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Dawn S, Manna P, Das T, Kumar P, Ray M, Gayen S, Amin SA. Exploring fingerprints for antidiabetic therapeutics related to peroxisome proliferator-activated receptor gamma (PPARγ) modulators: A chemometric modeling approach. Comput Biol Chem 2024; 112:108142. [PMID: 39004027 DOI: 10.1016/j.compbiolchem.2024.108142] [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: 05/07/2024] [Revised: 06/28/2024] [Accepted: 06/30/2024] [Indexed: 07/16/2024]
Abstract
This study demonstrated the correlation of molecular structures of Peroxisome proliferator-activated receptor gamma (PPARγ) modulators and their biological activities. Bayesian classification, and recursive partitioning (RP) studies have been applied to a dataset of 323 PPARγ modulators with diverse scaffolds. The results provide a deep insight into the important sub-structural features modulating PPARγ. The molecular docking analysis again confirmed the significance of the identified sub-structural features in the modulation of PPARγ activity. Molecular dynamics simulations further underscored the stability of the complexes formed by investigated modulators with PPARγ. Overall, the integration of many computational approaches unveiled key structural motifs essential for PPARγ modulatory activity that will shed light on the development of effective modulators in the future.
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Affiliation(s)
- Subham Dawn
- Department of Pharmaceutical Technology, JIS University, 81, Nilgunj Road, Agarpara, Kolkata, West Bengal 700109, India
| | - Prabir Manna
- Department of Pharmaceutical Technology, JIS University, 81, Nilgunj Road, Agarpara, Kolkata, West Bengal 700109, India
| | - Totan Das
- Laboratory of Drug Design and Discovery, Department of Pharmaceutical Technology, Jadavpur University, Kolkata, West Bengal 700032, India
| | - Prabhat Kumar
- Jagtarni Upgraded Senior Secondary School, Khamhar, Samastipur, Bihar 851128, India
| | - Moumita Ray
- Department of Pharmaceutical Technology, JIS University, 81, Nilgunj Road, Agarpara, Kolkata, West Bengal 700109, India
| | - Shovanlal Gayen
- Laboratory of Drug Design and Discovery, Department of Pharmaceutical Technology, Jadavpur University, Kolkata, West Bengal 700032, India.
| | - Sk Abdul Amin
- Department of Pharmaceutical Technology, JIS University, 81, Nilgunj Road, Agarpara, Kolkata, West Bengal 700109, India.
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Golubev AS, Ostapchuk PN, Strelkova TV, Kagramanov ND, Suponitsky KY, Takazova RU, Chkanikov ND. Synthesis of 4-trifluoromethyl-2 H-chromenes via the reaction of 2-(trifluoroacetyl)phenols with vinyltriphenylphosphonium chloride. Org Biomol Chem 2022; 20:6809-6820. [PMID: 35959998 DOI: 10.1039/d2ob01177h] [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
Substituted on the benzene ring 4-CF3-2H-chromenes have been prepared from substituted 2-(trifluoroacetyl)phenols and vinyltriphenylphosphonium chloride according to the Schweizer protocol in moderate to excellent yields. The influence of the type and the position of aromatic ring substituents on yields of 4-CF3-2H-chromenes have been investigated. It has been shown that 4-CF3-2H-chromenes are convenient precursors to 4-CF3-coumarins.
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Affiliation(s)
- Alexander S Golubev
- A.N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov St. 28, GSP-1, Moscow, Russian Federation.
| | - Petr N Ostapchuk
- A.N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov St. 28, GSP-1, Moscow, Russian Federation.
| | - Tatiana V Strelkova
- A.N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov St. 28, GSP-1, Moscow, Russian Federation.
| | - Nikolai D Kagramanov
- A.N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov St. 28, GSP-1, Moscow, Russian Federation.
| | - Kyrill Yu Suponitsky
- A.N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov St. 28, GSP-1, Moscow, Russian Federation. .,G.V. Plekhanov Russian University of Economics, 36 Stremyannyi Line, 117997, Moscow, Russia
| | - Rina U Takazova
- A.N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov St. 28, GSP-1, Moscow, Russian Federation.
| | - Nikolai D Chkanikov
- A.N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov St. 28, GSP-1, Moscow, Russian Federation.
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Colombo D, Albergati A, Ferrandi EE, Tessaro D, Gatti FG, Brenna E, Monti D, Parmeggiani F. Chemo‐enzymatic synthesis of enantioenriched (R)‐ and (S)‐aryloxyalkanoic herbicides. European J Org Chem 2022. [DOI: 10.1002/ejoc.202200609] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Danilo Colombo
- Politecnico di Milano Dipartimento di Chimica Materiali e Ingegneria Chimica Giulio Natta CMIC ITALY
| | | | | | - Davide Tessaro
- Politecnico di Milano Dipartimento di Chimica Materiali e Ingegneria Chimica Giulio Natta CMIC ITALY
| | - Francesco Gilberto Gatti
- Politecnico di Milano Dipartimento di Chimica Materiali e Ingegneria Chimica Giulio Natta CMIC ITALY
| | - Elisabetta Brenna
- Politecnico di Milano Dipartimento di Chimica Materiali e Ingegneria Chimica Giulio Natta CMIC ITALY
| | - Daniela Monti
- CNR: Consiglio Nazionale delle Ricerche SCITEC ITALY
| | - Fabio Parmeggiani
- Polytechnic of Milan: Politecnico di Milano Dipartimento di Chimica, Materiali e Ingegneria Chimica Via Mancinelli 7 20131 Milano ITALY
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4
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Hie B, Cho H, Berger B. Realizing private and practical pharmacological collaboration. Science 2018; 362:347-350. [PMID: 30337410 DOI: 10.1126/science.aat4807] [Citation(s) in RCA: 38] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2018] [Accepted: 08/28/2018] [Indexed: 12/22/2022]
Abstract
Although combining data from multiple entities could power life-saving breakthroughs, open sharing of pharmacological data is generally not viable because of data privacy and intellectual property concerns. To this end, we leverage modern cryptographic tools to introduce a computational protocol for securely training a predictive model of drug-target interactions (DTIs) on a pooled dataset that overcomes barriers to data sharing by provably ensuring the confidentiality of all underlying drugs, targets, and observed interactions. Our protocol runs within days on a real dataset of more than 1 million interactions and is more accurate than state-of-the-art DTI prediction methods. Using our protocol, we discover previously unidentified DTIs that we experimentally validated via targeted assays. Our work lays a foundation for more effective and cooperative biomedical research.
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Affiliation(s)
- Brian Hie
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA
| | - Hyunghoon Cho
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA
| | - Bonnie Berger
- Computer Science and Artificial Intelligence Laboratory, Massachusetts Institute of Technology (MIT), Cambridge, MA 02139, USA. .,Department of Mathematics, MIT, Cambridge, MA 02139, USA
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5
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Miyake Y, Ota SI, Shibata M, Nakajima K, Nishibayashi Y. Copper-catalyzed nucleophilic trifluoromethylation of benzylic chlorides. Org Biomol Chem 2014; 12:5594-6. [DOI: 10.1039/c4ob00957f] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The reactions of primary and secondary benzylic chlorides with trifluoromethyltrimethylsilane in the presence of a catalytic amount of copper(i) thiophene-2-carboxylate (CuTC) have been found to give the corresponding benzylic trifluoromethylated products in good to high yields.
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Affiliation(s)
- Yoshihiro Miyake
- Institute of Engineering Innovation
- School of Engineering
- The University of Tokyo
- Tokyo, Japan
| | - Shin-ichi Ota
- Institute of Engineering Innovation
- School of Engineering
- The University of Tokyo
- Tokyo, Japan
| | - Masashi Shibata
- Institute of Engineering Innovation
- School of Engineering
- The University of Tokyo
- Tokyo, Japan
| | - Kazunari Nakajima
- Institute of Engineering Innovation
- School of Engineering
- The University of Tokyo
- Tokyo, Japan
| | - Yoshiaki Nishibayashi
- Institute of Engineering Innovation
- School of Engineering
- The University of Tokyo
- Tokyo, Japan
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Nomura M, Yumoto K, Shinozaki T, Isogai S, Takano Y, Murakami K. Discovery of cyclic amine-substituted benzoic acids as PPARα agonists. Bioorg Med Chem Lett 2012; 22:334-8. [DOI: 10.1016/j.bmcl.2011.11.002] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2011] [Revised: 10/26/2011] [Accepted: 11/02/2011] [Indexed: 12/21/2022]
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7
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Mokale SN, Elgire RD, Sakle NS, Shinde DB. Microwave-Assisted Synthesis, Hypolipidemic and Hypoglycemic Activity of Some Novel 2-(4-(2-Amino-6-(4-substituted phenyl)-pyrimidin-4-yl)-phenoxy)-2-methyl Propanoic Acid Derivatives. Arch Pharm (Weinheim) 2011; 345:22-7. [DOI: 10.1002/ardp.201000229] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2010] [Revised: 09/29/2010] [Accepted: 10/08/2010] [Indexed: 11/07/2022]
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Al-Najjar BO, Wahab HA, Tengku Muhammad TS, Shu-Chien AC, Ahmad Noruddin NA, Taha MO. Discovery of new nanomolar peroxisome proliferator-activated receptor γ activators via elaborate ligand-based modeling. Eur J Med Chem 2011; 46:2513-29. [PMID: 21482446 DOI: 10.1016/j.ejmech.2011.03.040] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2011] [Revised: 03/12/2011] [Accepted: 03/16/2011] [Indexed: 11/30/2022]
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9
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Commandeur C, Florent JC, Rousselle P, Bertounesque E. Easy Access to Pyranoacridines, Pyranoxanthenes, and Arylchromenes Through a Domino Reaction. European J Org Chem 2011. [DOI: 10.1002/ejoc.201001598] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
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10
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Synthesis, hypolipidemic and hypoglycemic activity of some novel 2-(4-(2-substituted aminothiazole-4-yl) phenoxy)-2-methyl propanoic acid derivatives. Bioorg Med Chem Lett 2011; 21:682-5. [DOI: 10.1016/j.bmcl.2010.12.011] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2010] [Revised: 11/04/2010] [Accepted: 12/02/2010] [Indexed: 11/23/2022]
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Frederick K, Maurer T, Kalgutkar A, Royer L, Francone O, Winter S, Terra S, Chen D, Gao X. Pharmacokinetics, disposition and lipid-modulating activity of 5-{2-[4-(3,4-difluorophenoxy)-phenyl]-ethylsulfamoyl}-2-methyl-benzoic acid, a potent and subtype-selective peroxisome proliferator-activated receptor α agonist in preclinical species and human. Xenobiotica 2009; 39:766-81. [DOI: 10.1080/00498250903121796] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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12
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Kim E, Park CS, Han T, Bae MH, Chong W, Lee CH, Shin YA, Ahn BN, Kim MK, Shin CY, Son MH, Kim JK, Moon HS, Shim HJ, Kim EJ, Kim SH, Lim JI, Lee CH. Design, synthesis, and evaluation of novel aryl-tetrahydropyridine PPARα/γ dual agonists. Bioorg Med Chem Lett 2008; 18:4993-6. [DOI: 10.1016/j.bmcl.2008.08.020] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2008] [Revised: 08/01/2008] [Accepted: 08/08/2008] [Indexed: 10/21/2022]
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13
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Matthews JM, Chen X, Cryan E, Hlasta DJ, Rybczynski PJ, Strauss K, Tang Y, Xu JZ, Yang M, Zhou L, Demarest KT. Design and synthesis of indane-ureido-thioisobutyric acids: A novel class of PPARα agonists. Bioorg Med Chem Lett 2007; 17:6773-8. [DOI: 10.1016/j.bmcl.2007.10.041] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2007] [Revised: 10/12/2007] [Accepted: 10/12/2007] [Indexed: 11/27/2022]
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Markt P, Schuster D, Kirchmair J, Laggner C, Langer T. Pharmacophore modeling and parallel screening for PPAR ligands. J Comput Aided Mol Des 2007; 21:575-90. [PMID: 17960326 DOI: 10.1007/s10822-007-9140-0] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/19/2007] [Accepted: 10/09/2007] [Indexed: 01/08/2023]
Abstract
We describe the generation and validation of pharmacophore models for PPARs, as well as a large scale validation of the parallel screening approach by screening PPAR ligands against a large database of structure-based models. A large test set of 357 PPAR ligands was screened against 48 PPAR models to determine the best models for agonists of PPAR-alpha, PPAR-delta, and PPAR-gamma. Afterwards, a parallel screen was performed using the 357 PPAR ligands and 47 structure-based models for PPARs, which were integrated into a 1537 models comprising in-house pharmacophore database, to assess the enrichment of PPAR ligands within the PPAR hypotheses. For these purposes, we categorized the 1537 database models into 181 protein targets and developed a score that ranks the retrieved targets for each ligand. Thus, we tried to find out if the concept of parallel screening is able to predict the correct pharmacological target for a set of compounds. The PPAR target was ranked first more often than any other target. This confirms the ability of parallel screening to forecast the pharmacological active target for a set of compounds.
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Affiliation(s)
- Patrick Markt
- Department of Pharmaceutical Chemistry, Institute of Pharmacy and Center for Molecular Biosciences Innsbruck, University of Innsbruck, Innrain 52c, 6020 Innsbruck, Austria
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