1
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Tan L, Hirte S, Palmacci V, Stork C, Kirchmair J. Tackling assay interference associated with small molecules. Nat Rev Chem 2024; 8:319-339. [PMID: 38622244 DOI: 10.1038/s41570-024-00593-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/29/2024] [Indexed: 04/17/2024]
Abstract
Biochemical and cell-based assays are essential to discovering and optimizing efficacious and safe drugs, agrochemicals and cosmetics. However, false assay readouts stemming from colloidal aggregation, chemical reactivity, chelation, light signal attenuation and emission, membrane disruption, and other interference mechanisms remain a considerable challenge in screening synthetic compounds and natural products. To address assay interference, a range of powerful experimental approaches are available and in silico methods are now gaining traction. This Review begins with an overview of the scope and limitations of experimental approaches for tackling assay interference. It then focuses on theoretical methods, discusses strategies for their integration with experimental approaches, and provides recommendations for best practices. The Review closes with a summary of the critical facts and an outlook on potential future developments.
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Affiliation(s)
- Lu Tan
- Drug Discovery Sciences, Boehringer Ingelheim RCV GmbH & Co KG, Vienna, Austria
| | - Steffen Hirte
- Department of Pharmaceutical Sciences, Division of Pharmaceutical Chemistry, Faculty of Life Sciences, University of Vienna, Vienna, Austria
- Vienna Doctoral School of Pharmaceutical, Nutritional and Sport Sciences (PhaNuSpo), University of Vienna, Vienna, Austria
| | - Vincenzo Palmacci
- Department of Pharmaceutical Sciences, Division of Pharmaceutical Chemistry, Faculty of Life Sciences, University of Vienna, Vienna, Austria
- Vienna Doctoral School of Pharmaceutical, Nutritional and Sport Sciences (PhaNuSpo), University of Vienna, Vienna, Austria
| | - Conrad Stork
- Department of Informatics, Center for Bioinformatics, Faculty of Mathematics, Informatics and Natural Sciences, Universität Hamburg, Hamburg, Germany
- BASF SE, Ludwigshafen am Rhein, Germany
| | - Johannes Kirchmair
- Department of Pharmaceutical Sciences, Division of Pharmaceutical Chemistry, Faculty of Life Sciences, University of Vienna, Vienna, Austria.
- Christian Doppler Laboratory for Molecular Informatics in the Biosciences, Department for Pharmaceutical Sciences, University of Vienna, Vienna, Austria.
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2
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Zang J, Peters F, Cambet Y, Cifuentes-Pagano E, Hissabu MMS, Dustin CM, Svensson LH, Olesen MM, Poulsen MFL, Jacobsen S, Tuelung PS, Narayanan D, Langkilde AE, Gajhede M, Pagano PJ, Jaquet V, Vilhardt F, Bach A. Targeting NOX2 with Bivalent Small-Molecule p47phox-p22phox Inhibitors. J Med Chem 2023; 66:14963-15005. [PMID: 37857466 DOI: 10.1021/acs.jmedchem.3c01548] [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] [Indexed: 10/21/2023]
Abstract
Nicotinamide adenine dinucleotide phosphate oxidase isoform 2 (NOX2) is an enzymatic complex whose function is the regulated generation of reactive oxygen species (ROS). NOX2 activity is central to redox signaling events and antibacterial response, but excessive ROS production by NOX2 leads to oxidative stress and inflammation in a range of diseases. The protein-protein interaction between the NOX2 subunits p47phox and p22phox is essential for NOX2 activation, thus p47phox is a potential drug target. Previously, we identified 2-aminoquinoline as a fragment hit toward p47phoxSH3A-B and converted it to a bivalent small-molecule p47phox-p22phox inhibitor (Ki = 20 μM). Here, we systematically optimized the bivalent compounds by exploring linker types and positioning as well as substituents on the 2-aminoquinoline part and characterized the bivalent binding mode with biophysical methods. We identified several compounds with submicromolar binding affinities and cellular activity and thereby demonstrated that p47phox can be targeted by potent small molecules.
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Affiliation(s)
- Jie Zang
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Felix Peters
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Yves Cambet
- READS unit, Centre Médical Universitaire, University of Geneva, Geneva CH-1211, Switzerland
| | - Eugenia Cifuentes-Pagano
- Pittsburgh Heart, Lung, Blood and Vascular Medicine Institute, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
- Department of Pharmacology and ChemicalBiology, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
| | - Munira Mohamed Shishay Hissabu
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Christopher M Dustin
- Pittsburgh Heart, Lung, Blood and Vascular Medicine Institute, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
- Department of Pharmacology and ChemicalBiology, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
| | - Lars Henrik Svensson
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Martin Mariboe Olesen
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Mathias Feldt Lomholt Poulsen
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Stig Jacobsen
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Pernille Sønderby Tuelung
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Dilip Narayanan
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Annette Eva Langkilde
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Michael Gajhede
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
| | - Patrick J Pagano
- Pittsburgh Heart, Lung, Blood and Vascular Medicine Institute, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
- Department of Pharmacology and ChemicalBiology, University of Pittsburgh, Pittsburgh, Pennsylvania 15261, United States
| | - Vincent Jaquet
- READS unit, Centre Médical Universitaire, University of Geneva, Geneva CH-1211, Switzerland
- Department of Pathology and Immunology, Centre Médical Universitaire, University of Geneva, Geneva CH-1211, Switzerland
| | - Frederik Vilhardt
- Institute of Cellular and Molecular Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Blegdamsvej 3, DK-2200 Copenhagen, Denmark
| | - Anders Bach
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences, University of Copenhagen, Universitetsparken 2, DK-2100 Copenhagen, Denmark
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3
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Ayon NJ. High-Throughput Screening of Natural Product and Synthetic Molecule Libraries for Antibacterial Drug Discovery. Metabolites 2023; 13:625. [PMID: 37233666 PMCID: PMC10220967 DOI: 10.3390/metabo13050625] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2023] [Revised: 04/29/2023] [Accepted: 05/01/2023] [Indexed: 05/27/2023] Open
Abstract
Due to the continued emergence of resistance and a lack of new and promising antibiotics, bacterial infection has become a major public threat. High-throughput screening (HTS) allows rapid screening of a large collection of molecules for bioactivity testing and holds promise in antibacterial drug discovery. More than 50% of the antibiotics that are currently available on the market are derived from natural products. However, with the easily discoverable antibiotics being found, finding new antibiotics from natural sources has seen limited success. Finding new natural sources for antibacterial activity testing has also proven to be challenging. In addition to exploring new sources of natural products and synthetic biology, omics technology helped to study the biosynthetic machinery of existing natural sources enabling the construction of unnatural synthesizers of bioactive molecules and the identification of molecular targets of antibacterial agents. On the other hand, newer and smarter strategies have been continuously pursued to screen synthetic molecule libraries for new antibiotics and new druggable targets. Biomimetic conditions are explored to mimic the real infection model to better study the ligand-target interaction to enable the designing of more effective antibacterial drugs. This narrative review describes various traditional and contemporaneous approaches of high-throughput screening of natural products and synthetic molecule libraries for antibacterial drug discovery. It further discusses critical factors for HTS assay design, makes a general recommendation, and discusses possible alternatives to traditional HTS of natural products and synthetic molecule libraries for antibacterial drug discovery.
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Affiliation(s)
- Navid J Ayon
- Chemistry of Life Processes Institute, Northwestern University, Evanston, IL 60208, USA
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4
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Dahlin JL, Hua BK, Zucconi BE, Nelson SD, Singh S, Carpenter AE, Shrimp JH, Lima-Fernandes E, Wawer MJ, Chung LPW, Agrawal A, O'Reilly M, Barsyte-Lovejoy D, Szewczyk M, Li F, Lak P, Cuellar M, Cole PA, Meier JL, Thomas T, Baell JB, Brown PJ, Walters MA, Clemons PA, Schreiber SL, Wagner BK. Reference compounds for characterizing cellular injury in high-content cellular morphology assays. Nat Commun 2023; 14:1364. [PMID: 36914634 PMCID: PMC10011410 DOI: 10.1038/s41467-023-36829-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 02/20/2023] [Indexed: 03/16/2023] Open
Abstract
Robust, generalizable approaches to identify compounds efficiently with undesirable mechanisms of action in complex cellular assays remain elusive. Such a process would be useful for hit triage during high-throughput screening and, ultimately, predictive toxicology during drug development. Here we generate cell painting and cellular health profiles for 218 prototypical cytotoxic and nuisance compounds in U-2 OS cells in a concentration-response format. A diversity of compounds that cause cellular damage produces bioactive cell painting morphologies, including cytoskeletal poisons, genotoxins, nonspecific electrophiles, and redox-active compounds. Further, we show that lower quality lysine acetyltransferase inhibitors and nonspecific electrophiles can be distinguished from more selective counterparts. We propose that the purposeful inclusion of cytotoxic and nuisance reference compounds such as those profiled in this resource will help with assay optimization and compound prioritization in complex cellular assays like cell painting.
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Grants
- R35 GM127045 NIGMS NIH HHS
- U01 CA272612 NCI NIH HHS
- T32 HL007627 NHLBI NIH HHS
- R37 GM062437 NIGMS NIH HHS
- S10 OD026839 NIH HHS
- R35 GM122481 NIGMS NIH HHS
- U01 DK123717 NIDDK NIH HHS
- Wellcome Trust
- R35 GM122547 NIGMS NIH HHS
- U01 CA217848 NCI NIH HHS
- K99 GM124357 NIGMS NIH HHS
- R35 GM149229 NIGMS NIH HHS
- This study was supported by the Ono Pharma Breakthrough Science Initiative Award (to BKW). Authors acknowledge the following financial support: JLD (NIH NHLBI, T32-HL007627); BKH (National Science Foundation, DGE1144152 and DGE1745303); BEZ (NIH NIGMS, K99-GM124357); SDN (Harvard University’s Graduate Prize Fellowship, Eli Lilly Graduate Fellowship in Chemistry); PA Cole (NIH NIGMS, R37-GM62437); SLS (NIGMS, R35-GM127045); BKW (Ono Pharma Foundation; NIH NIDDK, U01-DK123717); SS (NIH NIGMS, R35-GM122547). The authors gratefully acknowledge the use of the Opera Phenix High-Content/High-Throughput imaging system at the Broad Institute, funded by the NIH S10 grant OD026839. This research was supported in part by the Intramural/Extramural research program of the NCATS, NIH.
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Affiliation(s)
- Jayme L Dahlin
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, USA.
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA.
| | - Bruce K Hua
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Beth E Zucconi
- Division of Genetics, Departments of Medicine and Biological Chemistry and Molecular Pharmacology, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, USA
| | | | | | | | - Jonathan H Shrimp
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | | | - Mathias J Wawer
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Lawrence P W Chung
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Ayushi Agrawal
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | | | | | - Magdalena Szewczyk
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Fengling Li
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Parnian Lak
- Department of Pharmaceutical Chemistry and Quantitative Biology Institute, University of California San Francisco, San Francisco, CA, USA
| | - Matthew Cuellar
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Philip A Cole
- Division of Genetics, Departments of Medicine and Biological Chemistry and Molecular Pharmacology, Harvard Medical School and Brigham and Women's Hospital, Boston, MA, USA
| | - Jordan L Meier
- Chemical Biology Laboratory, Center for Cancer Research, National Cancer Institute, National Institutes of Health, Frederick, MD, USA
| | - Tim Thomas
- Department of Medical Biology, University of Melbourne, Parkville, VIC, Australia
| | - Jonathan B Baell
- Medicinal Chemistry Theme, Monash Institute of Pharmaceutical Sciences, Monash University, Parkville, VIC, Australia
| | - Peter J Brown
- Structural Genomics Consortium, University of Toronto, Toronto, ON, Canada
| | - Michael A Walters
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Paul A Clemons
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Stuart L Schreiber
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Bridget K Wagner
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA.
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5
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Antidiabetic Potential of Novel 1,3,5-Trisubstituted-2-Thioxoimidazloidin-4-One Analogues: Insights into α-Glucosidase, α-Amylase, and Antioxidant Activities. Pharmaceuticals (Basel) 2022; 15:ph15121576. [PMID: 36559028 PMCID: PMC9785777 DOI: 10.3390/ph15121576] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2022] [Revised: 12/10/2022] [Accepted: 12/12/2022] [Indexed: 12/23/2022] Open
Abstract
As the ninth leading cause of death globally, diabetes mellitus (DM) is considered to be the worst chronic metabolic disease requiring an enormous need for healthcare with over 578 million expected cases by 2023. Several recent findings have demonstrated that mediating the activity of carbohydrate-hydrolyzing enzymes, including α-amylase and α-glucosidase, could be a potential strategy for managing the development of DM. In the presented study, a novel set of 1,3,5-trisubstituted-2-thioxoimidazolidin-4-ones was designed, synthesized, and characterized. The antidiabetic activity of the synthesized compounds was explored by assessing their inhibitory activity toward α-amylase and α-glucosidase enzymes. The results demonstrated that this class of compounds exhibits considerable inhibitory activity toward both α-amylase and α-glucosidase enzymes. Among the synthesized compounds, compound 5a demonstrated the most inhibitory activity with IC50 of 5.08 and µg/mL and 0.21 µg/mL toward α-glucosidase and α-amylase activities, respectively, as compared to the drug Acarbose (IC50 = 5.76 µg/mL and 0.39 µg/mL, respectively). To gain insights into the antidiabetic potential of compound 5a, we assessed the cytotoxic and antioxidant activities. Our findings indicated that compound 5a displays considerable cytotoxicity toward WI-38 cells with an IC50 of 88.54 µg/mL, as compared to the drug Celecoxib (IC50 = 93.05 µg/mL). Further, compound 5a exhibited a high scavenging activity toward 2,2-Diphenyl1-picrylhydrazyl (DPPH) free radicals (IC50 = 51.75 µg/mL) and showed a low potential to produce ROS as indicated by the monitoring of the generated H2O2 (132.4 pg/mL), as compared to Trolox (IC50 = 58.09 µg/mL) and Celecoxib (171.6 pg/mL). Finally, we performed extensive molecular modeling studies to affirm the binding affinity of this class of compounds to the binding pocket of α-amylase and α-glucosidase enzymes. Collectively, our findings indicate that this class of compounds, particularly compound 5a, could be utilized as a lead structure for the development of novel compounds with potential antidiabetic and antioxidant activities.
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6
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Proj M, Hrast M, Knez D, Bozovičar K, Grabrijan K, Meden A, Gobec S, Frlan R. Fragment-Sized Thiazoles in Fragment-Based Drug Discovery Campaigns: Friend or Foe? ACS Med Chem Lett 2022; 13:1905-1910. [DOI: 10.1021/acsmedchemlett.2c00429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/23/2022] [Accepted: 10/28/2022] [Indexed: 11/06/2022] Open
Affiliation(s)
- Matic Proj
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
| | - Martina Hrast
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
| | - Damijan Knez
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
| | - Krištof Bozovičar
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
| | - Katarina Grabrijan
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
| | - Anže Meden
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
| | - Stanislav Gobec
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
| | - Rok Frlan
- Faculty of Pharmacy, University of Ljubljana, Askerceva 7, Ljubljana 1000, Slovenia
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7
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The optimization of photoinitiation system for holography by receiving the protection from dithiothreitol. Eur Polym J 2022. [DOI: 10.1016/j.eurpolymj.2022.111733] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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8
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Clausse V, Fang Y, Tao D, Tagad HD, Sun H, Wang Y, Karavadhi S, Lane K, Shi ZD, Vasalatiy O, LeClair CA, Eells R, Shen M, Patnaik S, Appella E, Coussens NP, Hall MD, Appella DH. Discovery of Novel Small-Molecule Scaffolds for the Inhibition and Activation of WIP1 Phosphatase from a RapidFire Mass Spectrometry High-Throughput Screen. ACS Pharmacol Transl Sci 2022; 5:993-1006. [PMID: 36268125 PMCID: PMC9578142 DOI: 10.1021/acsptsci.2c00147] [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: 07/18/2022] [Indexed: 11/28/2022]
Abstract
Wild-type P53-induced phosphatase 1 (WIP1), also known as PPM1D or PP2Cδ, is a serine/threonine protein phosphatase induced by P53 after genotoxic stress. WIP1 inhibition has been proposed as a therapeutic strategy for P53 wild-type cancers in which it is overexpressed, but this approach would be ineffective in P53-negative cancers. Furthermore, there are several cancers with mutated P53 where WIP1 acts as a tumor suppressor. Therefore, activating WIP1 phosphatase might also be a therapeutic strategy, depending on the P53 status. To date, no specific, potent WIP1 inhibitors with appropriate pharmacokinetic properties have been reported, nor have WIP1-specific activators. Here, we report the discovery of new WIP1 modulators from a high-throughput screen (HTS) using previously described orthogonal biochemical assays suitable for identifying both inhibitors and activators. The primary HTS was performed against a library of 102 277 compounds at a single concentration using a RapidFire mass spectrometry assay. Hits were further evaluated over a range of 11 concentrations with both the RapidFire MS assay and an orthogonal fluorescence-based assay. Further biophysical, biochemical, and cell-based studies of confirmed hits revealed a WIP1 activator and two inhibitors, one competitive and one uncompetitive. These new scaffolds are prime candidates for optimization which might enable inhibitors with improved pharmacokinetics and a first-in-class WIP1 activator.
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Affiliation(s)
- Victor Clausse
- Synthetic
Bioactive Molecules Section, Laboratory of Bioorganic Chemistry, NIDDK, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Yuhong Fang
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Dingyin Tao
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Harichandra D. Tagad
- Laboratory
of Cell Biology, Center for Cancer Research, NCI, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Hongmao Sun
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Yuhong Wang
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Surendra Karavadhi
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Kelly Lane
- Chemistry
and Synthesis Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Zhen-Dan Shi
- Chemistry
and Synthesis Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Olga Vasalatiy
- Chemistry
and Synthesis Center, National Heart, Lung, and Blood Institute, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Christopher A. LeClair
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Rebecca Eells
- Reaction
Biology Corporation, 1 Great Valley Parkway, Suite 2, Malvern, Pennsylvania 19355, United States
| | - Min Shen
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Samarjit Patnaik
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Ettore Appella
- Laboratory
of Cell Biology, Center for Cancer Research, NCI, National Institutes of Health, Bethesda, Maryland 20892, United States
| | - Nathan P. Coussens
- Molecular
Pharmacology Laboratories, Applied and Developmental Research Directorate, Frederick National Laboratory for Cancer Research, Frederick, Maryland 21702, United States
| | - Matthew D. Hall
- National
Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850, United States
| | - Daniel H. Appella
- Synthetic
Bioactive Molecules Section, Laboratory of Bioorganic Chemistry, NIDDK, National Institutes of Health, Bethesda, Maryland 20892, United States
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9
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Moore R, Molyneux C, Sinclair I, Holdgate GA, Walsh J. Utilising acoustic mist ionisation mass spectrometry to identify redox cycling compounds in high throughput screening outputs. SLAS DISCOVERY : ADVANCING LIFE SCIENCES R & D 2022; 27:369-374. [PMID: 35753605 DOI: 10.1016/j.slasd.2022.06.002] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/04/2022] [Revised: 06/11/2022] [Accepted: 06/15/2022] [Indexed: 06/15/2023]
Abstract
Rapid triage of compounds acting via undesired mechanisms is a crucial stage in a high-throughput screening (HTS) cascade to ensure time and resource is efficiently assigned to the most propitious hits. Redox cycling compounds (RCCs) produce reactive oxygen species, such as hydrogen peroxide, which can impair protein function and appear as hits against liable targets. Direct measurement of tris(2-carboxyethyl)phosphine (TCEP) oxidation has been demonstrated as a sensitive and accurate measure of redox cycling [1]. However, the current nuclear magnetic resonance (NMR) based detection method is not compatible with the throughput required for triage of a HTS campaign. Here we employ Acoustic Mist Ionisation Mass Spectrometry (AMI-MS) [2] to rapidly measure oxidation of TCEP and accurately identify redox cyclers in a high throughput manner.
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Affiliation(s)
- Rachel Moore
- High Throughput Screening, Hit Discovery, Discovery Sciences, R&D Biopharmaceuticals, AstraZeneca, Alderley Park, UK.
| | - Corinne Molyneux
- High Throughput Screening, Hit Discovery, Discovery Sciences, R&D Biopharmaceuticals, AstraZeneca, Alderley Park, UK
| | - Ian Sinclair
- Sample management, Discovery Sciences, R&D Biopharmaceuticals, AstraZeneca, Alderley Park, UK
| | - Geoffrey A Holdgate
- High Throughput Screening, Hit Discovery, Discovery Sciences, R&D Biopharmaceuticals, AstraZeneca, Alderley Park, UK
| | - Jarrod Walsh
- High Throughput Screening, Hit Discovery, Discovery Sciences, R&D Biopharmaceuticals, AstraZeneca, Alderley Park, UK
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10
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Discovery, enantioselective synthesis of myrtucommulone E analogues as tyrosyl-DNA phosphodiesterase 2 inhibitors and their biological activities. Eur J Med Chem 2022; 238:114445. [DOI: 10.1016/j.ejmech.2022.114445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 04/26/2022] [Accepted: 05/05/2022] [Indexed: 11/20/2022]
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11
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Dunsmore L, Navo CD, Becher J, de Montes EG, Guerreiro A, Hoyt E, Brown L, Zelenay V, Mikutis S, Cooper J, Barbieri I, Lawrinowitz S, Siouve E, Martin E, Ruivo PR, Rodrigues T, da Cruz FP, Werz O, Vassiliou G, Ravn P, Jiménez-Osés G, Bernardes GJL. Controlled masking and targeted release of redox-cycling ortho-quinones via a C-C bond-cleaving 1,6-elimination. Nat Chem 2022; 14:754-765. [PMID: 35764792 PMCID: PMC9252919 DOI: 10.1038/s41557-022-00964-7] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 05/03/2022] [Indexed: 12/15/2022]
Abstract
Natural products that contain ortho-quinones show great potential as anticancer agents but have been largely discarded from clinical development because their redox-cycling behaviour results in general systemic toxicity. Here we report conjugation of ortho-quinones to a carrier, which simultaneously masks their underlying redox activity. C-benzylation at a quinone carbonyl forms a redox-inactive benzyl ketol. Upon a specific enzymatic trigger, an acid-promoted, self-immolative C-C bond-cleaving 1,6-elimination mechanism releases the redox-active hydroquinone inside cells. By using a 5-lipoxygenase modulator, β-lapachone, we created cathepsin-B-cleavable quinone prodrugs. We applied the strategy for intracellular release of β-lapachone upon antibody-mediated delivery. Conjugation of protected β-lapachone to Gem-IgG1 antibodies, which contain the variable region of gemtuzumab, results in homogeneous, systemically non-toxic and conditionally stable CD33+-specific antibody-drug conjugates with in vivo efficacy against a xenograft murine model of acute myeloid leukaemia. This protection strategy could allow the use of previously overlooked natural products as anticancer agents, thus extending the range of drugs available for next-generation targeted therapeutics.
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Affiliation(s)
- Lavinia Dunsmore
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Claudio D Navo
- Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance (BRTA), Derio-Bizkaia, Spain
| | - Julie Becher
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | | | - Ana Guerreiro
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina da Universidade de Lisboa, Lisbon, Portugal
| | - Emily Hoyt
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Libby Brown
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
- Biologics Engineering, R&D, AstraZeneca, Cambridge, UK
| | | | - Sigitas Mikutis
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Jonathan Cooper
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Haematology, University of Cambridge, Cambridge, UK
| | - Isaia Barbieri
- Division of Cellular and Molecular Pathology, Department of Pathology, University of Cambridge, Cambridge, UK
| | - Stefanie Lawrinowitz
- Department of Pharmaceutical/Medicinal Chemistry, Institute of Pharmacy, Friedrich Schiller University Jena, Jena, Germany
| | - Elise Siouve
- Biologics Engineering, R&D, AstraZeneca, Cambridge, UK
- Department of Chemical Engineering and Biotechnology, University of Cambridge, Cambridge, UK
| | - Esther Martin
- Biologics Engineering, R&D, AstraZeneca, Cambridge, UK
| | - Pedro R Ruivo
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina da Universidade de Lisboa, Lisbon, Portugal
| | - Tiago Rodrigues
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina da Universidade de Lisboa, Lisbon, Portugal
| | - Filipa P da Cruz
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK
| | - Oliver Werz
- Department of Pharmaceutical/Medicinal Chemistry, Institute of Pharmacy, Friedrich Schiller University Jena, Jena, Germany
| | - George Vassiliou
- Wellcome-MRC Cambridge Stem Cell Institute, Department of Haematology, University of Cambridge, Cambridge, UK
| | - Peter Ravn
- Biologics Engineering, R&D, AstraZeneca, Cambridge, UK
- Department of Biotherapeutic Discovery, H. Lundbeck A/S, Valby, Denmark
| | - Gonzalo Jiménez-Osés
- Center for Cooperative Research in Biosciences (CIC bioGUNE), Basque Research and Technology Alliance (BRTA), Derio-Bizkaia, Spain.
- Ikerbasque, Basque Foundation for Science, Bilbao, Spain.
| | - Gonçalo J L Bernardes
- Yusuf Hamied Department of Chemistry, University of Cambridge, Cambridge, UK.
- Instituto de Medicina Molecular João Lobo Antunes, Faculdade de Medicina da Universidade de Lisboa, Lisbon, Portugal.
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12
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McCoy MA, Spicer D, Wells N, Hoogewijs K, Fiedler M, Baud MGJ. Biophysical Survey of Small-Molecule β-Catenin Inhibitors: A Cautionary Tale. J Med Chem 2022; 65:7246-7261. [PMID: 35581674 PMCID: PMC9150122 DOI: 10.1021/acs.jmedchem.2c00228] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
![]()
The canonical Wingless-related
integration site signaling pathway
plays a critical role in human physiology, and its dysregulation can
lead to an array of diseases. β-Catenin is a multifunctional
protein within this pathway and an attractive yet challenging therapeutic
target, most notably in oncology. This has stimulated the search for
potent small-molecule inhibitors binding directly to the β-catenin
surface to inhibit its protein–protein interactions and downstream
signaling. Here, we provide an account of the claimed (and some putative)
small-molecule ligands of β-catenin from the literature. Through
in silico analysis, we show that most of these molecules contain promiscuous
chemical substructures notorious for interfering with screening assays.
Finally, and in line with this analysis, we demonstrate using orthogonal
biophysical techniques that none of the examined small molecules bind
at the surface of β-catenin. While shedding doubts on their
reported mode of action, this study also reaffirms β-catenin
as a prominent target in drug discovery.
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Affiliation(s)
- Michael A McCoy
- School of Chemistry, University of Southampton, Southampton SO17 1BJ, U.K
| | - Dominique Spicer
- School of Chemistry, University of Southampton, Southampton SO17 1BJ, U.K
| | - Neil Wells
- School of Chemistry, University of Southampton, Southampton SO17 1BJ, U.K
| | - Kurt Hoogewijs
- National University of Ireland, University Road, Galway H91 TK33, Ireland
| | - Marc Fiedler
- Medical Research Council, Laboratory of Molecular Biology, Francis Crick Avenue, Cambridge CB2 0QH, U.K
| | - Matthias G J Baud
- School of Chemistry, University of Southampton, Southampton SO17 1BJ, U.K
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13
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Proj M, Knez D, Sosič I, Gobec S. Redox active or thiol reactive? Optimization of rapid screens to identify less evident nuisance compounds. Drug Discov Today 2022; 27:1733-1742. [PMID: 35301150 DOI: 10.1016/j.drudis.2022.03.008] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 02/03/2022] [Accepted: 03/11/2022] [Indexed: 01/01/2023]
Abstract
Compounds that exhibit assay interference or undesirable mechanisms of bioactivity are routinely encountered in assays at various stages of drug discovery. We observed that assays for the investigation of thiol-reactive and redox-active compounds have not been collected in a comprehensive review. Here, we review these assays and subject them to experimental optimization to improve their reliability. We demonstrate the usefulness of our assay cascade by assaying a library of bioactive compounds, chemical probes, and a set of approved drugs. These high-throughput assays should complement the array of wet-lab and in silico assays during the initial stages of hit discovery campaigns to pursue only hit compounds with tractable mechanisms of action. Teaser: We provide an overview of assays to detect redox active and thiol reactive compounds and the robust protocols for identification of nuisance compounds during early stages of drug discovery programs.
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Affiliation(s)
- Matic Proj
- University of Ljubljana, Faculty of Pharmacy, Department of Pharmaceutical Chemistry, Askerceva 7, SI-1000 Ljubljana, Slovenia
| | - Damijan Knez
- University of Ljubljana, Faculty of Pharmacy, Department of Pharmaceutical Chemistry, Askerceva 7, SI-1000 Ljubljana, Slovenia
| | - Izidor Sosič
- University of Ljubljana, Faculty of Pharmacy, Department of Pharmaceutical Chemistry, Askerceva 7, SI-1000 Ljubljana, Slovenia.
| | - Stanislav Gobec
- University of Ljubljana, Faculty of Pharmacy, Department of Pharmaceutical Chemistry, Askerceva 7, SI-1000 Ljubljana, Slovenia.
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14
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Janssen GV, Zhang S, Merkx R, Schiesswohl C, Chatterjee C, Darwin KH, Geurink PP, van der Heden van Noort GJ, Ovaa H. Development of Tyrphostin Analogues to Study Inhibition of the Mycobacterium tuberculosis Pup Proteasome System*. Chembiochem 2021; 22:3082-3089. [PMID: 34387015 PMCID: PMC8596589 DOI: 10.1002/cbic.202100333] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 08/12/2021] [Indexed: 11/29/2022]
Abstract
Tuberculosis is a global health problem caused by infection with the Mycobacterium tuberculosis (Mtb) bacteria. Although antibiotic treatment has dramatically reduced the impact of tuberculosis on the population, the existence and spreading of drug resistant strains urgently demands the development of new drugs that target Mtb in a different manner than currently used antibiotics. The prokaryotic ubiquitin-like protein (Pup) proteasome system is an attractive target for new drug development as it is unique to Mtb and related bacterial genera. Using a Pup-based fluorogenic substrate, we screened for inhibitors of Dop, the Mtb depupylating protease, and identified I-OMe-Tyrphostin AG538 (1) and Tyrphostin AG538 (2). The hits were validated and determined to be fast-reversible, non-ATP competitive inhibitors. We synthesized >25 analogs of 1 and 2 and show that several of the synthesized compounds also inhibit the depupylation actions of Dop on native substrate, FabD-Pup. Importantly, the pupylation activity of PafA, the sole Pup ligase in Mtb, was also inhibited by some of these compounds.
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Affiliation(s)
- Guido V. Janssen
- Oncode Institute and Department of Cell and Chemical BiologyLeiden University Medical CenterEinthovenweg 202333 ZCLeidenThe Netherlands
- Division of Cell BiologyNetherlands Cancer InstitutePlesmanlaan 1211066 CXAmsterdamThe Netherlands
| | - Susan Zhang
- Department of MicrobiologyNew York University School of Medicine430 E. 29th StreetNew YorkNew York 10016USA
| | - Remco Merkx
- Division of Cell BiologyNetherlands Cancer InstitutePlesmanlaan 1211066 CXAmsterdamThe Netherlands
| | | | - Champak Chatterjee
- Department of ChemistryUniversity of WashingtonSeattleWashington 98195USA
| | - K. Heran Darwin
- Department of MicrobiologyNew York University School of Medicine430 E. 29th StreetNew YorkNew York 10016USA
| | - Paul P. Geurink
- Oncode Institute and Department of Cell and Chemical BiologyLeiden University Medical CenterEinthovenweg 202333 ZCLeidenThe Netherlands
- Division of Cell BiologyNetherlands Cancer InstitutePlesmanlaan 1211066 CXAmsterdamThe Netherlands
| | - Gerbrand J. van der Heden van Noort
- Oncode Institute and Department of Cell and Chemical BiologyLeiden University Medical CenterEinthovenweg 202333 ZCLeidenThe Netherlands
- Division of Cell BiologyNetherlands Cancer InstitutePlesmanlaan 1211066 CXAmsterdamThe Netherlands
| | - Huib Ovaa
- Oncode Institute and Department of Cell and Chemical BiologyLeiden University Medical CenterEinthovenweg 202333 ZCLeidenThe Netherlands
- Division of Cell BiologyNetherlands Cancer InstitutePlesmanlaan 1211066 CXAmsterdamThe Netherlands
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15
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Sun J, Zhong H, Wang K, Li N, Chen L. Gains from no real PAINS: Where 'Fair Trial Strategy' stands in the development of multi-target ligands. Acta Pharm Sin B 2021; 11:3417-3432. [PMID: 34900527 PMCID: PMC8642439 DOI: 10.1016/j.apsb.2021.02.023] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2020] [Revised: 02/15/2021] [Accepted: 02/25/2021] [Indexed: 12/26/2022] Open
Abstract
Compounds that selectively modulate multiple targets can provide clinical benefits and are an alternative to traditional highly selective agents for unique targets. High-throughput screening (HTS) for multitarget-directed ligands (MTDLs) using approved drugs, and fragment-based drug design has become a regular strategy to achieve an ideal multitarget combination. However, the unexpected presence of pan-assay interference compounds (PAINS) suspects in the development of MTDLs frequently results in nonspecific interactions or other undesirable effects leading to artefacts or false-positive data of biological assays. Publicly available filters can help to identify PAINS suspects; however, these filters cannot comprehensively conclude whether these suspects are "bad" or innocent. Additionally, these in silico approaches may inappropriately label a ligand as PAINS. More than 80% of the initial hits can be identified as PAINS by the filters if appropriate biochemical tests are not used resulting in false positive data that are unacceptable for medicinal chemists in manuscript peer review and future studies. Therefore, extensive offline experiments should be used after online filtering to discriminate "bad" PAINS and avoid incorrect evaluation of good scaffolds. We suggest that the use of "Fair Trial Strategy" to identify interesting molecules in PAINS suspects to provide certain structure‒function insight in MTDL development.
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Key Words
- AD, Alzheimer disease
- ALARM NMR, a La assay to detect reactive molecules by nuclear magnetic resonance
- Biochemical experiment
- CADD, computer-aided drug design technology
- CoA, coenzyme A
- EGFR, epidermal growth factor receptor
- Fair trial strategy
- GSH, glutathione
- HER2, human epidermal growth factor receptor 2
- HTS, high-throughput screening
- In silico filtering
- LC−MS, liquid chromatography−mass spectrometry
- MTDLs, multitarget-directed ligands
- Multitarget-directed ligands
- PAINS suspects
- PAINS, pan-assay interference compounds
- QSAR, quantitative structure–activity relationship
- ROS, radicals and oxygen reactive species
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Affiliation(s)
- Jianbo Sun
- State Key Laboratory of Natural Medicines, Department of Natural Medicinal Chemistry, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Hui Zhong
- Department of Pharmacology of Traditional Chinese Medicine, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Kun Wang
- State Key Laboratory of Natural Medicines, Department of Natural Medicinal Chemistry, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Na Li
- State Key Laboratory of Natural Medicines, Department of Natural Medicinal Chemistry, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 210009, China
| | - Li Chen
- State Key Laboratory of Natural Medicines, Department of Natural Medicinal Chemistry, School of Traditional Chinese Pharmacy, China Pharmaceutical University, Nanjing 210009, China
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16
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Hanisak J, Soriano A, Adam GC, Basso A, Bauman D, Bell D, Frank E, O’Donnell G, Tawa P, Verras A, Yu Y, Zhang L, Seganish WM. Discovery of the First Non-cGMP Mimetic Small Molecule Activators of cGMP-Dependent Protein Kinase 1 α (PKG1α). ACS Med Chem Lett 2021; 12:1275-1282. [PMID: 34413956 DOI: 10.1021/acsmedchemlett.1c00264] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2021] [Accepted: 07/08/2021] [Indexed: 12/21/2022] Open
Abstract
PKG1α is a central node in cGMP signaling. Current therapeutics that look to activate this pathway rely on elevation of cGMP levels and subsequent activation of PKG1α. Direct activation of PKG1α could potentially drive additional efficacy without associated side effects of blanket cGMP elevation. We undertook a high-throughput screen to identify novel activators. After triaging through numerous false positive hits, attributed to compound mediated oxidation and activation of PKG1α, a piperidine series of compounds was validated. The hit 1 was a weak activator with EC50 = 47 μM. The activity could be improved to single digit micromolar, as seen in compounds 21 and 25 (7.0 and 3.7 μM, respectively). Several compounds were tested in a pVASP cell-based assay, and for compounds with moderate permeability, good agreement was observed between the biochemical and functional assays. These compounds will function as efficient tools to further interrogate PKG1α biology.
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Affiliation(s)
- Jennifer Hanisak
- Discovery Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - Aileen Soriano
- Mass Spectrometry and Biophysics, Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - Gregory C. Adam
- Quantitative Biosciences, Merck & Co., Inc, West Point, Pennsylvania 19486, United States
| | - Andrea Basso
- Mass Spectrometry and Biophysics, Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - David Bauman
- Discovery Biology, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - David Bell
- Mass Spectrometry and Biophysics, Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - Emily Frank
- Mass Spectrometry and Biophysics, Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - Gregory O’Donnell
- Quantitative Biosciences, Merck & Co., Inc, West Point, Pennsylvania 19486, United States
| | - Paul Tawa
- Mass Spectrometry and Biophysics, Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - Andreas Verras
- Computational and Structural Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - Yang Yu
- Discovery Chemistry, Merck & Co., Inc., Kenilworth, New Jersey 07033, United States
| | - Lei Zhang
- Biologics Analytical Research and Development, Merck & Co., Inc., Kenilworth, New Jersey, 07033 United States
| | - W. Michael Seganish
- Discovery Chemistry, Merck & Co., Inc., South San Francisco, California 94080, United States
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17
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Coussens NP, Auld DS, Thielman JR, Wagner BK, Dahlin JL. Addressing Compound Reactivity and Aggregation Assay Interferences: Case Studies of Biochemical High-Throughput Screening Campaigns Benefiting from the National Institutes of Health Assay Guidance Manual Guidelines. SLAS DISCOVERY 2021; 26:1280-1290. [PMID: 34218710 DOI: 10.1177/24725552211026239] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
Compound-dependent assay interferences represent a continued burden in drug and chemical probe discovery. The open-source National Institutes of Health/National Center for Advancing Translational Sciences (NIH/NCATS) Assay Guidance Manual (AGM) established an "Assay Artifacts and Interferences" section to address different sources of artifacts and interferences in biological assays. In addition to the frequent introduction of new chapters in this important topic area, older chapters are periodically updated by experts from academia, industry, and government to include new technologies and practices. Section chapters describe many best practices for mitigating and identifying compound-dependent assay interferences. Using two previously reported biochemical high-throughput screening campaigns for small-molecule inhibitors of the epigenetic targets Rtt109 and NSD2, the authors review best practices and direct readers to high-yield resources in the AGM and elsewhere for the mitigation and identification of compound-dependent reactivity and aggregation assay interferences.
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Affiliation(s)
- Nathan P Coussens
- Molecular Pharmacology Laboratories, Division of Cancer Treatment and Diagnosis Laboratory Support, Applied/Developmental Research Directorate, Leidos Biomedical Research, Inc., Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Douglas S Auld
- Novartis Institutes for Biomedical Research, Cambridge, MA, USA
| | - Jonathan R Thielman
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Bridget K Wagner
- Chemical Biology and Therapeutics Science Program, Broad Institute, Cambridge, MA, USA
| | - Jayme L Dahlin
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, MD, USA
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18
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Yu YP, Lai SJ, Chang CR, Chen WC, Wu SH, Lu CP. Peptidomic analysis of low molecular weight antioxidative peptides prepared by lotus (Nelumbo nucifera Gaertn.) seed protein hydrolysates. Lebensm Wiss Technol 2021. [DOI: 10.1016/j.lwt.2021.111138] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
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19
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Eberle RJ, Olivier DS, Amaral MS, Gering I, Willbold D, Arni RK, Coronado MA. The Repurposed Drugs Suramin and Quinacrine Cooperatively Inhibit SARS-CoV-2 3CL pro In Vitro. Viruses 2021; 13:873. [PMID: 34068686 PMCID: PMC8170883 DOI: 10.3390/v13050873] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2021] [Revised: 05/02/2021] [Accepted: 05/06/2021] [Indexed: 02/06/2023] Open
Abstract
Since the first report of a new pneumonia disease in December 2019 (Wuhan, China) the WHO reported more than 148 million confirmed cases and 3.1 million losses globally up to now. The causative agent of COVID-19 (SARS-CoV-2) has spread worldwide, resulting in a pandemic of unprecedented magnitude. To date, several clinically safe and efficient vaccines (e.g., Pfizer-BioNTech, Moderna, Johnson & Johnson, and AstraZeneca COVID-19 vaccines) as well as drugs for emergency use have been approved. However, increasing numbers of SARS-Cov-2 variants make it imminent to identify an alternative way to treat SARS-CoV-2 infections. A well-known strategy to identify molecules with inhibitory potential against SARS-CoV-2 proteins is repurposing clinically developed drugs, e.g., antiparasitic drugs. The results described in this study demonstrated the inhibitory potential of quinacrine and suramin against SARS-CoV-2 main protease (3CLpro). Quinacrine and suramin molecules presented a competitive and noncompetitive inhibition mode, respectively, with IC50 values in the low micromolar range. Surface plasmon resonance (SPR) experiments demonstrated that quinacrine and suramin alone possessed a moderate or weak affinity with SARS-CoV-2 3CLpro but suramin binding increased quinacrine interaction by around a factor of eight. Using docking and molecular dynamics simulations, we identified a possible binding mode and the amino acids involved in these interactions. Our results suggested that suramin, in combination with quinacrine, showed promising synergistic efficacy to inhibit SARS-CoV-2 3CLpro. We suppose that the identification of effective, synergistic drug combinations could lead to the design of better treatments for the COVID-19 disease and repurposable drug candidates offer fast therapeutic breakthroughs, mainly in a pandemic moment.
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Affiliation(s)
- Raphael J. Eberle
- Institute of Biological Information Processing (IBI-7: Structural Biochemistry), Forschungszentrum Jülich, 52428 Jülich, Germany; (I.G.); (D.W.)
- Institut für Physikalische Biologie, Heinrich-Heine-Universität Düsseldorf, Universitätsstraße, 40225 Düsseldorf, Germany
| | - Danilo S. Olivier
- Campus Cimba, Federal University of Tocantins, Araguaína, TO 77824-838, Brazil;
| | - Marcos S. Amaral
- Institute of Physics, Federal University of Mato Grosso do Sul, Campo Grande, MS 79070-900, Brazil;
| | - Ian Gering
- Institute of Biological Information Processing (IBI-7: Structural Biochemistry), Forschungszentrum Jülich, 52428 Jülich, Germany; (I.G.); (D.W.)
| | - Dieter Willbold
- Institute of Biological Information Processing (IBI-7: Structural Biochemistry), Forschungszentrum Jülich, 52428 Jülich, Germany; (I.G.); (D.W.)
- Institut für Physikalische Biologie, Heinrich-Heine-Universität Düsseldorf, Universitätsstraße, 40225 Düsseldorf, Germany
- JuStruct: Jülich Centre for Structural Biology, Forchungszentrum Jülich, 52428 Jülich, Germany
| | - Raghuvir K. Arni
- Multiuser Center for Biomolecular Innovation, IBILCE, Universidade Estadual Paulista (UNESP), São Jose do Rio Preto, SP 15054-000, Brazil;
| | - Monika A. Coronado
- Institute of Biological Information Processing (IBI-7: Structural Biochemistry), Forschungszentrum Jülich, 52428 Jülich, Germany; (I.G.); (D.W.)
- Multiuser Center for Biomolecular Innovation, IBILCE, Universidade Estadual Paulista (UNESP), São Jose do Rio Preto, SP 15054-000, Brazil;
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20
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Kollár L, Gobec M, Szilágyi B, Proj M, Knez D, Ábrányi-Balogh P, Petri L, Imre T, Bajusz D, Ferenczy GG, Gobec S, Keserű GM, Sosič I. Discovery of selective fragment-sized immunoproteasome inhibitors. Eur J Med Chem 2021; 219:113455. [PMID: 33894528 DOI: 10.1016/j.ejmech.2021.113455] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Revised: 03/14/2021] [Accepted: 04/05/2021] [Indexed: 11/26/2022]
Abstract
Proteasomes contribute to maintaining protein homeostasis and their inhibition is beneficial in certain types of cancer and in autoimmune diseases. However, the inhibition of the proteasomes in healthy cells leads to unwanted side-effects and significant effort has been made to identify inhibitors specific for the immunoproteasome, especially to treat diseases which manifest increased levels and activity of this proteasome isoform. Here, we report our efforts to discover fragment-sized inhibitors of the human immunoproteasome. The screening of an in-house library of structurally diverse fragments resulted in the identification of benzo[d]oxazole-2(3H)-thiones, benzo[d]thiazole-2(3H)-thiones, benzo[d]imidazole-2(3H)-thiones, and 1-methylbenzo[d]imidazole-2(3H)-thiones (with a general term benzoXazole-2(3H)-thiones) as inhibitors of the chymotrypsin-like (β5i) subunit of the immunoproteasome. A subsequent structure-activity relationship study provided us with an insight regarding growing vectors. Binding to the β5i subunit was shown and selectivity against the β5 subunit of the constitutive proteasome was determined. Thorough characterization of these compounds suggested that they inhibit the immunoproteasome by forming a disulfide bond with the Cys48 available specifically in the β5i active site. To obtain fragments with biologically more tractable covalent interactions, we performed a warhead scan, which yielded benzoXazole-2-carbonitriles as promising starting points for the development of selective immunoproteasome inhibitors with non-peptidic scaffolds.
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Affiliation(s)
- Levente Kollár
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary
| | - Martina Gobec
- University of Ljubljana, Faculty of Pharmacy, Aškerčeva cesta 7, SI-1000, Ljubljana, Slovenia
| | - Bence Szilágyi
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary
| | - Matic Proj
- University of Ljubljana, Faculty of Pharmacy, Aškerčeva cesta 7, SI-1000, Ljubljana, Slovenia
| | - Damijan Knez
- University of Ljubljana, Faculty of Pharmacy, Aškerčeva cesta 7, SI-1000, Ljubljana, Slovenia
| | - Péter Ábrányi-Balogh
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary
| | - László Petri
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary
| | - Tímea Imre
- MS Metabolomics Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary
| | - Dávid Bajusz
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary
| | - György G Ferenczy
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary
| | - Stanislav Gobec
- University of Ljubljana, Faculty of Pharmacy, Aškerčeva cesta 7, SI-1000, Ljubljana, Slovenia
| | - György M Keserű
- Medicinal Chemistry Research Group, Research Centre for Natural Sciences, Magyar tudósok krt. 2, H-1117, Budapest, Hungary.
| | - Izidor Sosič
- University of Ljubljana, Faculty of Pharmacy, Aškerčeva cesta 7, SI-1000, Ljubljana, Slovenia.
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21
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Pan S, Zhou Y, Wang Q, Wang Y, Tian C, Wang T, Huang L, Nan J, Li L, Yang S. Discovery and structure-activity relationship studies of 1-aryl-1H-naphtho[2,3-d][1,2,3]triazole-4,9-dione derivatives as potent dual inhibitors of indoleamine 2,3-dioxygenase 1 (IDO1) and trytophan 2,3-dioxygenase (TDO). Eur J Med Chem 2020; 207:112703. [DOI: 10.1016/j.ejmech.2020.112703] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2020] [Revised: 07/21/2020] [Accepted: 07/27/2020] [Indexed: 12/14/2022]
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22
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Hanna CB, Mudaliar D, John K, Allen CL, Sun L, Hawkinson JE, Schönbrunn E, Georg GI, Jensen JT. Development of WEE2 kinase inhibitors as novel non-hormonal female contraceptives that target meiosis†. Biol Reprod 2020; 103:368-377. [PMID: 32667031 PMCID: PMC7401407 DOI: 10.1093/biolre/ioaa097] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2020] [Revised: 05/26/2020] [Indexed: 11/24/2022] Open
Abstract
WEE2 oocyte meiosis inhibiting kinase is a well-conserved oocyte specific kinase with a dual regulatory role during meiosis. Active WEE2 maintains immature, germinal vesicle stage oocytes in prophase I arrest prior to the luteinizing hormone surge and facilitates exit from metaphase II arrest at fertilization. Spontaneous mutations at the WEE2 gene locus in women have been linked to total fertilization failure indicating that selective inhibitors to this kinase could function as non-hormonal contraceptives. Employing co-crystallization with WEE1 G2 checkpoint kinase inhibitors, we revealed the structural basis of action across WEE kinases and determined type I inhibitors were not selective to WEE2 over WEE1. In response, we performed in silico screening by FTMap/FTSite and Schrodinger SiteMap analysis to identify potential allosteric sites, then used an allosterically biased activity assay to conduct high-throughput screening of a 26 000 compound library containing scaffolds of known allosteric inhibitors. Resulting hits were validated and a selective inhibitor that binds full-length WEE2 was identified, designated GPHR-00336382, along with a fragment-like inhibitor that binds the kinase domain, GPHR-00355672. Additionally, we present an in vitro testing workflow to evaluate biological activity of candidate WEE2 inhibitors including; (1) enzyme-linked immunosorbent assays measuring WEE2 phosphorylation activity of cyclin dependent kinase 1 (CDK1; also known as cell division cycle 2 kinase, CDC2), (2) in vitro fertilization of bovine ova to determine inhibition of metaphase II exit, and (3) cell-proliferation assays to look for off-target effects against WEE1 in somatic (mitotic) cells.
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Affiliation(s)
- Carol B Hanna
- Oregon National Primate Research Center, Beaverton, Division of Reproductive & Developmental Sciences OR, USA
- Correspondence: Oregon Health & Science University, 505 NW 185th Ave, Beaverton, OR 97006, USA. Tel: +1-503-346-5000; Fax: +1-503-346-5585; E-mail:
| | - Deepti Mudaliar
- University of Minnesota, Department of Obstetrics & Gynecology, Minneapolis, MN, USA
| | - Kristen John
- University of Minnesota, Department of Obstetrics & Gynecology, Minneapolis, MN, USA
| | - C Leigh Allen
- University of Minnesota, Department of Obstetrics & Gynecology, Minneapolis, MN, USA
| | - Luxin Sun
- Moffitt Cancer Center, Drug Discovery Department, Tampa, FL, USA
| | - Jon E Hawkinson
- University of Minnesota, Department of Obstetrics & Gynecology, Minneapolis, MN, USA
| | - Ernst Schönbrunn
- Moffitt Cancer Center, Drug Discovery Department, Tampa, FL, USA
| | - Gunda I Georg
- University of Minnesota, Department of Obstetrics & Gynecology, Minneapolis, MN, USA
| | - Jeffrey T Jensen
- Oregon National Primate Research Center, Beaverton, Division of Reproductive & Developmental Sciences OR, USA
- Oregon Health & Science University, Portland, OR, USA
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Affiliation(s)
- Matthew D. Lloyd
- Drug & Target Development, Department of Pharmacy & Pharmacology, University of Bath, Claverton Down, Bath BA2 7AY, U.K
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Ahenkorah S, Coertzen D, Tong JX, Fridianto K, Wittlin S, Birkholtz LM, Tan KSW, Lam Y, Go ML, Haynes RK. Antimalarial N 1, N 3-Dialkyldioxonaphthoimidazoliums: Synthesis, Biological Activity, and Structure-activity Relationships. ACS Med Chem Lett 2020; 11:49-55. [PMID: 31938463 DOI: 10.1021/acsmedchemlett.9b00457] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2019] [Accepted: 12/11/2019] [Indexed: 12/19/2022] Open
Abstract
Here we report the nanomolar potencies of N 1,N 3-dialkyldioxonaphthoimidazoliums against asexual forms of sensitive and resistant Plasmodium falciparum. Activity was dependent on the presence of the fused quinone-imidazolium entity and lipophilicity imparted by the N1/N3 alkyl residues on the scaffold. Gametocytocidal activity was also detected, with most members active at IC50 < 1 μM. A representative analog with good solubility, limited PAMPA permeability, and microsomal stability demonstrated oral efficacy on a humanized mouse model of P. falciparum.
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Affiliation(s)
| | - Dina Coertzen
- Institute for Sustainable Malaria Control, Department of Biochemistry, Genetics and Microbiology, University of Pretoria, 0028 Pretoria, South Africa
| | | | | | - Sergio Wittlin
- Swiss Tropical and Public Health Institute, 4051 Basel, Switzerland
- University of Basel, 4003 Basel, Switzerland
| | - Lyn-Marie Birkholtz
- Institute for Sustainable Malaria Control, Department of Biochemistry, Genetics and Microbiology, University of Pretoria, 0028 Pretoria, South Africa
| | | | | | | | - Richard K. Haynes
- Centre of Excellence for Pharmaceutical Sciences, North-West University, 2531 Potchefstroom, South Africa
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Protein Stability and Functional Characterization of Intra-Melanosomal Domain of Human Recombinant Tyrosinase-Related Protein 1. Int J Mol Sci 2020; 21:ijms21010331. [PMID: 31947795 PMCID: PMC6981619 DOI: 10.3390/ijms21010331] [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: 11/01/2019] [Revised: 12/28/2019] [Accepted: 12/31/2019] [Indexed: 12/19/2022] Open
Abstract
Pigmentation is the result of a complex process by which the biopolymer melanin is synthesized and packed into melanosomes of melanocytes. Various types of oculocutaneous albinism (OCA), a series of autosomal recessive disorders, are associated with reduced pigmentation in the skin, eyes, and hair due to genetic mutations of proteins involved in melanogenesis. Human tyrosinase (Tyr) and tyrosinase-related protein 1 (Tyrp1) drives the enzymatic process of pigment bio-polymerization. However, within the melanogenic pathway, Tyrp1 has catalytic functions not clearly defined and distinct from Tyr. Here, we characterize the biochemical and biophysical properties of recombinant human Tyrp1. For this purpose, we purified and analyzed the intra-melanosomal domain (Tyrp1tr) for protein stability and enzymatic function in conditions mimicking the environment within melanosomes and the endoplasmic reticulum. The study suggests that Tyrp1tr is a monomeric molecule at ambient temperatures and below (<25 °C). At higher temperatures, >31 °C, higher protein aggregates form with a concurrent decrease of monomers in solution. Also, Tyrp1tr diphenol oxidase activity at pH 5.5 rises as both the pre-incubation temperature and the higher molecular weight protein aggregates formation increases. The enhanced protein activity is consistent with the volume exclusion change caused by protein aggregates.
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26
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Lazo JS, Blanco IK, Tasker NR, Rastelli EJ, Burnett JC, Garrott SR, Hart DJ, McCloud RL, Hsu KL, Wipf P, Sharlow ER. Next-Generation Cell-Active Inhibitors of the Undrugged Oncogenic PTP4A3 Phosphatase. J Pharmacol Exp Ther 2019; 371:652-662. [PMID: 31601683 PMCID: PMC6856870 DOI: 10.1124/jpet.119.262188] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 10/03/2019] [Indexed: 12/11/2022] Open
Abstract
Oncogenic protein tyrosine phosphatases (PTPs) are overexpressed in numerous human cancers but they have been challenging pharmacological targets. The emblematic oncogenic PTP4A tyrosine phosphatase family regulates many fundamental malignant processes. 7-Imino-2-phenylthieno[3,2-c]pyridine-4,6(5H,7H)-dione (JMS-053) is a novel, potent, and selective PTP4A inhibitor but its mechanism of action has not been fully elucidated, nor has the chemotype been fully investigated. Because tyrosine phosphatases are notoriously susceptible to oxidation, we interrogated JMS-053 and three newly synthesized analogs with specific attention on the role of oxidation. JMS-053 and its three analogs were potent in vitro PTP4A3 inhibitors, but 7-imino-5-methyl-2-phenylthieno[3,2-c]pyridine-4,6(5H,7H)-dione (NRT-870-59) appeared unique among the thienopyridinediones with respect to its inhibitory specificity for PTP4A3 versus both a PTP4A3 A111S mutant and an oncogenic dual specificity tyrosine phosphatase, CDC25B. Like JMS-053, NRT-870-59 was a reversible PTP4A3 inhibitor. All of the thienopyridinediones retained cytotoxicity against human ovarian and breast cancer cells grown as pathologically relevant three-dimensional spheroids. Inhibition of cancer cell colony formation by NRT-870-59, like JMS-053, required PTP4A3 expression. JMS-053 failed to generate significant detectable reactive oxygen species in vitro or in cancer cells. Mass spectrometry results indicated no disulfide bond formation or oxidation of the catalytic Cys104 after in vitro incubation of PTP4A3 with JMS-053 or NRT-870-59. Gene expression profiling of cancer cells exposed to JMS-053 phenocopied many of the changes seen with the loss of PTP4A3 and did not indicate oxidative stress. These data demonstrate that PTP4A phosphatases can be selectively targeted with small molecules that lack prominent reactive oxygen species generation and encourage further studies of this chemotype. SIGNIFICANCE STATEMENT: Protein tyrosine phosphatases are emerging as important contributors to human cancers. We report on a new class of reversible protein phosphatase small molecule inhibitors that are cytotoxic to human ovarian and breast cancer cells, do not generate significant reactive oxygen species in vitro and in cells, and could be valuable lead molecules for future studies of PTP4A phosphatases.
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Affiliation(s)
- John S Lazo
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Isabella K Blanco
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Nikhil R Tasker
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Ettore J Rastelli
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - James C Burnett
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Sharon R Garrott
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Duncan J Hart
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Rebecca L McCloud
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Ku-Lung Hsu
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Peter Wipf
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
| | - Elizabeth R Sharlow
- Departments of Pharmacology (J.S.L., I.K.B., S.R.G., D.J.H., E.R.S.) and Chemistry (J.S.L., R.L.M., K.-L.H.), University of Virginia, Charlottesville, Virginia; and Department of Chemistry (N.R.T., E.J.R., J.C.B., P.W.), University of Pittsburgh, Pittsburgh, Pennsylvania
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27
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Clausse V, Tao D, Debnath S, Fang Y, Tagad HD, Wang Y, Sun H, LeClair CA, Mazur SJ, Lane K, Shi ZD, Vasalatiy O, Eells R, Baker LK, Henderson MJ, Webb MR, Shen M, Hall MD, Appella E, Appella DH, Coussens NP. Physiologically relevant orthogonal assays for the discovery of small-molecule modulators of WIP1 phosphatase in high-throughput screens. J Biol Chem 2019; 294:17654-17668. [PMID: 31481464 PMCID: PMC6873202 DOI: 10.1074/jbc.ra119.010201] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2019] [Revised: 08/30/2019] [Indexed: 01/07/2023] Open
Abstract
WT P53-Induced Phosphatase 1 (WIP1) is a member of the magnesium-dependent serine/threonine protein phosphatase (PPM) family and is induced by P53 in response to DNA damage. In several human cancers, the WIP1 protein is overexpressed, which is generally associated with a worse prognosis. Although WIP1 is an attractive therapeutic target, no potent, selective, and bioactive small-molecule modulator with favorable pharmacokinetics has been reported. Phosphatase enzymes are among the most challenging targets for small molecules because of the difficulty of achieving both modulator selectivity and bioavailability. Another major obstacle has been the availability of robust and physiologically relevant phosphatase assays that are suitable for high-throughput screening. Here, we describe orthogonal biochemical WIP1 activity assays that utilize phosphopeptides from native WIP1 substrates. We optimized an MS assay to quantify the enzymatically dephosphorylated peptide reaction product in a 384-well format. Additionally, a red-shifted fluorescence assay was optimized in a 1,536-well format to enable real-time WIP1 activity measurements through the detection of the orthogonal reaction product, Pi. We validated these two optimized assays by quantitative high-throughput screening against the National Center for Advancing Translational Sciences (NCATS) Pharmaceutical Collection and used secondary assays to confirm and evaluate inhibitors identified in the primary screen. Five inhibitors were further tested with an orthogonal WIP1 activity assay and surface plasmon resonance binding studies. Our results validate the application of miniaturized physiologically relevant and orthogonal WIP1 activity assays to discover small-molecule modulators from high-throughput screens.
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Affiliation(s)
- Victor Clausse
- Synthetic Bioactive Molecules Section, Laboratory of Bioorganic Chemistry, NIDDK, National Institutes of Health, Bethesda, Maryland 20892
| | - Dingyin Tao
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Subrata Debnath
- Laboratory of Cell Biology, Center for Cancer Research, NCI, National Institutes of Health, Bethesda, Maryland 20892
| | - Yuhong Fang
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Harichandra D Tagad
- Laboratory of Cell Biology, Center for Cancer Research, NCI, National Institutes of Health, Bethesda, Maryland 20892
| | - Yuhong Wang
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Hongmao Sun
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Christopher A LeClair
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Sharlyn J Mazur
- Laboratory of Cell Biology, Center for Cancer Research, NCI, National Institutes of Health, Bethesda, Maryland 20892
| | - Kelly Lane
- Imaging Probe Development Center, NHLBI, National Institutes of Health, Rockville, Maryland 20850
| | - Zhen-Dan Shi
- Imaging Probe Development Center, NHLBI, National Institutes of Health, Rockville, Maryland 20850
| | - Olga Vasalatiy
- Imaging Probe Development Center, NHLBI, National Institutes of Health, Rockville, Maryland 20850
| | - Rebecca Eells
- Reaction Biology Corporation, 1 Great Valley Parkway, Suite 2, Malvern, Pennsylvania 19355
| | - Lynn K Baker
- Reaction Biology Corporation, 1 Great Valley Parkway, Suite 2, Malvern, Pennsylvania 19355
| | - Mark J Henderson
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Martin R Webb
- Francis Crick Institute, 1 Midland Road, London NW1 AT, United Kingdom
| | - Min Shen
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Matthew D Hall
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
| | - Ettore Appella
- Laboratory of Cell Biology, Center for Cancer Research, NCI, National Institutes of Health, Bethesda, Maryland 20892
| | - Daniel H Appella
- Synthetic Bioactive Molecules Section, Laboratory of Bioorganic Chemistry, NIDDK, National Institutes of Health, Bethesda, Maryland 20892
| | - Nathan P Coussens
- National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850
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Tran KT, Pallesen JS, Solbak SMØ, Narayanan D, Baig A, Zang J, Aguayo-Orozco A, Carmona RMC, Garcia AD, Bach A. A Comparative Assessment Study of Known Small-Molecule Keap1-Nrf2 Protein-Protein Interaction Inhibitors: Chemical Synthesis, Binding Properties, and Cellular Activity. J Med Chem 2019; 62:8028-8052. [PMID: 31411465 DOI: 10.1021/acs.jmedchem.9b00723] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Inhibiting the protein-protein interaction (PPI) between the transcription factor Nrf2 and its repressor protein Keap1 has emerged as a promising strategy to target oxidative stress in diseases, including central nervous system (CNS) disorders. Numerous non-covalent small-molecule Keap1-Nrf2 PPI inhibitors have been reported to date, but many feature suboptimal physicochemical properties for permeating the blood-brain barrier, while others contain problematic structural moieties. Here, we present the first side-by-side assessment of all reported Keap1-Nrf2 PPI inhibitor classes using fluorescence polarization, thermal shift assay, and surface plasmon resonance-and further evaluate the compounds in an NQO1 induction cell assay and in counter tests for nonspecific activities. Surprisingly, half of the compounds were inactive or deviated substantially from reported activities, while we confirm the cross-assay activities for others. Through this study, we have identified the most promising Keap1-Nrf2 inhibitors that can serve as pharmacological probes or starting points for developing CNS-active Keap1 inhibitors.
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Affiliation(s)
- Kim T Tran
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Jakob S Pallesen
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Sara M Ø Solbak
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Dilip Narayanan
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Amina Baig
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Jie Zang
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Alejandro Aguayo-Orozco
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Rosa M C Carmona
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
| | - Anthony D Garcia
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark.,École Nationale Supérieure de Chimie de Rennes , 11 Allée de Beaulieu , CS 50837, Rennes Cedex 7 35708 , France
| | - Anders Bach
- Department of Drug Design and Pharmacology, Faculty of Health and Medical Sciences , University of Copenhagen , Universitetsparken 2 , DK-2100 Copenhagen , Denmark
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Cu/Zn-superoxide dismutase and wild-type like fALS SOD1 mutants produce cytotoxic quantities of H 2O 2 via cysteine-dependent redox short-circuit. Sci Rep 2019; 9:10826. [PMID: 31346243 PMCID: PMC6658568 DOI: 10.1038/s41598-019-47326-x] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2018] [Accepted: 07/11/2019] [Indexed: 12/13/2022] Open
Abstract
The Cu/Zn−superoxide dismutase (SOD1) is a ubiquitous enzyme that catalyzes the dismutation of superoxide radicals to oxygen and hydrogen peroxide. In addition to this principal reaction, the enzyme is known to catalyze, with various efficiencies, several redox side-reactions using alternative substrates, including biological thiols, all involving the catalytic copper in the enzyme’s active-site, which is relatively surface exposed. The accessibility and reactivity of the catalytic copper is known to increase upon SOD1 misfolding, structural alterations caused by a mutation or environmental stresses. These competing side-reactions can lead to the formation of particularly toxic ROS, which have been proposed to contribute to oxidative damage in amyotrophic lateral sclerosis (ALS), a neurodegenerative disease that affects motor neurons. Here, we demonstrated that metal-saturated SOD1WT (holo-SOD1WT) and a familial ALS (fALS) catalytically active SOD1 mutant, SOD1G93A, are capable, under defined metabolic circumstances, to generate cytotoxic quantities of H2O2 through cysteine (CSH)/glutathione (GSH) redox short-circuit. Such activity may drain GSH stores, therefore discharging cellular antioxidant potential. By analyzing the distribution of thiol compounds throughout the CNS, the location of potential hot-spots of ROS production can be deduced. These hot-spots may constitute the origin of oxidative damage to neurons in ALS.
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30
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Salas-Sarduy E, Niemirowicz GT, José Cazzulo J, Alvarez VE. Target-based Screening of the Chagas Box: Setting Up Enzymatic Assays to Discover Specific Inhibitors Across Bioactive Compounds. Curr Med Chem 2019; 26:6672-6686. [PMID: 31284853 DOI: 10.2174/0929867326666190705160637] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Revised: 09/10/2018] [Accepted: 11/07/2018] [Indexed: 11/22/2022]
Abstract
Chagas disease is a neglected tropical illness caused by the protozoan parasite Trypanosoma cruzi. The disease is endemic in Latin America with about 6 million people infected and many more being at risk. Only two drugs are available for treatment, Nifurtimox and Benznidazole, but they have a number of side effects and are not effective in all cases. This makes urgently necessary the development of new drugs, more efficient, less toxic and affordable to the poor people, who are most of the infected population. In this review we will summarize the current strategies used for drug discovery considering drug repositioning, phenotyping screenings and target-based approaches. In addition, we will describe in detail the considerations for setting up robust enzymatic assays aimed at identifying and validating small molecule inhibitors in high throughput screenings.
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Affiliation(s)
- Emir Salas-Sarduy
- Instituto de Investigaciones Biotecnologicas Dr. Rodolfo A. Ugalde - Instituto Tecnologico de Chascomus (IIB-INTECH), Universidad Nacional de San Martin (UNSAM) - Consejo Nacional de Investigaciones Cientificas y Técnicas (CONICET), Campus Miguelete, Av. 25 de Mayo y Francia, 1650 San Martin, Buenos Aires, Argentina
| | - Gabriela T Niemirowicz
- Instituto de Investigaciones Biotecnologicas Dr. Rodolfo A. Ugalde - Instituto Tecnologico de Chascomus (IIB-INTECH), Universidad Nacional de San Martin (UNSAM) - Consejo Nacional de Investigaciones Cientificas y Técnicas (CONICET), Campus Miguelete, Av. 25 de Mayo y Francia, 1650 San Martin, Buenos Aires, Argentina
| | - Juan José Cazzulo
- Instituto de Investigaciones Biotecnologicas Dr. Rodolfo A. Ugalde - Instituto Tecnologico de Chascomus (IIB-INTECH), Universidad Nacional de San Martin (UNSAM) - Consejo Nacional de Investigaciones Cientificas y Técnicas (CONICET), Campus Miguelete, Av. 25 de Mayo y Francia, 1650 San Martin, Buenos Aires, Argentina
| | - Vanina E Alvarez
- Instituto de Investigaciones Biotecnologicas Dr. Rodolfo A. Ugalde - Instituto Tecnologico de Chascomus (IIB-INTECH), Universidad Nacional de San Martin (UNSAM) - Consejo Nacional de Investigaciones Cientificas y Técnicas (CONICET), Campus Miguelete, Av. 25 de Mayo y Francia, 1650 San Martin, Buenos Aires, Argentina
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31
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Zhang Z, Kozlov G, Chen YS, Gehring K. Mechanism of thienopyridone and iminothienopyridinedione inhibition of protein phosphatases. MEDCHEMCOMM 2019; 10:791-799. [PMID: 31191869 DOI: 10.1039/c9md00175a] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/22/2019] [Accepted: 04/02/2019] [Indexed: 12/14/2022]
Abstract
Thienopyridone (TP) has been proposed as a selective inhibitor of phosphatases of regenerating liver (PRL or PTP4A). PRLs are dual specificity phosphatases that promote cancer progression and are attractive anticancer targets. TP and iminothienopyridinedione (ITP), a more potent derivative, were shown to be effective inhibitors but the mechanism of inhibition was not established. Here, we perform NMR experiments and in vitro phosphatase assays to show that TP and ITP inhibit protein phosphatases non-specifically through oxidation of the phosphatase catalytic cysteine. We demonstrate that TP and ITP are redox active compounds, inhibiting PRL-3 and multiple other PTPs through oxidation. They also catalyze the oxidation of thioredoxin-1 as well as small molecules, like TCEP, DTT, and glutathione. The reported selectivity of TP and ITP is likely due to the higher susceptibility of PRLs to oxidation. Thus, while TP and ITP effectively inhibit PRLs, their use for studying the cellular function of PRLs is problematic due to the likelihood of off-target effects.
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Affiliation(s)
- Zhidian Zhang
- Department of Biochemistry and Centre for Structural Biology , McGill University , Montreal , Quebec , Canada .
| | - Guennadi Kozlov
- Department of Biochemistry and Centre for Structural Biology , McGill University , Montreal , Quebec , Canada .
| | - Yu Seby Chen
- Department of Biochemistry and Centre for Structural Biology , McGill University , Montreal , Quebec , Canada .
| | - Kalle Gehring
- Department of Biochemistry and Centre for Structural Biology , McGill University , Montreal , Quebec , Canada .
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Pashirova TN, Zhukova NA, Lukashenko SS, Valeeva FG, Burilova EA, Sapunova AS, Voloshina AD, Mirgorodskaya AB, Zakharova LY, Sinyashin OG, Mamedov VA. Multi-targeted approach by 2-benzimidazolylquinoxalines-loaded cationic arginine liposomes against сervical cancer cells in vitro. Colloids Surf B Biointerfaces 2019; 178:317-328. [PMID: 30884347 DOI: 10.1016/j.colsurfb.2019.03.021] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Revised: 02/28/2019] [Accepted: 03/10/2019] [Indexed: 01/04/2023]
Abstract
Multi-targeted approaches for inhibition of сervical cancer cells in vitro were developed by implementing two different strategies and drug combination for creation of new therapeutic target agents and for nanotechnological-enhancement of intracellular delivery. New 2-benzimidazolylquinoxalines derivatives were synthesized and characterized by combining two different pharmacophores - benzimidazole and quinoxaline rings directly bonded in their structures. Spectrophotometric technique for determination of content of compounds in various media was developed to evaluate their solubility in water and micellar solutions of surfactants. The bioavailability of poorly water-soluble 2-benzimidazolylquinoxalines was improved by PEGylated liposomes as antitumor drug delivery carriers. 2-benzimidazolylquinoxalines-loaded PEGylated liposomes, with size close to 100 nm and negative zeta potential ranging from -13 mV to -27 mV, were time-stable at room temperature. The design of liposomal formulations for improving cellular uptake and in vitro antitumor efficacy was performed by modification of liposome surface with the new arginine surfactant. The cell viability of 2-benzimidazolylquinoxalines-loaded arginine liposomes on human cancer M-Hela cells was 16% at the concentration 0.15 mg/ml. Moreover, these liposomes showed a lower toxicity (40%) against normal human Gang liver cells both at the lowest and highest tested concentrations.
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Affiliation(s)
- Tatiana N Pashirova
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation.
| | - Nataliya A Zhukova
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Svetlana S Lukashenko
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Farida G Valeeva
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Evgenia A Burilova
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Anastasia S Sapunova
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Alexandra D Voloshina
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Alla B Mirgorodskaya
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Lucia Y Zakharova
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation; Kazan National Research Technological University, Karl Marx St., 68, Kazan, 420015, Russian Federation.
| | - Oleg G Sinyashin
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
| | - Vakhid A Mamedov
- Arbuzov Institute of Organic and Physical Chemistry, FRC Kazan Scientific Center of Russian Academy of Sciences, Arbuzov St., 8, Kazan, 420088, Russian Federation
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33
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Assessing molecular interactions with biophysical methods using the validation cross. Biochem Soc Trans 2018; 47:63-76. [DOI: 10.1042/bst20180271] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2018] [Revised: 11/09/2018] [Accepted: 11/19/2018] [Indexed: 11/17/2022]
Abstract
Abstract
There are numerous methods for studying molecular interactions. However, each method gives rise to false negative- or false positive binding results, stemming from artifacts of the scientific equipment or from shortcomings of the experimental format. To validate an initial positive binding result, additional methods need to be applied to cover the shortcomings of the primary experiment. The aim of such a validation procedure is to exclude as many artifacts as possible to confirm that there is a true molecular interaction that meets the standards for publishing or is worth investing considerable resources for follow-up activities in a drug discovery project. To simplify this validation process, a graphical scheme — the validation cross — can be used. This simple graphic is a powerful tool for identifying blind spots of a binding hypothesis, for selecting the most informative combination of methods to reveal artifacts and, in general, for understanding more thoroughly the nature of a validation process. The concept of the validation cross was originally introduced for the validation of protein–ligand interactions by NMR in drug discovery. Here, an attempt is made to expand the concept to further biophysical methods and to generalize it for binary molecular interactions.
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34
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Fancher AT, Hua Y, Camarco DP, Close DA, Strock CJ, Johnston PA. High-Content Screening Campaign to Identify Compounds That Inhibit or Disrupt Androgen Receptor-Transcriptional Intermediary Factor 2 Protein-Protein Interactions for the Treatment of Prostate Cancer. Assay Drug Dev Technol 2018; 16:297-319. [PMID: 30109944 DOI: 10.1089/adt.2018.858] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Twenty percent of prostate cancer (PCa) patients develop a noncurable drug-resistant form of the disease termed castration-resistant prostate cancer (CRPC). Overexpression of Androgen Receptor (AR) coactivators such as transcriptional intermediary factor 2 (TIF2) is associated with poor CRPC patient outcomes. We describe the implementation of the AR-TIF2 protein-protein interaction biosensor (PPIB) assay in a high-content screening (HCS) campaign of 143,535 compounds. The assay performed robustly and reproducibly and enabled us to identify compounds that inhibited dihydrotestosterone (DHT)-induced AR-TIF2 protein-protein interaction (PPI) formation or disrupted preexisting AR-TIF2 PPIs. We used multiparameter HCS data z-scores to identify and deprioritize cytotoxic or autofluorescent outliers and confirmed the resulting qualified actives in triplicate. None of the confirmed AR-TIF2 PPIB inhibitors/disruptors exhibited activity in a p53-hDM2 PPIB counter screen, indicating that they were unlikely to be either nonselective PPI inhibitors or to interfere with the biosensor assay format. However, eight confirmed AR-TIF2 PPIB actives also inhibited the glucocorticoid receptor (GR) nuclear translocation counter screen by >50%. These compounds were deprioritized because they either lacked AR specificity/selectivity, or they inhibited a shared component of the AR and GR signaling pathways. Twenty-nine confirmed AR-TIF2 PPIB actives also inhibited the AR nuclear localization counter screen, suggesting that they might indirectly inhibit the AR-TIF2 PPIB assay rather than directly blocking/disrupting PPIs. A total of 62.2% of the confirmed actives inhibited the DHT-induced AR-TIF2 PPI formation in a concentration-dependent manner with IC50s < 40 μM, and 59.4% also disrupted preexisting AR-TIF2 PPI complexes. Overall, the hit rate for the AR-TIF2 PPIB HCS campaign was 0.12%, and most hits inhibited AR-TIF2 PPI formation and disrupted preexisting AR-TIF2 complexes with similar AR-red fluorescent protein distribution phenotypes. Further secondary and tertiary hit characterization assays are underway to select AR-TIF2 PPI inhibitor/disruptor hits suitable for medicinal chemistry lead optimization and development into novel PCa/CRPC therapeutics.
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Affiliation(s)
- Ashley T Fancher
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Yun Hua
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Daniel P Camarco
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - David A Close
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | | | - Paul A Johnston
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania.,3 University of Pittsburgh Medical Center , Hillman Cancer Center, Pittsburgh, Pennsylvania
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35
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Matlock MK, Hughes TB, Dahlin JL, Swamidass SJ. Modeling Small-Molecule Reactivity Identifies Promiscuous Bioactive Compounds. J Chem Inf Model 2018; 58:1483-1500. [PMID: 29990427 DOI: 10.1021/acs.jcim.8b00104] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023]
Abstract
Scientists rely on high-throughput screening tools to identify promising small-molecule compounds for the development of biochemical probes and drugs. This study focuses on the identification of promiscuous bioactive compounds, which are compounds that appear active in many high-throughput screening experiments against diverse targets but are often false-positives which may not be easily developed into successful probes. These compounds can exhibit bioactivity due to nonspecific, intractable mechanisms of action and/or by interference with specific assay technology readouts. Such "frequent hitters" are now commonly identified using substructure filters, including pan assay interference compounds (PAINS). Herein, we show that mechanistic modeling of small-molecule reactivity using deep learning can improve upon PAINS filters when modeling promiscuous bioactivity in PubChem assays. Without training on high-throughput screening data, a deep learning model of small-molecule reactivity achieves a sensitivity and specificity of 18.5% and 95.5%, respectively, in identifying promiscuous bioactive compounds. This performance is similar to PAINS filters, which achieve a sensitivity of 20.3% at the same specificity. Importantly, such reactivity modeling is complementary to PAINS filters. When PAINS filters and reactivity models are combined, the resulting model outperforms either method alone, achieving a sensitivity of 24% at the same specificity. However, as a probabilistic model, the sensitivity and specificity of the deep learning model can be tuned by adjusting the threshold. Moreover, for a subset of PAINS filters, this reactivity model can help discriminate between promiscuous and nonpromiscuous bioactive compounds even among compounds matching those filters. Critically, the reactivity model provides mechanistic hypotheses for assay interference by predicting the precise atoms involved in compound reactivity. Overall, our analysis suggests that deep learning approaches to modeling promiscuous compound bioactivity may provide a complementary approach to current methods for identifying promiscuous compounds.
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Affiliation(s)
- Matthew K Matlock
- Department of Pathology and Immunology , Washington University in St. Louis , Saint Louis , Missouri 63110 , United States
| | - Tyler B Hughes
- Department of Pathology and Immunology , Washington University in St. Louis , Saint Louis , Missouri 63110 , United States
| | - Jayme L Dahlin
- Department of Pathology , Brigham and Women's Hospital , Boston , Massachusetts 02115 , United States
| | - S Joshua Swamidass
- Department of Pathology and Immunology , Washington University in St. Louis , Saint Louis , Missouri 63110 , United States.,Institute for Informatics , Washington University in St. Louis , Saint Louis , Missouri 63110 , United States
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36
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Coussens NP, Kales SC, Henderson MJ, Lee OW, Horiuchi KY, Wang Y, Chen Q, Kuznetsova E, Wu J, Chakka S, Cheff DM, Cheng KCC, Shinn P, Brimacombe KR, Shen M, Simeonov A, Lal-Nag M, Ma H, Jadhav A, Hall MD. High-throughput screening with nucleosome substrate identifies small-molecule inhibitors of the human histone lysine methyltransferase NSD2. J Biol Chem 2018; 293:13750-13765. [PMID: 29945974 DOI: 10.1074/jbc.ra118.004274] [Citation(s) in RCA: 43] [Impact Index Per Article: 7.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2018] [Indexed: 12/15/2022] Open
Abstract
The histone lysine methyltransferase nuclear receptor-binding SET domain protein 2 (NSD2, also known as WHSC1/MMSET) is an epigenetic modifier and is thought to play a driving role in oncogenesis. Both NSD2 overexpression and point mutations that increase its catalytic activity are associated with several human cancers. Although NSD2 is an attractive therapeutic target, no potent, selective, and bioactive small molecule inhibitors of NSD2 have been reported to date, possibly due to the challenges of developing high-throughput assays for NSD2. Here, to establish a platform for the discovery and development of selective NSD2 inhibitors, we optimized and implemented multiple assays. We performed quantitative high-throughput screening with full-length WT NSD2 and a nucleosome substrate against a diverse collection of bioactive small molecules comprising 16,251 compounds. We further interrogated 174 inhibitory compounds identified in the primary screen with orthogonal and counter assays and with activity assays based on the clinically relevant NSD2 variants E1099K and T1150A. We selected five confirmed inhibitors for follow-up, which included a radiolabeled validation assay, surface plasmon resonance studies, methyltransferase profiling, and histone methylation in cells. We found that all five NSD2 inhibitors bind the catalytic SET domain and one exhibited apparent activity in cells, validating the workflow and providing a template for identifying selective NSD2 inhibitors. In summary, we have established a robust discovery pipeline for identifying potent NSD2 inhibitors from small-molecule libraries.
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Affiliation(s)
- Nathan P Coussens
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Stephen C Kales
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Mark J Henderson
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Olivia W Lee
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | | | - Yuren Wang
- the Reaction Biology Corporation, Malvern, Pennsylvania 19355
| | - Qing Chen
- the Reaction Biology Corporation, Malvern, Pennsylvania 19355
| | | | - Jianghong Wu
- the Reaction Biology Corporation, Malvern, Pennsylvania 19355
| | - Sirisha Chakka
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Dorian M Cheff
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Ken Chih-Chien Cheng
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Paul Shinn
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Kyle R Brimacombe
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Min Shen
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Anton Simeonov
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Madhu Lal-Nag
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Haiching Ma
- the Reaction Biology Corporation, Malvern, Pennsylvania 19355
| | - Ajit Jadhav
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
| | - Matthew D Hall
- From the National Center for Advancing Translational Sciences, National Institutes of Health, Rockville, Maryland 20850 and
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37
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Xie Y, Dahlin JL, Oakley AJ, Casarotto MG, Board PG, Baell JB. Reviewing Hit Discovery Literature for Difficult Targets: Glutathione Transferase Omega-1 as an Example. J Med Chem 2018; 61:7448-7470. [PMID: 29652143 DOI: 10.1021/acs.jmedchem.8b00318] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Early stage drug discovery reporting on relatively new or difficult targets is often associated with insufficient hit triage. Literature reviews of such targets seldom delve into the detail required to critically analyze the associated screening hits reported. Here we take the enzyme glutathione transferase omega-1 (GSTO1-1) as an example of a relatively difficult target and review the associated literature involving small-molecule inhibitors. As part of this process we deliberately pay closer-than-usual attention to assay interference and hit quality aspects. We believe this Perspective will be a useful guide for future development of GSTO1-1 inhibitors, as well serving as a template for future review formats of new or difficult targets.
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Affiliation(s)
- Yiyue Xie
- Monash Institute of Pharmaceutical Sciences , Monash University , Parkville , Victoria 3052 , Australia
| | - Jayme L Dahlin
- Department of Pathology , Brigham and Women's Hospital , Boston , Massachusetts 02135 , United States
| | - Aaron J Oakley
- School of Chemistry , University of Wollongong , Wollongong , NSW 2522 , Australia
| | - Marco G Casarotto
- John Curtin School of Medical Research , Australian National University , Canberra , ACT 2600 , Australia
| | - Philip G Board
- John Curtin School of Medical Research , Australian National University , Canberra , ACT 2600 , Australia
| | - Jonathan B Baell
- Monash Institute of Pharmaceutical Sciences , Monash University , Parkville , Victoria 3052 , Australia.,School of Pharmaceutical Sciences , Nanjing Tech University , Nanjing , 211816 , People's Republic of China
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38
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Dahlin JL, Cuellar M, Singh G, Nelson KM, Strasser J, Rappe T, Xia Y, Veglia G, Walters MA. ALARM NMR for HTS triage and chemical probe validation. ACTA ACUST UNITED AC 2018; 10:91-117. [PMID: 30034947 DOI: 10.1002/cpch.35] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Nonspecific target engagement by test compounds and purported chemical probes is a significant source of assay interference and promiscuous bioactivity in high-throughput screening (HTS) and chemical biology. Most counter-screens for thiol-reactive compounds utilize mass spectrometry or fluorescence detection, and non-proteinaceous reporters like glutathione that may not always approximate the reactivity of protein side-chains. By contrast, a La assay to detect reactive molecules by nuclear magnetic resonance (ALARM NMR) is an industry-developed protein-based [1H-13C]-heteronuclear multiple quantum coherence (HMQC) NMR counter-screen to identify nonspecific protein interactions by test compounds by reporting their tendencies to modulate the human La antigen conformation. This Current Protocol is a users-guide to the production of the 13C-labeled La antigen reporter protein, the reaction of test compounds with this reporter protein, as well as the collection and analysis of characteristic NMR spectra. Combined with other assay interference counter-screens, this assay will enhance chemical biology by helping researchers better prioritize chemical matter and which will increase the number of tractable HTS screening actives and aid in the development of better chemical probes.
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Affiliation(s)
- Jayme L Dahlin
- Department of Pathology, Brigham and Women's Hospital, Boston, MA, USA
| | - Matthew Cuellar
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Gurpreet Singh
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Kathryn M Nelson
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Jessica Strasser
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
| | - Todd Rappe
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Youlin Xia
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Gianluigi Veglia
- Department of Biochemistry, Molecular Biology, and Biophysics, University of Minnesota, Minneapolis, MN, USA
| | - Michael A Walters
- Institute for Therapeutics Discovery and Development, University of Minnesota, Minneapolis, MN, USA
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39
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Tarnowski M, Barozet A, Johansson C, Eriksson PO, Engkvist O, Walsh J, Nissink JWM. Utility of Resazurin, Horseradish Peroxidase, and NMR Assays to Identify Redox-Related False-Positive Behavior in High-Throughput Screens. Assay Drug Dev Technol 2018; 16:171-191. [DOI: 10.1089/adt.2017.838] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Affiliation(s)
- Matthew Tarnowski
- Oncology IMED, AstraZeneca, Cambridge, United Kingdom
- Discovery Sciences, AstraZeneca R&D Gothenburg, Gothenburg, Sweden
| | - Amélie Barozet
- Discovery Sciences, AstraZeneca R&D Gothenburg, Gothenburg, Sweden
- Department of Biology, Lund University, Lund, Sweden
| | - Carina Johansson
- Discovery Sciences, AstraZeneca R&D Gothenburg, Gothenburg, Sweden
| | | | - Ola Engkvist
- Discovery Sciences, AstraZeneca R&D Gothenburg, Gothenburg, Sweden
| | - Jarrod Walsh
- Discovery Sciences, AstraZeneca, Alderley Park, United Kingdom
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40
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Kyani A, Tamura S, Yang S, Shergalis A, Samanta S, Kuang Y, Ljungman M, Neamati N. Discovery and Mechanistic Elucidation of a Class of Protein Disulfide Isomerase Inhibitors for the Treatment of Glioblastoma. ChemMedChem 2018; 13:164-177. [PMID: 29235250 DOI: 10.1002/cmdc.201700629] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/09/2017] [Revised: 12/10/2017] [Indexed: 12/14/2022]
Abstract
Protein disulfide isomerase (PDI) is overexpressed in glioblastoma, the most aggressive form of brain cancer, and folds nascent proteins responsible for the progression and spread of the disease. Herein we describe a novel nanomolar PDI inhibitor, pyrimidotriazinedione 35G8, that is toxic in a panel of human glioblastoma cell lines. We performed a medium-throughput 20 000-compound screen of a diverse subset of 1 000 000 compounds to identify cytotoxic small molecules. Cytotoxic compounds were screened for PDI inhibition, and, from the screen, 35G8 emerged as the most cytotoxic inhibitor of PDI. Bromouridine labeling and sequencing (Bru-seq) of nascent RNA revealed that 35G8 induces nuclear factor-like 2 (Nrf2) antioxidant response, endoplasmic reticulum (ER) stress response, and autophagy. Specifically, 35G8 upregulated heme oxygenase 1 and solute carrier family 7 member 11 (SLC7A11) transcription and protein expression and repressed PDI target genes such as thioredoxin-interacting protein 1 (TXNIP) and early growth response 1 (EGR1). Interestingly, 35G8-induced cell death did not proceed via apoptosis or necrosis, but by a mixture of autophagy and ferroptosis. Cumulatively, our data demonstrate a mechanism for a novel PDI inhibitor as a chemical probe to validate PDI as a target for brain cancer.
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Affiliation(s)
- Anahita Kyani
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
| | - Shuzo Tamura
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
| | - Suhui Yang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
| | - Andrea Shergalis
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
| | - Soma Samanta
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
| | - Yuting Kuang
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
| | - Mats Ljungman
- Departments of Radiation Oncology and Environmental Health Sciences, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
| | - Nouri Neamati
- Department of Medicinal Chemistry, College of Pharmacy, University of Michigan, North Campus Research Complex, 1600 Huron Parkway, Ann Arbor, MI, 48109, USA
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41
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42
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Assay interference and off-target liabilities of reported histone acetyltransferase inhibitors. Nat Commun 2017; 8:1527. [PMID: 29142305 PMCID: PMC5688144 DOI: 10.1038/s41467-017-01657-3] [Citation(s) in RCA: 80] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2017] [Accepted: 10/06/2017] [Indexed: 12/20/2022] Open
Abstract
Many compounds with potentially reactive chemical motifs and poor physicochemical properties are published as selective modulators of biomolecules without sufficient validation and then propagated in the scientific literature as useful chemical probes. Several histone acetyltransferase (HAT) inhibitors with these liabilities are now routinely used to probe epigenetic pathways. We profile the most commonly used HAT inhibitors and confirm that the majority of them are nonselective interference compounds. Most (15 out of 23, 65%) of the inhibitors are flagged by ALARM NMR, an industry-developed counter-screen for promiscuous compounds. Biochemical counter-screens confirm that most of these compounds are either thiol-reactive or aggregators. Selectivity panels show many of these compounds modulate unrelated targets in vitro, while several also demonstrate nonspecific effects in cell assays. These data demonstrate the usefulness of performing counter-screens for bioassay promiscuity and assay interference, and raise caution about the utility of many widely used, but insufficiently validated, compounds employed in chemical biology. A substantial obstacle in basic research is the use of poorly validated tool compounds with purported useful biological functions. Here, the authors systematically profile widely used histone acetyltransferase inhibitors and find that the majority are nonselective interference compounds.
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43
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Xu D, Bum-Erdene K, Si Y, Zhou D, Ghozayel MK, Meroueh SO. Mimicking Intermolecular Interactions of Tight Protein-Protein Complexes for Small-Molecule Antagonists. ChemMedChem 2017; 12:1794-1809. [PMID: 28960868 DOI: 10.1002/cmdc.201700572] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2017] [Indexed: 01/12/2023]
Abstract
Tight protein-protein interactions (Kd <100 nm) that occur over a large binding interface (>1000 Å2 ) are highly challenging to disrupt with small molecules. Historically, the design of small molecules to inhibit protein-protein interactions has focused on mimicking the position of interface protein ligand side chains. Here, we explore mimicry of the pairwise intermolecular interactions of the native protein ligand with residues of the protein receptor to enrich commercial libraries for small-molecule inhibitors of tight protein-protein interactions. We use the high-affinity interaction (Kd =1 nm) between the urokinase receptor (uPAR) and its ligand urokinase (uPA) to test our methods. We introduce three methods for rank-ordering small molecules docked to uPAR: 1) a new fingerprint approach that represents uPA's pairwise interaction energies with uPAR residues; 2) a pharmacophore approach to identify small molecules that mimic the position of uPA interface residues; and 3) a combined fingerprint and pharmacophore approach. Our work led to small molecules with novel chemotypes that inhibited a tight uPAR⋅uPA protein-protein interaction with single-digit micromolar IC50 values. We also report the extensive work that identified several of the hits as either lacking stability, thiol reactive, or redox active. This work suggests that mimicking the binding profile of the native ligand and the position of interface residues can be an effective strategy to enrich commercial libraries for small-molecule inhibitors of tight protein-protein interactions.
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Affiliation(s)
- David Xu
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA.,Department of BioHealth Informatics, Indiana University School of Informatics and Computing, Indianapolis, IN, 46202, USA
| | - Khuchtumur Bum-Erdene
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, 635 Barnhill Drive, MS 4023, Indianapolis, IN, 46202, USA
| | - Yubing Si
- Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
| | - Donghui Zhou
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, 635 Barnhill Drive, MS 4023, Indianapolis, IN, 46202, USA
| | - Mona K Ghozayel
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, 635 Barnhill Drive, MS 4023, Indianapolis, IN, 46202, USA
| | - Samy O Meroueh
- Department of Biochemistry and Molecular Biology, Indiana University School of Medicine, 635 Barnhill Drive, MS 4023, Indianapolis, IN, 46202, USA.,Center for Computational Biology and Bioinformatics, Indiana University School of Medicine, Indianapolis, IN, 46202, USA
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44
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Ott CA, Baljinnyam B, Zakharov AV, Jadhav A, Simeonov A, Zhuang Z. Cell Lysate-Based AlphaLISA Deubiquitinase Assay Platform for Identification of Small Molecule Inhibitors. ACS Chem Biol 2017; 12:2399-2407. [PMID: 28836754 DOI: 10.1021/acschembio.7b00543] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
The deubiquitinases, or DUBs, are associated with various human diseases, including neurological disorders, cancer, and viral infection, making them excellent candidates for pharmacological intervention. Drug discovery campaigns against DUBs require enzymatic deubiquitination assays amenable for high-throughput screening (HTS). Although several DUB substrates and assays have been developed in recent years, they are largely limited to recombinantly purified DUBs. Many DUBs are large multidomain proteins that are difficult to obtain recombinantly in sufficient quantities for HTS. Therefore, an assay that obviates the need of recombinant protein generation and also recapitulates a physiologically relevant environment is highly desirable. Such an assay will open doors for drug discovery against many therapeutically relevant, but currently inaccessible, DUBs. Here, we report a cell lysate DUB assay based on AlphaLISA technology for high throughput screening. This assay platform uses a biotin-tagged ubiquitin probe and a HA-tagged DUB expressed in human cells. The assay was validated and adapted to a 1536-well format, which enabled a screening against UCHL1 as proof of principle using a library of 15 000 compounds. We expect that the new platform can be readily adapted to other DUBs to allow the identification of more potent and selective small molecule inhibitors and chemical probes.
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Affiliation(s)
- Christine A. Ott
- Department
of Chemistry and Biochemistry, University of Delaware, 214A Drake
Hall, Newark, Delaware 19716, United States
| | - Bolormaa Baljinnyam
- National Center for Advancing Translational Sciences, NIH, Bethesda, Maryland 20892, United States
| | - Alexey V. Zakharov
- National Center for Advancing Translational Sciences, NIH, Bethesda, Maryland 20892, United States
| | - Ajit Jadhav
- National Center for Advancing Translational Sciences, NIH, Bethesda, Maryland 20892, United States
| | - Anton Simeonov
- National Center for Advancing Translational Sciences, NIH, Bethesda, Maryland 20892, United States
| | - Zhihao Zhuang
- Department
of Chemistry and Biochemistry, University of Delaware, 214A Drake
Hall, Newark, Delaware 19716, United States
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Xu D, Si Y, Meroueh SO. A Computational Investigation of Small-Molecule Engagement of Hot Spots at Protein-Protein Interaction Interfaces. J Chem Inf Model 2017; 57:2250-2272. [PMID: 28766941 DOI: 10.1021/acs.jcim.7b00181] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
The binding affinity of a protein-protein interaction is concentrated at amino acids known as hot spots. It has been suggested that small molecules disrupt protein-protein interactions by either (i) engaging receptor protein hot spots or (ii) mimicking hot spots of the protein ligand. Yet, no systematic studies have been done to explore how effectively existing small-molecule protein-protein interaction inhibitors mimic or engage hot spots at protein interfaces. Here, we employ explicit-solvent molecular dynamics simulations and end-point MM-GBSA free energy calculations to explore this question. We select 36 compounds for which high-quality binding affinity and cocrystal structures are available. Five complexes that belong to three classes of protein-protein interactions (primary, secondary, and tertiary) were considered, namely, BRD4•H4, XIAP•Smac, MDM2•p53, Bcl-xL•Bak, and IL-2•IL-2Rα. Computational alanine scanning using MM-GBSA identified hot-spot residues at the interface of these protein interactions. Decomposition energies compared the interaction of small molecules with individual receptor hot spots to those of the native protein ligand. Pharmacophore analysis was used to investigate how effectively small molecules mimic the position of hot spots of the protein ligand. Finally, we study whether small molecules mimic the effects of the native protein ligand on the receptor dynamics. Our results show that, in general, existing small-molecule inhibitors of protein-protein interactions do not optimally mimic protein-ligand hot spots, nor do they effectively engage protein receptor hot spots. The more effective use of hot spots in future drug design efforts may result in smaller compounds with higher ligand efficiencies that may lead to greater success in clinical trials.
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Affiliation(s)
- David Xu
- Department of BioHealth Informatics, Indiana University School of Informatics and Computing , Indianapolis, Indiana 46202, United States
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Gopinath P, Mahammed A, Eilon-Shaffer T, Nawatha M, Ohayon S, Shabat D, Gross Z, Brik A. Switching Futilepara-Quinone to Efficient Reactive Oxygen Species Generator: Ubiquitin-Specific Protease-2 Inhibition, Electrocatalysis, and Quantification. Chembiochem 2017. [DOI: 10.1002/cbic.201700330] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Pushparathinam Gopinath
- Schulich Faculty of Chemistry; Technion-Israel Institute of Technology; Haifa 3200008 Israel
| | - Atif Mahammed
- Schulich Faculty of Chemistry; Technion-Israel Institute of Technology; Haifa 3200008 Israel
| | - Tal Eilon-Shaffer
- School of Chemistry; Raymond and Beverly Sackler; Faculty of Exact Sciences; Tel Aviv University; Tel Aviv 69978 Israel
| | - Mickal Nawatha
- Schulich Faculty of Chemistry; Technion-Israel Institute of Technology; Haifa 3200008 Israel
| | - Shimrit Ohayon
- Schulich Faculty of Chemistry; Technion-Israel Institute of Technology; Haifa 3200008 Israel
| | - Doron Shabat
- School of Chemistry; Raymond and Beverly Sackler; Faculty of Exact Sciences; Tel Aviv University; Tel Aviv 69978 Israel
| | - Zeev Gross
- Schulich Faculty of Chemistry; Technion-Israel Institute of Technology; Haifa 3200008 Israel
| | - Ashraf Brik
- Schulich Faculty of Chemistry; Technion-Israel Institute of Technology; Haifa 3200008 Israel
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48
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Antanasijevic A, Hafeman NJ, Tundup S, Kingsley C, Mishra RK, Rong L, Manicassamy B, Wardrop D, Caffrey M. Stabilization and Improvement of a Promising Influenza Antiviral: Making a PAIN PAINless. ACS Infect Dis 2016; 2:608-615. [PMID: 27759373 DOI: 10.1021/acsinfecdis.6b00046] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The viral envelope protein hemagglutinin (HA) plays a critical role in influenza entry and thus is an attractive target for novel therapeutics. The small molecule tert-butylhydroquinone (TBHQ) has previously been shown to bind to HA and inhibit HA-mediated entry with low micromolar potency. However, enthusiasm for the use of TBHQ has diminished due to the compound's antioxidant properties. In this work we show that the antioxidant properties of TBHQ are not responsible for the inhibition of HA-mediated entry. In addition, we have performed a structure-activity relationship (SAR) analysis of TBHQ derivatives. We find that the most promising compound, 3-tert-butyl-4-methoxyphenol, exhibits enhanced potency (IC50 = 0.6 μM), decreased toxicity (CC50 = 340 μM), and increased stability (t1/2 > 48 h). Finally, we have characterized the binding properties of 3-tert-butyl-4-methoxyphenol using NMR and molecular dynamics to guide future efforts for chemical optimization.
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Affiliation(s)
- Aleksandar Antanasijevic
- Department of Biochemistry & Molecular Genetics, University of Illinois at Chicago, 900 South Ashland Avenue, Chicago, Illinois 60607, United States
| | - Nicholas J. Hafeman
- Department
of Chemistry, University of Illinois at Chicago, 845 West Taylor
Street, Chicago, Illinois 60607, United States
| | - Smanla Tundup
- Department
of Microbiology and Immunology, University of Chicago, 920 East
58th Street, Chicago, Illinois 60637, United States
| | - Carolyn Kingsley
- Department of Biochemistry & Molecular Genetics, University of Illinois at Chicago, 900 South Ashland Avenue, Chicago, Illinois 60607, United States
| | - Rama K. Mishra
- Center for Molecular Innovation and Drug Discovery, Northwestern University, 2135 Sheridan Road, Evanston, Illinois 60208, United States
| | - Lijun Rong
- Department of Microbiology & Immunology, University of Illinois at Chicago, 835 South Wolcott, Chicago, Illinois 60612, United States
| | - Balaji Manicassamy
- Department
of Microbiology and Immunology, University of Chicago, 920 East
58th Street, Chicago, Illinois 60637, United States
| | - Duncan Wardrop
- Department
of Chemistry, University of Illinois at Chicago, 845 West Taylor
Street, Chicago, Illinois 60607, United States
| | - Michael Caffrey
- Department of Biochemistry & Molecular Genetics, University of Illinois at Chicago, 900 South Ashland Avenue, Chicago, Illinois 60607, United States
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Fancher AT, Hua Y, Camarco DP, Close DA, Strock CJ, Johnston PA. Reconfiguring the AR-TIF2 Protein-Protein Interaction HCS Assay in Prostate Cancer Cells and Characterizing the Hits from a LOPAC Screen. Assay Drug Dev Technol 2016; 14:453-477. [PMID: 27606620 DOI: 10.1089/adt.2016.741] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
The continued activation of androgen receptor (AR) transcription and elevated expression of AR and transcriptional intermediary factor 2 (TIF2) coactivator observed in prostate cancer (CaP) recurrence and the development of castration-resistant CaP (CRPC) support a screening strategy for small-molecule inhibitors of AR-TIF2 protein-protein interactions (PPIs) to find new drug candidates. Small molecules can elicit tissue selective effects, because the cells of distinct tissues express different levels and cohorts of coregulatory proteins. We reconfigured the AR-TIF2 PPI biosensor (PPIB) assay in the PC-3 CaP cell line to determine whether AR modulators and hits from an AR-TIF2 PPIB screen conducted in U-2 OS cells would behave differently in the CaP cell background. Although we did not observe any significant differences in the compound responses between the assay performed in osteosarcoma and CaP cells, the U-2 OS AR-TIF2 PPIB assay would be more amenable to screening, because both the virus and cell culture demands are lower. We implemented a testing paradigm of counter-screens and secondary hit characterization assays that allowed us to identify and deprioritize hits that inhibited/disrupted AR-TIF2 PPIs and AR transcriptional activation (AR-TA) through antagonism of AR ligand binding or by non-specifically blocking nuclear receptor trafficking. Since AR-TIF2 PPI inhibitor/disruptor molecules act distally to AR ligand binding, they have the potential to modulate AR-TA in a cell-specific manner that is distinct from existing anti-androgen drugs, and to overcome the development of resistance to AR antagonism. We anticipate that the application of this testing paradigm to characterize the hits from an AR-TIF2 PPI high-content screening campaign will enable us to prioritize the AR-TIF2 PPI inhibitor/disruptor leads that have potential to be developed into novel therapeutics for CaP and CRPC.
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Affiliation(s)
- Ashley T Fancher
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Yun Hua
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - Daniel P Camarco
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | - David A Close
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania
| | | | - Paul A Johnston
- 1 Department of Pharmaceutical Sciences, School of Pharmacy, University of Pittsburgh , Pittsburgh, Pennsylvania.,3 University of Pittsburgh Cancer Institute , Pittsburgh, Pennsylvania
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McCullough CE, Marmorstein R. In Vitro Activity Assays for MYST Histone Acetyltransferases and Adaptation for High-Throughput Inhibitor Screening. Methods Enzymol 2016; 573:139-60. [PMID: 27372752 DOI: 10.1016/bs.mie.2016.01.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Lysine acetylation is a posttranslational modification that is carried out by acetyltransferases. The MYST proteins form the largest and most diverse family of acetyltransferases, which regulate gene expression, DNA repair, and cell cycle homeostasis, among other activities, by acetylating both histone and nonhistone proteins. This chapter will describe methods for the preparation and biochemical characterization of MYST family acetyltransferases, including protocols for the preparation of recombinant protein, enzyme assays for measuring steady-state parameters, and binding assays to measure cofactor and inhibitor binding. We also provide details on adapting these assays for high-throughput screening for small molecule MYST inhibitors. This chapter seeks to prepare researchers for some hurdles that they may encounter when studying the MYST proteins so that there may be better opportunity to plan appropriate controls and obtain high-quality data.
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Affiliation(s)
- C E McCullough
- University of Pennsylvania, Philadelphia, PA, United States
| | - R Marmorstein
- University of Pennsylvania, Philadelphia, PA, United States; Abramson Family Cancer Research Institute, Perelman School of Medicine at the University of Pennsylvania, Philadelphia, PA, United States.
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