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Wei Y, Li W, Du T, Hong Z, Lin J. Targeting HIV/HCV Coinfection Using a Machine Learning-Based Multiple Quantitative Structure-Activity Relationships (Multiple QSAR) Method. Int J Mol Sci 2019; 20:ijms20143572. [PMID: 31336592 PMCID: PMC6678913 DOI: 10.3390/ijms20143572] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2019] [Revised: 07/13/2019] [Accepted: 07/21/2019] [Indexed: 12/11/2022] Open
Abstract
Human immunodeficiency virus type-1 and hepatitis C virus (HIV/HCV) coinfection occurs when a patient is simultaneously infected with both human immunodeficiency virus type-1 (HIV-1) and hepatitis C virus (HCV), which is common today in certain populations. However, the treatment of coinfection is a challenge because of the special considerations needed to ensure hepatic safety and avoid drug–drug interactions. Multitarget inhibitors with less toxicity may provide a promising therapeutic strategy for HIV/HCV coinfection. However, the identification of one molecule that acts on multiple targets simultaneously by experimental evaluation is costly and time-consuming. In silico target prediction tools provide more opportunities for the development of multitarget inhibitors. In this study, by combining Naïve Bayes (NB) and support vector machine (SVM) algorithms with two types of molecular fingerprints, MACCS and extended connectivity fingerprints 6 (ECFP6), 60 classification models were constructed to predict compounds that were active against 11 HIV-1 targets and four HCV targets based on a multiple quantitative structure–activity relationships (multiple QSAR) method. Five-fold cross-validation and test set validation were performed to measure the performance of the 60 classification models. Our results show that the 60 multiple QSAR models appeared to have high classification accuracy in terms of the area under the ROC curve (AUC) values, which ranged from 0.83 to 1 with a mean value of 0.97 for the HIV-1 models and from 0.84 to 1 with a mean value of 0.96 for the HCV models. Furthermore, the 60 models were used to comprehensively predict the potential targets of an additional 46 compounds, including 27 approved HIV-1 drugs, 10 approved HCV drugs and nine selected compounds known to be active against one or more targets of HIV-1 or HCV. Finally, 20 hits, including seven approved HIV-1 drugs, four approved HCV drugs, and nine other compounds, were predicted to be HIV/HCV coinfection multitarget inhibitors. The reported bioactivity data confirmed that seven out of nine compounds actually interacted with HIV-1 and HCV targets simultaneously with diverse binding affinities. The remaining predicted hits and chemical-protein interaction pairs with the potential ability to suppress HIV/HCV coinfection are worthy of further experimental investigation. This investigation shows that the multiple QSAR method is useful in predicting chemical-protein interactions for the discovery of multitarget inhibitors and provides a unique strategy for the treatment of HIV/HCV coinfection.
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Affiliation(s)
- Yu Wei
- State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Tianjin Key Laboratory of Molecular Drug Research, Nankai University, Haihe Education Park, 38 Tongyan Road, Tianjin 300353, China
| | - Wei Li
- State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Tianjin Key Laboratory of Molecular Drug Research, Nankai University, Haihe Education Park, 38 Tongyan Road, Tianjin 300353, China
- Platform of Pharmaceutical Intelligence, Tianjin International Joint Academy of Biomedicine, Tianjin 300000, China
| | - Tengfei Du
- State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Tianjin Key Laboratory of Molecular Drug Research, Nankai University, Haihe Education Park, 38 Tongyan Road, Tianjin 300353, China
| | - Zhangyong Hong
- State Key Laboratory of Medicinal Chemical Biology, College of Life Sciences, Nankai University, 94 Weijin Road, Tianjin 300071, China.
| | - Jianping Lin
- State Key Laboratory of Medicinal Chemical Biology, College of Pharmacy and Tianjin Key Laboratory of Molecular Drug Research, Nankai University, Haihe Education Park, 38 Tongyan Road, Tianjin 300353, China.
- Platform of Pharmaceutical Intelligence, Tianjin International Joint Academy of Biomedicine, Tianjin 300000, China.
- Biodesign Center, Tianjin Institute of Industrial Biotechnology, Chinese Academy of Sciences, Tianjin 300308, China.
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Vadhadiya PM, Jean MA, Bouzriba C, Tremblay T, Lagüe P, Fortin S, Boukouvalas J, Giguère D. Diversity-Oriented Synthesis of Diol-Based Peptidomimetics as Potential HIV Protease Inhibitors and Antitumor Agents. Chembiochem 2018; 19:1779-1791. [PMID: 29858881 DOI: 10.1002/cbic.201800247] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/08/2018] [Indexed: 12/15/2022]
Abstract
Peptidomimetic HIV protease inhibitors are an important class of drugs used in the treatment of AIDS. The synthesis of a new type of diol-based peptidomimetics is described. Our route is flexible, uses d-glucal as an inexpensive starting material, and makes minimal use of protection/deprotection cycles. Binding affinities from molecular docking simulations suggest that these compounds are potential inhibitors of HIV protease. Moreover, the antiproliferative activities of compounds 33 a, 35 a, and 35 b on HT-29, M21, and MCF7 cancer cell lines are in the low micromolar range. The results provide a platform that could facilitate the development of medically relevant asymmetrical diol-based peptidomimetics.
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Affiliation(s)
- Paresh M Vadhadiya
- Département de Chimie, Université Laval-RQRM, 1045 Avenue de la Médecine, Quebec City, QC, G1V 0A6, Canada
| | - Marc-Alexandre Jean
- Département de Chimie, Université Laval-RQRM, 1045 Avenue de la Médecine, Quebec City, QC, G1V 0A6, Canada
| | - Chahrazed Bouzriba
- CHU de Québec-Université Laval Research Center, Oncology Division, Hôpital Saint-François d'Assise, 10 rue de l'Espinay, Quebec City, QC, G1L 3L5, Canada
- Faculté de Pharmacie, Université Laval, Quebec City, QC, G1V 0A6, Canada
| | - Thomas Tremblay
- Département de Chimie, Université Laval-RQRM, 1045 Avenue de la Médecine, Quebec City, QC, G1V 0A6, Canada
| | - Patrick Lagüe
- Départment de Biochimie, de Microbiologie et de Bio-Informatique, Université Laval, 1045, Avenue de la Médecine, Quebec City, QC, G1V 0A6, Canada
| | - Sébastien Fortin
- CHU de Québec-Université Laval Research Center, Oncology Division, Hôpital Saint-François d'Assise, 10 rue de l'Espinay, Quebec City, QC, G1L 3L5, Canada
- Faculté de Pharmacie, Université Laval, Quebec City, QC, G1V 0A6, Canada
| | - John Boukouvalas
- Département de Chimie, Université Laval-RQRM, 1045 Avenue de la Médecine, Quebec City, QC, G1V 0A6, Canada
| | - Denis Giguère
- Département de Chimie, Université Laval-RQRM, 1045 Avenue de la Médecine, Quebec City, QC, G1V 0A6, Canada
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Leyden R, Velasco-Torrijos T, André S, Gouin S, Gabius HJ, Murphy PV. Synthesis of Bivalent Lactosides Based on Terephthalamide, N,N′-Diglucosylterephthalamide, and Glycophane Scaffolds and Assessment of Their Inhibitory Capacity on Medically Relevant Lectins. J Org Chem 2009; 74:9010-26. [DOI: 10.1021/jo901667r] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Affiliation(s)
- Rosaria Leyden
- School of Chemistry and Chemical Biology, Centre for Synthesis and Chemical Biology, University College Dublin, Belfield, Dublin 4, Ireland
| | - Trinidad Velasco-Torrijos
- School of Chemistry and Chemical Biology, Centre for Synthesis and Chemical Biology, University College Dublin, Belfield, Dublin 4, Ireland
| | - Sabine André
- Institute of Physiological Chemistry, Faculty of Veterinary Medicine, Ludwig-Maximilians-University Munich, Veterinärstrasse 13, 80539 Munich, Germany
| | - Sebastien Gouin
- School of Chemistry and Chemical Biology, Centre for Synthesis and Chemical Biology, University College Dublin, Belfield, Dublin 4, Ireland
| | - Hans-Joachim Gabius
- Institute of Physiological Chemistry, Faculty of Veterinary Medicine, Ludwig-Maximilians-University Munich, Veterinärstrasse 13, 80539 Munich, Germany
| | - Paul V. Murphy
- School of Chemistry and Chemical Biology, Centre for Synthesis and Chemical Biology, University College Dublin, Belfield, Dublin 4, Ireland
- School of Chemistry, National University of Ireland, Galway
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Aversa MC, Barattucci A, Bonaccorsi P, Marino-Merlo F, Mastino A, Sciortino MT. Synthesis and biological testing of thioalkane- and thioarene-spaced bis-beta-D-glucopyranosides. Bioorg Med Chem 2009; 17:1456-63. [PMID: 19186061 DOI: 10.1016/j.bmc.2009.01.010] [Citation(s) in RCA: 14] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2008] [Revised: 01/08/2009] [Accepted: 01/10/2009] [Indexed: 10/21/2022]
Abstract
A three-step synthesis of bis-beta-D-glucopyranosides containing thioalkane or thioarene spacers of different length and flexibility is described. The key-step reaction allows an easy modulation of final saccharidic products so that a library of molecules with different glycosidic residues and spacers can be obtained. Two of the new thioarene-spaced bis-beta-D-glucopyranosides endow with a specific cytotoxic potential. A more detailed investigation of one of the two compounds ascertains that this effect is attributable to induction of cell death by apoptosis.
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Affiliation(s)
- Maria C Aversa
- Dipartimento di Chimica Organica e Biologica, Università degli Studi di Messina, Messina, Italy
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Yin H, Hamilton AD. Strategies for targeting protein-protein interactions with synthetic agents. Angew Chem Int Ed Engl 2006; 44:4130-63. [PMID: 15954154 DOI: 10.1002/anie.200461786] [Citation(s) in RCA: 375] [Impact Index Per Article: 20.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The development of small-molecule modulators of protein-protein interactions is a formidable goal, albeit one that possesses significant potential for the discovery of novel therapeutics. Despite the daunting challenges, a variety of examples exists for the inhibition of two large protein partners with low-molecular-weight ligands. This review discusses the strategies for targeting protein-protein interactions and the state of the art in the rational design of molecules that mimic the structures and functions of their natural targets.
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Affiliation(s)
- Hang Yin
- Yale University, New Haven, CT, USA
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Cervi G, Peri F, Battistini C, Gennari C, Nicotra F. Bicyclic carbohydrate-derived scaffolds for combinatorial libraries. Bioorg Med Chem 2006; 14:3349-67. [PMID: 16439139 DOI: 10.1016/j.bmc.2005.12.055] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2005] [Revised: 12/22/2005] [Accepted: 12/23/2005] [Indexed: 11/17/2022]
Abstract
A bicyclic scaffold derived from the natural monosaccharide d-glucose, and possessing several diversity sites, was linked to various resins through the primary (C-6) hydroxyl and decorated on the solid phase: the hydroxyl group at C-4 was functionalized as ester, ether, and carbamate, the amino group in the second cycle (C-3' position) was functionalized as amide, sulfonamide, and ureido- and thioureido-derivatives. The compounds synthesized on the solid phase were tested for their antiproliferative activity on tumor cell lines.
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Affiliation(s)
- Giovanni Cervi
- Dipartimento di Biotecnologie e Bioscienze, Università degli Studi di Milano-Bicocca, Piazza della Scienza 2, I-20126 Milano, Italy
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Yin H, Hamilton AD. Strategien zur Modulation von Protein-Protein-Wechselwirkungen mit synthetischen Substanzen. Angew Chem Int Ed Engl 2005. [DOI: 10.1002/ange.200461786] [Citation(s) in RCA: 83] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
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Bouzide A, Sauvé G, Sévigny G, Yelle J. 1,2,5,6-Tetra- O -benzyl- d -mannitol derivatives as novel HIV protease inhibitors. Bioorg Med Chem Lett 2003; 13:3601-5. [PMID: 14505679 DOI: 10.1016/s0960-894x(03)00677-2] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
The synthesis and structure-activity relationships of HIV protease inhibitors derived from carbohydrate alditols are discussed. We disclose a new series of 1,2,5,6-tetra-O-alkyl-D-mannitol exhibiting sub-micromolar activity against HIV-protease. This series of inhibitors are non-nitrogen containing HIV-protease inhibitors and they are readily prepared in a few chemical steps from inexpensive commercially available starting materials.
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A new stereocontrolled access to β-d-mannopyranosides and 2-acetamido-2-deoxy-β-d-mannopyranosides starting from β-d-galactopyranosides. Tetrahedron Lett 2002. [DOI: 10.1016/s0040-4039(02)02232-3] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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