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Kilbile JT, Tamboli Y, Gadekar SS, Islam I, Supuran CT, Sapkal SB. An insight into the biological activity and structure-based drug design attributes of sulfonylpiperazine derivatives. J Mol Struct 2023. [DOI: 10.1016/j.molstruc.2023.134971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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2
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Sun X, Tamura R, Sumita M, Mori K, Terayama K, Tsuda K. Integrating Incompatible Assay Data Sets with Deep Preference Learning. ACS Med Chem Lett 2022; 13:70-75. [PMID: 35047110 PMCID: PMC8762726 DOI: 10.1021/acsmedchemlett.1c00439] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2021] [Accepted: 12/27/2021] [Indexed: 11/30/2022] Open
Abstract
A large amount of bioactivity assay data is already accumulated in public databases, but the integration of these data sets for quantitative structure-activity relationship (QSAR) studies is not straightforward due to differences in experimental methods and settings. We present an efficient deep-learning-based approach called Deep Preference Data Integration (DPDI). For integrating outcome variables of different assay types, a surrogate variable is introduced, and a neural network is trained such that the total order induced by the surrogate variable is maximally consistent with given data sets. In a task of predicting efficacy of factor Xa inhibitors, DPDI successfully integrated 2959 molecules distributed in 129 assay data sets. In most of our experiments, data integration improved prediction accuracy strongly in interpolation and extrapolation tasks, indicating that DPDI is an effective tool for QSAR studies.
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Affiliation(s)
- Xiaolin Sun
- Graduate
School of Frontier Sciences, The University
of Tokyo, Kashiwa, Chiba 277-8561, Japan
| | - Ryo Tamura
- Graduate
School of Frontier Sciences, The University
of Tokyo, Kashiwa, Chiba 277-8561, Japan
- Research
and Services Division of Materials Data and Integrated System, National Institute for Materials Science, Tsukuba, Ibaraki 305-0047, Japan
- International
Center for Materials Nanoarchitectonics (WPI-MANA), National Institute for Materials Science, Tsukuba, Ibaraki 305-0047, Japan
- RIKEN
Center for Advanced Intelligence Project, Tokyo 103-0027, Japan
| | - Masato Sumita
- International
Center for Materials Nanoarchitectonics (WPI-MANA), National Institute for Materials Science, Tsukuba, Ibaraki 305-0047, Japan
- RIKEN
Center for Advanced Intelligence Project, Tokyo 103-0027, Japan
| | - Kenichi Mori
- Astellas
Pharma Inc., Tsukuba, Ibaraki 305-8585, Japan
| | - Kei Terayama
- RIKEN
Center for Advanced Intelligence Project, Tokyo 103-0027, Japan
- Graduate
School of Medical Life Science, Yokohama
City University, Yokohama 230-0045, Japan
| | - Koji Tsuda
- Graduate
School of Frontier Sciences, The University
of Tokyo, Kashiwa, Chiba 277-8561, Japan
- Research
and Services Division of Materials Data and Integrated System, National Institute for Materials Science, Tsukuba, Ibaraki 305-0047, Japan
- RIKEN
Center for Advanced Intelligence Project, Tokyo 103-0027, Japan
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3
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Lee YK, Player MR. Developments in factor Xa inhibitors for the treatment of thromboembolic disorders. Med Res Rev 2011; 31:202-83. [DOI: 10.1002/med.20183] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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4
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Pinto DJP, Smallheer JM, Cheney DL, Knabb RM, Wexler RR. Factor Xa Inhibitors: Next-Generation Antithrombotic Agents. J Med Chem 2010; 53:6243-74. [PMID: 20503967 DOI: 10.1021/jm100146h] [Citation(s) in RCA: 105] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Donald J. P. Pinto
- Research and Development, Bristol-Myers Squibb Company, P.O. Box 5400, Princeton, New Jersey, 08543
| | - Joanne M. Smallheer
- Research and Development, Bristol-Myers Squibb Company, P.O. Box 5400, Princeton, New Jersey, 08543
| | - Daniel L. Cheney
- Research and Development, Bristol-Myers Squibb Company, P.O. Box 5400, Princeton, New Jersey, 08543
| | - Robert M. Knabb
- Research and Development, Bristol-Myers Squibb Company, P.O. Box 5400, Princeton, New Jersey, 08543
| | - Ruth R. Wexler
- Research and Development, Bristol-Myers Squibb Company, P.O. Box 5400, Princeton, New Jersey, 08543
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5
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Zhang P, Huang W, Wang L, Bao L, Jia ZJ, Bauer SM, Goldman EA, Probst GD, Song Y, Su T, Fan J, Wu Y, Li W, Woolfrey J, Sinha U, Wong PW, Edwards ST, Arfsten AE, Clizbe LA, Kanter J, Pandey A, Park G, Hutchaleelaha A, Lambing JL, Hollenbach SJ, Scarborough RM, Zhu BY. Discovery of betrixaban (PRT054021), N-(5-chloropyridin-2-yl)-2-(4-(N,N-dimethylcarbamimidoyl)benzamido)-5-methoxybenzamide, a highly potent, selective, and orally efficacious factor Xa inhibitor. Bioorg Med Chem Lett 2009; 19:2179-85. [DOI: 10.1016/j.bmcl.2009.02.111] [Citation(s) in RCA: 61] [Impact Index Per Article: 4.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2009] [Revised: 02/25/2009] [Accepted: 02/26/2009] [Indexed: 10/21/2022]
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6
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Zhang P, Bao L, Fan J, Jia ZJ, Sinha U, Wong PW, Park G, Hutchaleelaha A, Scarborough RM, Zhu BY. Anthranilamide-based N,N-dialkylbenzamidines as potent and orally bioavailable factor Xa inhibitors: P4 SAR. Bioorg Med Chem Lett 2009; 19:2186-9. [DOI: 10.1016/j.bmcl.2009.02.114] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2009] [Revised: 02/25/2009] [Accepted: 02/26/2009] [Indexed: 11/29/2022]
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7
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Csomós P, Fodor L, Bernáth G, Csámpai A, Sohár P. An expeditious synthesis for γ-carboline analogue 4-aryl-1,3-thiazino[6,5-b]indole derivatives via the trifluoromethanesulfonic acid-promoted isomerization of 3-amidomethylthioindole intermediates to 2-indolyl sulfides. Tetrahedron 2009. [DOI: 10.1016/j.tet.2008.11.099] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
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8
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Shi Y, Sitkoff D, Zhang J, Han W, Hu Z, Stein PD, Wang Y, Kennedy LJ, O'Connor SP, Ahmad S, Liu ECK, Seiler SM, Lam PYS, Robl JA, Macor JE, Atwal KS, Zahler R. Amino(methyl) pyrrolidines as novel scaffolds for factor Xa inhibitors. Bioorg Med Chem Lett 2007; 17:5952-8. [PMID: 17855089 DOI: 10.1016/j.bmcl.2007.07.063] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2007] [Revised: 07/19/2007] [Accepted: 07/19/2007] [Indexed: 11/29/2022]
Abstract
The design and synthesis of a novel class of amino(methyl) pyrrolidine-based sulfonamides as potent and selective FXa inhibitors is reported. The amino(methyl) pyrrolidine scaffolds were designed based on the proposed bioisosterism to the piperazine core in known FXa inhibitors. The SAR study led to compound 15 as the most potent FXa inhibitor in this series, with an IC(50) of 5.5 nM and PT EC(2x) of 1.7 microM. The proposed binding models show that the pyrrolidine cores are in van der Waals contact with the enzyme surface, and the flexibility of amino(methyl) pyrrolidines allows the two nitrogen atoms to anchor both the P1 and P4 groups to fit similarly in the S1 and S4 pockets.
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Affiliation(s)
- Yan Shi
- Bristol-Myers Squibb Pharmaceutical Research Institute, PO Box 5400, Princeton, NJ 08543-5400, USA.
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9
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Young RJ, Brown D, Burns-Kurtis CL, Chan C, Convery MA, Hubbard JA, Kelly HA, Pateman AJ, Patikis A, Senger S, Shah GP, Toomey JR, Watson NS, Zhou P. Selective and dual action orally active inhibitors of thrombin and factor Xa. Bioorg Med Chem Lett 2007; 17:2927-30. [PMID: 17420122 DOI: 10.1016/j.bmcl.2007.03.080] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2007] [Revised: 03/23/2007] [Accepted: 03/24/2007] [Indexed: 11/15/2022]
Abstract
The synthetic entry to new classes of dual fXa/thrombin and selective thrombin inhibitors with significant oral bioavailability is described. This was achieved through minor modifications to the sulfonamide group in our potent and selective fXa inhibitor (E)-2-(5-chlorothien-2-yl)-N-{(3S)-1-[(1S)-1-methyl-2-(morpholin-4-yl)-2-oxoethyl]-2-oxopyrrolidin-3-yl}ethenesulfonamide and these observed activity changes have been rationalised using structural studies.
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Affiliation(s)
- Robert J Young
- GlaxoSmithKline, Medicines Research Centre, Gunnels Wood Road, Stevenage, Hertfordshire SG1 2NY, UK.
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N. Maiti S, Kasani A, Subedi R, Stier M, D. Holsworth D. Cardiovascular Agents: Renin Inhibitors and Factor Xa Inhibitors. HETEROCYCLES 2007. [DOI: 10.3987/rev-07-sr(u)1] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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11
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Watson NS, Brown D, Campbell M, Chan C, Chaudry L, Convery MA, Fenwick R, Hamblin JN, Haslam C, Kelly HA, King NP, Kurtis CL, Leach AR, Manchee GR, Mason AM, Mitchell C, Patel C, Patel VK, Senger S, Shah GP, Weston HE, Whitworth C, Young RJ. Design and synthesis of orally active pyrrolidin-2-one-based factor Xa inhibitors. Bioorg Med Chem Lett 2006; 16:3784-8. [PMID: 16697194 DOI: 10.1016/j.bmcl.2006.04.053] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2006] [Revised: 04/12/2006] [Accepted: 04/15/2006] [Indexed: 10/24/2022]
Abstract
A series of novel, non-basic 3-(6-chloronaphth-2-ylsulfonyl)aminopyrrolidin-2-one-based factor Xa (fXa) inhibitors, incorporating an alanylamide P4 group, was designed and synthesised. Within this series, the N-2-(morpholin-4-yl)-2-oxoethyl derivative 24 was shown to be a potent, selective fXa inhibitor with good anticoagulant activity. Moreover, 24 possessed highly encouraging rat and dog pharmacokinetic profiles with excellent oral bioavailabilities in both species.
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Affiliation(s)
- Nigel S Watson
- GlaxoSmithKline, Medicines Research Centre, Gunnels Wood Road, Stevenage, Hertfordshire SG1 2NY, UK.
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Casimiro-Garcia A, Dudley DA, Heemstra RJ, Filipski KJ, Bigge CF, Edmunds JJ. Progress in the discovery of Factor Xa inhibitors. Expert Opin Ther Pat 2006. [DOI: 10.1517/13543776.16.2.119] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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13
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Scarborough RM, Pandey A, Zhang X. Small Molecule Anticoagulant/Antithrombotic Agents. ANNUAL REPORTS IN MEDICINAL CHEMISTRY VOLUME 40 2005. [DOI: 10.1016/s0065-7743(05)40006-8] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
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14
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Haginoya N, Kobayashi S, Komoriya S, Yoshino T, Nagata T, Hirokawa Y, Nagahara T. Design, synthesis, and biological activity of non-amidine factor Xa inhibitors containing pyridine N-oxide and 2-carbamoylthiazole units. Bioorg Med Chem 2004; 12:5579-86. [PMID: 15465335 DOI: 10.1016/j.bmc.2004.08.001] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/04/2004] [Revised: 08/03/2004] [Accepted: 08/03/2004] [Indexed: 11/15/2022]
Abstract
Based on the both of results for X-ray studies of tetrahydrothiazolopyridine derivative 1c and FXV673, we synthesized a series of thiazol-5-ylpyridine derivatives containing pyridine N-oxide and 2-carbamoylthiazole units to optimize the S4 binding element. N-Oxidation of thiazol-5-ylpyridine increased the anti-fXa activity more than 10-fold independent on the position of N-oxide. The 4-pyridine N-oxide derivatives 3a and 3d excelled over the tetrahydrothiazolopyridine 1b in potency. 2-Methylpyridine N-oxide 3d exhibited 49-fold selectivity over thrombin. Our modeling study proposed a binding mode that the pyridine N-oxide ring of 3a stuck into the "cation hole" , and the oxide anion of 3a occupied in the almost same space to that of FXV673. From observations of the SAR and modeling studies, we suggested the possibilities that the formation of hydrogen bond with the oxide anion in the "cation hole" and the affinity of cationic pyridine ring to S4 subsite were responsible for increase in anti-fXa activity.
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Affiliation(s)
- Noriyasu Haginoya
- Medicinal Chemistry Research Laboratory, Daiichi Pharmaceutical Co. Ltd, 1-16-13, Kita-Kasai, Edogawa-ku, Tokyo 134-8630, Japan
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