon Pathom, 73170, Thailand
| | - Pichaya Lertvilai
- Scripps Institution of Oceanography, University of California San Diego, La Jolla, CA, 92037, USA
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2
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Zdun B, Reiter T, Kroutil W, Borowiecki P. Chemoenzymatic Synthesis of Tenofovir. J Org Chem 2023; 88:11045-11055. [PMID: 37467462 PMCID: PMC10407936 DOI: 10.1021/acs.joc.3c01005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Indexed: 07/21/2023]
Abstract
We report on novel chemoenzymatic routes toward tenofovir using low-cost starting materials and commercial or homemade enzyme preparations as biocatalysts. The biocatalytic key step was accomplished either via stereoselective reduction using an alcohol dehydrogenase or via kinetic resolution using a lipase. By employing a suspension of immobilized lipase from Burkholderia cepacia (Amano PS-IM) in a mixture of vinyl acetate and toluene, the desired (R)-ester (99% ee) was obtained on a 500 mg scale (60 mM) in 47% yield. Alternatively, stereoselective reduction of 1-(6-chloro-9H-purin-9-yl) propan-2-one (84 mg, 100 mM) catalyzed by lyophilized E. coli cells harboring recombinant alcohol dehydrogenase (ADH) from Lactobacillus kefir (E. coli/Lk-ADH Prince) allowed one to reach quantitative conversion, 86% yield and excellent optical purity (>99% ee) of the corresponding (R)-alcohol. The key (R)-intermediate was transformed into tenofovir through "one-pot" aminolysis-hydrolysis of (R)-acetate in NH3-saturated methanol, alkylation of the resulting (R)-alcohol with tosylated diethyl(hydroxymethyl) phosphonate, and bromotrimethylsilane (TMSBr)-mediated cleavage of the formed phosphonate ester into the free phosphonic acid. The elaborated enzymatic strategy could be applicable in the asymmetric synthesis of tenofovir prodrug derivatives, including 5'-disoproxil fumarate (TDF, Viread) and 5'-alafenamide (TAF, Vemlidy). The molecular basis of the stereoselectivity of the employed ADHs was revealed by molecular docking studies.
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Affiliation(s)
- Beata Zdun
- Laboratory
of Biocatalysis and Biotransformation, Department of Drugs Technology
and Biotechnology, Faculty of Chemistry, Warsaw University of Technology, Koszykowa 75, 00-662 Warsaw, Poland
| | - Tamara Reiter
- Institute
of Chemistry, University of Graz, NAWI Graz,
BioTechMed Graz, Field of Excellence BioHealth, Heinrichstrasse 28, 8010 Graz, Austria
| | - Wolfgang Kroutil
- Institute
of Chemistry, University of Graz, NAWI Graz,
BioTechMed Graz, Field of Excellence BioHealth, Heinrichstrasse 28, 8010 Graz, Austria
| | - Paweł Borowiecki
- Laboratory
of Biocatalysis and Biotransformation, Department of Drugs Technology
and Biotechnology, Faculty of Chemistry, Warsaw University of Technology, Koszykowa 75, 00-662 Warsaw, Poland
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3
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Shahab S, Sheikhi M, Khancheuski M, Yahyaei H, Almodarresiyeh HA, Kaviani S. DFT, molecular docking and ADME prediction of tenofovir drug as a promising therapeutic inhibitor of SARS-CoV-2 Mpro. MAIN GROUP CHEMISTRY 2022. [DOI: 10.3233/mgc-220046] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
In the present work, at first, DFT calculations were carried out to study the molecular structure of the tenofovir at B3LYP/MidiX level of theory and in the water as solvent. The HOMO/LUMO molecular orbitals, excitation energies and oscillator strengths of investigated drug were also calculated and presented. NBO analysis was performed to illustrate the intramolecular rehybridization and electron density delocalization. In the following, a molecular docking study was performed for screening of effective available tenofovir drug which may act as an efficient inhibitor for the SARS-CoV-2 Mpro. The binding energy value showed a good binding affinity between the tenofovir and SARS-CoV-2 Mpro with binding energy of-47.206 kcal/mol. Therefore, tenofovir can be used for possible application against the SARS-CoV-2 Mpro.
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Affiliation(s)
- Siyamak Shahab
- Belarusian State University, ISEI BSU, Minsk, Republic of Belarus
- Institute of Physical Organic Chemistry, National Academy of Sciences of Belarus, 13 Surganov Str., Minsk
- Institute of Chemistry of New Materials, National Academy of Sciences of Belarus, 36 Skarina Str., Minsk
| | | | | | - Hooriye Yahyaei
- Department of Chemistry, Zanjan Branch, Islamic Azad University, Zanjan, Iran
| | | | - Sadegh Kaviani
- Department of Chemistry, Faculty of Science, Ferdowsi University of Mashhad, Mashhad, Iran
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4
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Krait S, Schneidmadel FR, Scriba GKE. Quality by design‐assisted development of a capillary electrophoresis method for the enantiomeric purity determination of tenofovir. Electrophoresis 2022; 43:964-969. [DOI: 10.1002/elps.202100345] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Revised: 01/10/2022] [Accepted: 01/11/2022] [Indexed: 11/09/2022]
Affiliation(s)
- Sulaiman Krait
- Department of Pharmaceutical/Medicinal Chemistry Friedrich Schiller University Jena Germany
| | - Felix R. Schneidmadel
- Department of Pharmaceutical/Medicinal Chemistry Friedrich Schiller University Jena Germany
| | - Gerhard K. E. Scriba
- Department of Pharmaceutical/Medicinal Chemistry Friedrich Schiller University Jena Germany
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5
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Hua Y, Lin Y, Chen W, Ye L, Yin Y, Gao Y, Tu S. Copper-catalyzed oxidative cross-dehydrogenative coupling (CDC) reaction of alcohols with secondary phosphine oxides. Tetrahedron Lett 2022. [DOI: 10.1016/j.tetlet.2022.153822] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
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6
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Chaudhary A. 2,3-Diaminomaleonitrile: A Multifaceted Synthon in Organic Synthesis. Curr Org Synth 2022; 19:616-642. [PMID: 34994313 DOI: 10.2174/1570179419666220107155346] [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: 08/03/2021] [Revised: 11/03/2021] [Accepted: 11/12/2021] [Indexed: 11/22/2022]
Abstract
2,3-Diaminomaleonitrile (DAMN), a tetramer of hydrogen cyanide, displays weakly basic properties and has reactivity comparable to o-phenylenediamine. It has emerged as a versatile, cheap as well as a readily accessible building block towards the synthesis of a variety of organic compounds. The present review focuses on the applications of 2,3-diaminomaleonitrile for the synthesis of Schiff's base, imidazoles, pyrazines, quinoxolines, benzodiazocines, 1,4-diazepines, purines, pyrimidines, pyrazine-tetrazole hybrids, triazoles, thiadiazole, thiazolidines, porphyrazines, formamidines, 1,3,5-triazepines, pyrrolo[3,4-b][1,4]diazepin-6(3H)-ones, triaza[22]annulenes, pyrrolo[3,4-f][1,3,5]triazepines, spiro compounds, pyrazoles and 2,3-dicyano-5,7-bismethylthieno[3,4-b]pyrazine.
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Affiliation(s)
- Ankita Chaudhary
- Department of Chemistry, Maitreyi College, University of Delhi, New Delhi, India
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7
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Advances on Greener Asymmetric Synthesis of Antiviral Drugs via Organocatalysis. Pharmaceuticals (Basel) 2021; 14:ph14111125. [PMID: 34832907 PMCID: PMC8625736 DOI: 10.3390/ph14111125] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Accepted: 11/01/2021] [Indexed: 12/16/2022] Open
Abstract
Viral infections cause many severe human diseases, being responsible for remarkably high mortality rates. In this sense, both the academy and the pharmaceutical industry are continuously searching for new compounds with antiviral activity, and in addition, face the challenge of developing greener and more efficient methods to synthesize these compounds. This becomes even more important with drugs possessing stereogenic centers as highly enantioselective processes are required. In this minireview, the advances achieved to improve synthetic routes efficiency and sustainability of important commercially antiviral chiral drugs are discussed, highlighting the use of organocatalytic methods.
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8
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Continuous flow synthesis of the lamivudine precursor L-Menthyl Glyoxylate. J Flow Chem 2021. [DOI: 10.1007/s41981-021-00189-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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9
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Dietz JP, Ferenc D, Jamison TF, Gupton BF, Opatz T. Di- tert-butyl Phosphonate Route to the Antiviral Drug Tenofovir. Org Process Res Dev 2021; 25:789-798. [PMID: 37556249 PMCID: PMC7901238 DOI: 10.1021/acs.oprd.0c00473] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Indexed: 12/20/2022]
Abstract
Di-tert-butyl oxymethyl phosphonates were investigated regarding their suitability for preparing the active pharmaceutical ingredient tenofovir (PMPA). First, an efficient and simple access to the crystalline di-tert-butyl(hydroxymethyl)phosphonate was developed. O-Mesylation gave high yields of the active phosphonomethylation reagent. For the synthesis of tenofovir, a two-step sequence was developed using Mg(OtBu)2 as the base for the alkylation of (R)-9-(2-hydroxypropyl)adenine. Subsequent deprotection could be achieved with aqueous acids. (Di-tert-butoxyphosphoryl)methyl methanesulfonate showed to be the most efficient electrophile tested, affording PMPA in 72% yield on a 5 g scale. The developed protocol could also be applied for the preparation of the hepatitis B drug adefovir (64% yield/1 g scale).
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Affiliation(s)
- Jule-Philipp Dietz
- Department of Chemistry, Johannes
Gutenberg-University, Duesbergweg 10−14, Mainz 55128,
Germany
| | - Dorota Ferenc
- Department of Chemistry, Johannes
Gutenberg-University, Duesbergweg 10−14, Mainz 55128,
Germany
| | - Timothy F. Jamison
- Department of Chemistry, Massachusetts
Institute of Technology, 77 Massachusetts Avenue, Cambridge 02139,
Massachusetts, United States
| | - B. Frank Gupton
- Department of Chemical and Life Sciences Engineering,
Virginia Commonwealth University, Richmond, Virginia 23284,
United States
| | - Till Opatz
- Department of Chemistry, Johannes
Gutenberg-University, Duesbergweg 10−14, Mainz 55128,
Germany
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10
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Paymode D, Cardoso FSP, Agrawal T, Tomlin JW, Cook DW, Burns JM, Stringham RW, Sieber JD, Gupton BF, Snead DR. Expanding Access to Remdesivir via an Improved Pyrrolotriazine Synthesis: Supply Centered Synthesis. Org Lett 2020; 22:7656-7661. [PMID: 32931286 PMCID: PMC7536717 DOI: 10.1021/acs.orglett.0c02848] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2020] [Indexed: 12/24/2022]
Abstract
Pyrrolotriazine 1 is an important precursor to remdesivir. Initial results toward an efficient synthesis are disclosed consisting of sequential cyanation, amination, and triazine formation beginning from pyrrole. This route makes use of highly abundant, commoditized raw material inputs. The yield of triazine was doubled from 31% to 59%, and the synthetic step count was reduced from 4 to 2. These efforts help to secure the remdesivir supply chain.
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Affiliation(s)
- Dinesh
J. Paymode
- Chemical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - Flavio S. P. Cardoso
- Chemical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - Toolika Agrawal
- Chemical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - John W. Tomlin
- Chemical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - Daniel W. Cook
- Analytical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - Justina M. Burns
- Analytical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - Rodger W. Stringham
- Analytical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - Joshua D. Sieber
- Chemical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - B. Frank Gupton
- Chemical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
| | - David R. Snead
- Chemical
Development, Medicines for All Institute, 737 North Fifth Street, Box 980100, Richmond, Virginia 23298-0100, United States
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