1
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Glenn IS, Hall LN, Khalid MM, Ott M, Shoichet BK. Colloidal Aggregation Confounds Cell-Based Covid-19 Antiviral Screens. J Med Chem 2024; 67:10263-10274. [PMID: 38864383 PMCID: PMC11236530 DOI: 10.1021/acs.jmedchem.4c00597] [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: 06/13/2024]
Abstract
Colloidal aggregation is one of the largest contributors to false positives in early drug discovery. Here, we consider aggregation's role in cell-based infectivity assays in Covid-19 drug repurposing. We investigated the potential aggregation of 41 drug candidates reported as SARs-CoV-2 entry inhibitors. Of these, 17 formed colloidal particles by dynamic light scattering and exhibited detergent-dependent enzyme inhibition. To evaluate the impact of aggregation on antiviral efficacy in cells, we presaturated the colloidal drug suspensions with BSA or spun them down by centrifugation and measured the effects on spike pseudovirus infectivity. Antiviral potencies diminished by at least 10-fold following both BSA and centrifugation treatments, supporting a colloid-based mechanism. Aggregates induced puncta of the labeled spike protein in fluorescence microscopy, consistent with sequestration of the protein on the colloidal particles. These observations suggest that colloidal aggregation is common among cell-based antiviral drug repurposing and offers rapid counter-screens to detect and eliminate these artifacts.
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Affiliation(s)
- Isabella S Glenn
- Department of Pharmaceutical Chemistry, University of California San Francisco (UCSF), San Francisco, California 94143, United States
| | - Lauren N Hall
- Department of Pharmaceutical Chemistry, University of California San Francisco (UCSF), San Francisco, California 94143, United States
| | - Mir M Khalid
- Gladstone Institutes, San Francisco, California 94158, United States
- Department of Medicine, University of California, San Francisco, San Francisco, California 94158, United States
| | - Melanie Ott
- Gladstone Institutes, San Francisco, California 94158, United States
- Department of Medicine, University of California, San Francisco, San Francisco, California 94158, United States
- Chan Zuckerberg Biohub, San Francisco, California 94158, United States
| | - Brian K Shoichet
- Department of Pharmaceutical Chemistry, University of California San Francisco (UCSF), San Francisco, California 94143, United States
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2
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Heuser A, Abdul Rahman W, Bechter E, Blank J, Buhr S, Erdmann D, Fontana P, Mermet-Meillon F, Meyerhofer M, Strang R, Schrapp M, Zimmermann C, Cortes-Cros M, Möbitz H, Hamon J. Challenges for the Discovery of Non-Covalent WRN Helicase Inhibitors. ChemMedChem 2024; 19:e202300613. [PMID: 38334957 DOI: 10.1002/cmdc.202300613] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2023] [Revised: 02/06/2024] [Accepted: 02/07/2024] [Indexed: 02/10/2024]
Abstract
The Werner Syndrome RecQ helicase (WRN) is a synthetic lethal target of interest for the treatment of cancers with microsatellite instability (MSI). Different hit finding approaches were initially tested. The identification of WRN inhibitors proved challenging due to a high propensity for artefacts via protein interference, i. e., hits inhibiting WRN enzymatic activities through multiple, unspecific mechanisms. Previously published WRN Helicase inhibitors (ML216, NSC19630 or NSC617145) were characterized in an extensive set of biochemical and biophysical assays and could be ruled out as specific WRN helicase probes. More innovative screening strategies need to be developed for successful drug discovery of non-covalent WRN helicase inhibitors.
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Affiliation(s)
- Alisa Heuser
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | | | - Elisabeth Bechter
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Jutta Blank
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Sylvia Buhr
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Dirk Erdmann
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Patrizia Fontana
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | | | - Marco Meyerhofer
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Ross Strang
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Maxime Schrapp
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | | | - Marta Cortes-Cros
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Henrik Möbitz
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
| | - Jacques Hamon
- Novartis Biomedical Research, Novartis Campus, CH-4056, Basel, Switzerland
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3
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Bhat R, Khanday MA. Traveling wave solution and the stability of critical points of an enzyme-inhibitor system under diffusion effects: with special reference to dimer molecule. Comput Methods Biomech Biomed Engin 2024:1-7. [PMID: 38321971 DOI: 10.1080/10255842.2024.2311321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Accepted: 01/21/2024] [Indexed: 02/08/2024]
Abstract
Enzymes are absolutely essential biological catalysts in human body that catalyze all cellular processes in physiological network. However, there are certain low molecular weight chemical compounds known as inhibitors, that reduce or completely inhibit the enzyme catalytic activity. Mathematical modeling plays a key role in the control and stability of metabolic enzyme inhibition. Enzyme stability is an important issue for protein engineers, because of its great importance and impact on optimal utility of material in biological tissues. In this outlook, we have first determined the existence of traveling wave solution for the enzyme-inhibitor system and then emphasized the stability of critical points that arise in the reactions. The study of traveling wave solution of an enzyme-inhibitor system with reaction diffusion equations involve quite complex mathematical analysis. The results obtained in this model indicate that the traveling wave solution may give a well explained method for improving enzyme kinetic stability. The present study will be helpful in understanding the stability of critical points of an enzyme-inhibitor system to give an idea about the inhibition of less stable enzymes. Moreover, the role of diffusion on the enzyme activity has been exhaustively discussed using mathematical tools related to eigen values and eigen function analysis.
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Affiliation(s)
- Roohi Bhat
- Department of Mathematics, University of Kashmir, Srinagar, India
- Department of Mathematics, School of Chemical Engineering and Physical Sciences, Lovely Professional University, Phagwara, Punjab
| | - M A Khanday
- Department of Mathematics, University of Kashmir, Srinagar, India
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4
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Malakoutikhah M, Mahran R, Gooran N, Masoumi A, Lundell K, Liljeblad A, Guiley K, Dai S, Zheng Q, Zhu L, Shokat KM, Kopra K, Härmä H. Nanomolar Protein Thermal Profiling with Modified Cyanine Dyes. Anal Chem 2023; 95:18344-18351. [PMID: 38060502 PMCID: PMC10733900 DOI: 10.1021/acs.analchem.3c02844] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Revised: 11/15/2023] [Accepted: 11/17/2023] [Indexed: 12/20/2023]
Abstract
Protein properties and interactions have been widely investigated by using external labels. However, the micromolar sensitivity of the current dyes limits their applicability due to the high material consumption and assay cost. In response to this challenge, we synthesized a series of cyanine5 (Cy5) dye-based quencher molecules to develop an external dye technique to probe proteins at the nanomolar protein level in a high-throughput one-step assay format. Several families of Cy5 dye-based quenchers with ring and/or side-chain modifications were designed and synthesized by introducing organic small molecules or peptides. Our results showed that steric hindrance and electrostatic interactions are more important than hydrophobicity in the interaction between the luminescent negatively charged europium-chelate-labeled peptide (Eu-probe) and the quencher molecules. The presence of substituents on the quencher indolenine rings reduces their quenching property, whereas the increased positive charge on the indolenine side chain improved the interaction between the quenchers and the luminescent compound. The designed quencher structures entirely altered the dynamics of the Eu-probe (protein-probe) for studying protein stability and interactions, as we were able to reduce the quencher concentration 100-fold. Moreover, the new quencher molecules allowed us to conduct the experiments using neutral buffer conditions, known as the peptide-probe assay. These improvements enabled us to apply the method in a one-step format for nanomolar protein-ligand interaction and protein profiling studies instead of the previously developed two-step protocol. These improvements provide a faster and simpler method with lower material consumption.
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Affiliation(s)
| | - Randa Mahran
- Department
of Chemistry, University of Turku, Henrikinkatu 2, 20500 Turku, Finland
| | - Negin Gooran
- Department
of Chemistry, University of Turku, Henrikinkatu 2, 20500 Turku, Finland
| | - Ahmadreza Masoumi
- Department
of Chemistry, University of Turku, Henrikinkatu 2, 20500 Turku, Finland
| | - Katri Lundell
- Laboratory
of Synthetic Drug Chemistry, Institute of Biomedicine, University of Turku, Kiinamyllynkatu 10, FI-20520 Turku, Finland
| | - Arto Liljeblad
- Laboratory
of Synthetic Drug Chemistry, Institute of Biomedicine, University of Turku, Kiinamyllynkatu 10, FI-20520 Turku, Finland
| | - Keelan Guiley
- Department
of Cellular and Molecular Pharmacology and Howard Hughes Medical Institute, University of California, San Francisco, California 94158, United States
- Current
address: Rezo Therapeutics, Inc., San Francisco, California 94158, United States
| | - Shizhong Dai
- Department
of Cellular and Molecular Pharmacology and Howard Hughes Medical Institute, University of California, San Francisco, California 94158, United States
- Current
address: Department of Genetics, Stanford
University, Stanford, California 94305, United States
| | - Qinheng Zheng
- Department
of Cellular and Molecular Pharmacology and Howard Hughes Medical Institute, University of California, San Francisco, California 94158, United States
| | - Lawrence Zhu
- Department
of Cellular and Molecular Pharmacology and Howard Hughes Medical Institute, University of California, San Francisco, California 94158, United States
| | - Kevan M. Shokat
- Department
of Cellular and Molecular Pharmacology and Howard Hughes Medical Institute, University of California, San Francisco, California 94158, United States
| | - Kari Kopra
- Department
of Chemistry, University of Turku, Henrikinkatu 2, 20500 Turku, Finland
| | - Harri Härmä
- Department
of Chemistry, University of Turku, Henrikinkatu 2, 20500 Turku, Finland
- Department
of Cellular and Molecular Pharmacology and Howard Hughes Medical Institute, University of California, San Francisco, California 94158, United States
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5
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Ahmed DM, Sanders DAR. Unraveling the unexpected aggregation behavior of Pyrazole-Based compounds Targeting Mycobacterium tuberculosis UDP-Galactopyranose mutase. Bioorg Med Chem 2023; 94:117466. [PMID: 37722298 DOI: 10.1016/j.bmc.2023.117466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/16/2023] [Revised: 07/24/2023] [Accepted: 09/04/2023] [Indexed: 09/20/2023]
Abstract
A pyrazole-based compound, MS208, was previously identified as an inhibitor of UDP-Galactopyranose Mutase from Mycobacterium tuberculosis (MtUGM). Targeting this enzyme is a novel therapeutic strategy for the development of new antituberculosis agents because MtUGM is an essential enzyme for the bacterial cell wall synthesis and it is not present in human. It was proposed that MS208 targets an allosteric site in MtUGM as MS208 followed a mixed inhibition model. DA10, an MS208 analogue, showed competitive inhibition rather than mixed inhibition. In this paper, we have used an integrated biophysical approach, including thermal shift assays, dynamic light scattering and nuclear magnetic resonance experiments, to show that MS208 and many analogues displayed unexpected aggregation behavior against MtUGM.
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Affiliation(s)
- Dalia M Ahmed
- Department of Chemistry, University of Saskatchewan, 110 Science Place, Saskatoon, Saskatchewan, S7N 5C9, Canada; Pharmaceutical Chemistry Department, Faculty of Pharmacy, Ain Shams University, Abassia 11566, Cairo, Egypt
| | - David A R Sanders
- Department of Chemistry, University of Saskatchewan, 110 Science Place, Saskatoon, Saskatchewan, S7N 5C9, Canada.
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6
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Scaffa PMC, Kendall A, Icimoto MY, Fugolin APP, Logan MG, DeVito-Moraes AG, Lewis SH, Zhang H, Wu H, Pfeifer CS. The potential use of glycosyl-transferase inhibitors for targeted reduction of S. mutans biofilms in dental materials. Sci Rep 2023; 13:11889. [PMID: 37482546 PMCID: PMC10363545 DOI: 10.1038/s41598-023-39125-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2023] [Accepted: 07/20/2023] [Indexed: 07/25/2023] Open
Abstract
Streptococcus mutans is the primary oral caries-forming bacteria, adept at producing "sticky" biofilms via the synthesis of insoluble extracellular polysaccharides (EPS), catalyzed by glucosyltransferases (GTFs). To circumvent the use of broad-spectrum antibiotics to combat these bacteria, this study sought to modify existing EPS-targeting small molecules with the ultimate goal of producing anti-biofilm polymer surfaces specifically targeting S. mutans. To achieve this, a known GTF inhibitor (G43) was modified with methoxy or tetraethyleneglycol substitutions in different positions (nine derivatives, tested at 50-µM) to pinpoint potential sites for future methacrylate functionalization, and then assessed against single-species S. mutans biofilms. As expected, the compounds did not diminish the bacterial viability. In general, the compounds with methoxy substitution were not effective in reducing EPS formation, whereas the tetraethyleneglycol substitution (G43-C3-TEG) led to a decrease in the concentration of insoluble EPS, although the effect is less pronounced than for the parent G43. This aligns with the reduced GTF-C activity observed at different concentrations of G43-C3-TEG, as well as the consequent decrease in EPS formation, and notable structural changes. In summary, this study determined that G43-C3-TEG is non-bactericidal and can selectively reduce the biofilm formation, by decreasing the production of EPS. This molecule will serve to functionalize surfaces of materials to be tested in future research.
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Affiliation(s)
- Polliana Mendes Candia Scaffa
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Alexander Kendall
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Marcelo Yudi Icimoto
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
- Department of Biophysics, Federal University of Sao Paulo, UNIFESP-EPM, R. Sena Madureira, 1500, Sao Paulo, SP, 04021-001, Brazil
| | - Ana Paula Piovezan Fugolin
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Matthew G Logan
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Andre G DeVito-Moraes
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Steven H Lewis
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Hua Zhang
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Hui Wu
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA
| | - Carmem S Pfeifer
- Division of Biomaterial and Biomedical Sciences, Department of Oral Rehabilitation and Biosciences, Oregon Health & Science University, OHSU, 2730 S Moody Ave., Portland, OR, 97201, USA.
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7
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Szal T, Chauhan SS, Lewe P, Rachad FZ, Madre M, Paunina L, Witt S, Parthasarathi R, Windshügel B. Efflux Pump-Binding 4(3-Aminocyclobutyl)Pyrimidin-2-Amines Are Colloidal Aggregators. Biomolecules 2023; 13:1000. [PMID: 37371580 DOI: 10.3390/biom13061000] [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: 02/14/2023] [Revised: 06/02/2023] [Accepted: 06/14/2023] [Indexed: 06/29/2023] Open
Abstract
Efflux pumps are a relevant factor in antimicrobial resistance. In E. coli, the tripartite efflux pump AcrAB-TolC removes a chemically diverse set of antibiotics from the bacterium. Therefore, small molecules interfering with efflux pump function are considered adjuvants for improving antimicrobial therapies. Several compounds targeting the periplasmic adapter protein AcrA and the efflux pump AcrB have been identified to act synergistically with different antibiotics. Among those, several 4(3-aminocyclobutyl)pyrimidin-2-amines have been shown to bind to both proteins. In this study, we intended to identify analogs of these substances with improved binding affinity to AcrA using virtual screening followed by experimental validation. While we succeeded in identifying several compounds showing a synergistic effect with erythromycin on E. coli, biophysical studies suggested that 4(3-aminocyclobutyl)pyrimidin-2-amines form colloidal aggregates that do not bind specifically to AcrA. Therefore, these substances are not suited for further development. Our study emphasizes the importance of implementing additional control experiments to identify aggregators among bioactive compounds.
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Affiliation(s)
- Tania Szal
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Discovery Research ScreeningPort, 22525 Hamburg, Germany
- School of Science, Constructor University, 28759 Bremen, Germany
| | - Shweta Singh Chauhan
- Computational Toxicology Facility, Toxicoinformatics & Industrial Research CSIR-Indian Institute of Toxicology Research, Vishvigyan Bhavan, 31, Mahatma Gandhi Marg, Lucknow 226001, Uttar Pradesh, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Philipp Lewe
- Centre for Structural Systems Biology (CSSB), University Medical Center Hamburg-Eppendorf (UKE), 22607 Hamburg, Germany
| | - Fatima-Zahra Rachad
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Discovery Research ScreeningPort, 22525 Hamburg, Germany
| | - Marina Madre
- Latvian Institute of Organic Synthesis, LV-1006 Riga, Latvia
| | - Laura Paunina
- Latvian Institute of Organic Synthesis, LV-1006 Riga, Latvia
| | - Susanne Witt
- Centre for Structural Systems Biology (CSSB), University Medical Center Hamburg-Eppendorf (UKE), 22607 Hamburg, Germany
| | - Ramakrishnan Parthasarathi
- Computational Toxicology Facility, Toxicoinformatics & Industrial Research CSIR-Indian Institute of Toxicology Research, Vishvigyan Bhavan, 31, Mahatma Gandhi Marg, Lucknow 226001, Uttar Pradesh, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad 201002, Uttar Pradesh, India
| | - Björn Windshügel
- Fraunhofer Institute for Translational Medicine and Pharmacology ITMP, Discovery Research ScreeningPort, 22525 Hamburg, Germany
- School of Science, Constructor University, 28759 Bremen, Germany
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8
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Pidugu LS, Servius HW, Sevdalis SE, Cook ME, Varney KM, Pozharski E, Drohat AC. Characterizing inhibitors of human AP endonuclease 1. PLoS One 2023; 18:e0280526. [PMID: 36652434 PMCID: PMC9847973 DOI: 10.1371/journal.pone.0280526] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2022] [Accepted: 12/30/2022] [Indexed: 01/19/2023] Open
Abstract
AP endonuclease 1 (APE1) processes DNA lesions including apurinic/apyrimidinic sites and 3´-blocking groups, mediating base excision repair and single strand break repair. Much effort has focused on developing specific inhibitors of APE1, which could have important applications in basic research and potentially lead to clinical anticancer agents. We used structural, biophysical, and biochemical methods to characterize several reported inhibitors, including 7-nitroindole-2-carboxylic acid (CRT0044876), given its small size, reported potency, and widespread use for studying APE1. Intriguingly, NMR chemical shift perturbation (CSP) experiments show that CRT0044876 and three similar indole-2-carboxylic acids bind a pocket distal from the APE1 active site. A crystal structure confirms these findings and defines the pose for 5-nitroindole-2-carboxylic acid. However, dynamic light scattering experiments show the indole compounds form colloidal aggregates that could bind (sequester) APE1, causing nonspecific inhibition. Endonuclease assays show the compounds lack significant APE1 inhibition under conditions (detergent) that disrupt aggregation. Thus, binding of the indole-2-carboxylic acids at the remote pocket does not inhibit APE1 repair activity. Myricetin also forms aggregates and lacks APE1 inhibition under aggregate-disrupting conditions. Two other reported compounds (MLS000552981, MLS000419194) inhibit APE1 in vitro with low micromolar IC50 and do not appear to aggregate in this concentration range. However, NMR CSP experiments indicate the compounds do not bind specifically to apo- or Mg2+-bound APE1, pointing to a non-specific mode of inhibition, possibly DNA binding. Our results highlight methods for rigorous interrogation of putative APE1 inhibitors and should facilitate future efforts to discover compounds that specifically inhibit this important repair enzyme.
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Affiliation(s)
- Lakshmi S. Pidugu
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Hardler W. Servius
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Spiridon E. Sevdalis
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Mary E. Cook
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Kristen M. Varney
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
| | - Edwin Pozharski
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
- Center for Biomolecular Therapeutics, Institute for Bioscience and Biotechnology Research, Rockville, Maryland, United States of America
- * E-mail: (EP); (ACD)
| | - Alexander C. Drohat
- Department of Biochemistry and Molecular Biology, University of Maryland School of Medicine, Baltimore, Maryland, United States of America
- * E-mail: (EP); (ACD)
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9
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Controlling amyloid formation of intrinsically disordered proteins and peptides: slowing down or speeding up? Essays Biochem 2022; 66:959-975. [PMID: 35975807 DOI: 10.1042/ebc20220046] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 08/04/2022] [Accepted: 08/08/2022] [Indexed: 12/30/2022]
Abstract
The pathological assembly of intrinsically disordered proteins/peptides (IDPs) into amyloid fibrils is associated with a range of human pathologies, including neurodegeneration, metabolic diseases and systemic amyloidosis. These debilitating disorders affect hundreds of millions of people worldwide, and the number of people affected is increasing sharply. However, the discovery of therapeutic agents has been immensely challenging largely because of (i) the diverse number of aggregation pathways and the multi-conformational and transient nature of the related proteins or peptides and (ii) the under-development of experimental pipelines for the identification of disease-modifying molecules and their mode-of-action. Here, we describe current approaches used in the search for small-molecule modulators able to control or arrest amyloid formation commencing from IDPs and review recently reported accelerators and inhibitors of amyloid formation for this class of proteins. We compare their targets, mode-of-action and effects on amyloid-associated cytotoxicity. Recent successes in the control of IDP-associated amyloid formation using small molecules highlight exciting possibilities for future intervention in protein-misfolding diseases, despite the challenges of targeting these highly dynamic precursors of amyloid assembly.
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10
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Yarnall MT, Kim SH, Korntner S, Bishop AC. Destabilization of the SHP2 and SHP1 protein tyrosine phosphatase domains by a non-conserved "backdoor" cysteine. Biochem Biophys Rep 2022; 32:101370. [PMID: 36275931 PMCID: PMC9578986 DOI: 10.1016/j.bbrep.2022.101370] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 10/11/2022] [Accepted: 10/11/2022] [Indexed: 11/06/2022] Open
Abstract
Protein tyrosine phosphatases (PTPs) are critical regulators of cellular signal transduction that catalyze the hydrolytic dephosphorylation of phosphotyrosine in substrate proteins. Among several conserved features in classical PTP domains are an active-site cysteine residue that is necessary for catalysis and a "backdoor" cysteine residue that can serve to protect the active-site cysteine from irreversible oxidation. Curiously, two biologically important phosphatases, Src homology domain-containing PTPs 2 and 1 (SHP2 and SHP1), each contain an additional backdoor cysteine residue at a position of the PTP domain that is occupied by proline in almost all other classical PTPs (position 333 in human SHP2 numbering). Here we show that the presence of cysteine 333 significantly destabilizes the fold of the PTP domains in the SHPs. We find that replacement of cysteine 333 with proline confers increased thermal stability on the SHP2 and SHP1 PTP domains, as measured by temperature-dependent activity assays and differential scanning fluorimetry. Conversely, we show that substantial destabilization of the PTP-domain fold is conferred by introduction of a non-natural cysteine residue in a non-SHP PTP that contains proline at the 333 position. It has previously been suggested that the extra backdoor cysteine of the SHP PTPs may work in tandem with the conserved backdoor cysteine to provide protection from irreversible oxidative enzyme inactivation. If so, our current results suggest that, during the course of mammalian evolution, the SHP proteins have developed extra protection from oxidation at the cost of the thermal instability that is conferred by the presence of their PTP domains' second backdoor cysteine.
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Affiliation(s)
| | - Sean H. Kim
- Amherst College, Department of Chemistry, Amherst, MA, 01002, USA
| | - Samuel Korntner
- Amherst College, Department of Chemistry, Amherst, MA, 01002, USA
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11
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Yazdi AK, Pakarian P, Perveen S, Hajian T, Santhakumar V, Bolotokova A, Li F, Vedadi M. Kinetic Characterization of SARS-CoV-2 nsp13 ATPase Activity and Discovery of Small-Molecule Inhibitors. ACS Infect Dis 2022; 8:1533-1542. [PMID: 35822715 PMCID: PMC9305828 DOI: 10.1021/acsinfecdis.2c00165] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Indexed: 11/29/2022]
Abstract
SARS-CoV-2 non-structural protein 13 (nsp13) is a highly conserved helicase and RNA 5'-triphosphatase. It uses the energy derived from the hydrolysis of nucleoside triphosphates for directional movement along the nucleic acids and promotes the unwinding of double-stranded nucleic acids. Nsp13 is essential for replication and propagation of all human and non-human coronaviruses. Combined with its defined nucleotide binding site and druggability, nsp13 is one of the most promising candidates for the development of pan-coronavirus therapeutics. Here, we report the development and optimization of bioluminescence assays for kinetic characterization of nsp13 ATPase activity in the presence and absence of single-stranded DNA. Screening of a library of 5000 small molecules in the presence of single-stranded DNA resulted in the discovery of six nsp13 small-molecule inhibitors with IC50 values ranging from 6 ± 0.5 to 50 ± 6 μM. In addition to providing validated methods for high-throughput screening of nsp13 in drug discovery campaigns, the reproducible screening hits we present here could potentially be chemistry starting points toward the development of more potent and selective nsp13 inhibitors, enabling the discovery of antiviral therapeutics.
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Affiliation(s)
| | - Paknoosh Pakarian
- Structural Genomics Consortium,
University of Toronto, Toronto, Ontario M5G 1L7,
Canada
| | - Sumera Perveen
- Structural Genomics Consortium,
University of Toronto, Toronto, Ontario M5G 1L7,
Canada
| | - Taraneh Hajian
- Structural Genomics Consortium,
University of Toronto, Toronto, Ontario M5G 1L7,
Canada
| | | | - Albina Bolotokova
- Structural Genomics Consortium,
University of Toronto, Toronto, Ontario M5G 1L7,
Canada
| | - Fengling Li
- Structural Genomics Consortium,
University of Toronto, Toronto, Ontario M5G 1L7,
Canada
| | - Masoud Vedadi
- Structural Genomics Consortium,
University of Toronto, Toronto, Ontario M5G 1L7,
Canada
- Department of Pharmacology and Toxicology,
University of Toronto, Toronto, Ontario M5S 1A8,
Canada
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12
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Quinn JG. A rebinding-assay for measuring extreme kinetics using label-free biosensors. Sci Rep 2021; 11:8301. [PMID: 33859320 PMCID: PMC8050309 DOI: 10.1038/s41598-021-87880-x] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 04/06/2021] [Indexed: 12/25/2022] Open
Abstract
In vitro kinetic measurements allow mechanistic characterization of binding interactions and are particularly valuable throughout drug discovery, from confirmation of on-target binding in early discovery to fine-tuning of drug-binding properties in pre-clinical development. Early chemical matter often exhibits transient kinetics, which remain challenging to measure in a routine drug discovery setting. For example, characterization of irreversible inhibitors has classically relied on the alkylation rate constant, yet this metric fails to resolve its fundamental constituent rate constants, which drive reversible binding kinetics and affinity complex inactivation. In other cases, extremely rapid association processes, which can approach the diffusion limit, also remain challenging to measure. To address these limitations, a practical kinetic rebinding assay is introduced that may be applied for kinetic screening and characterization of compounds. The new capabilities afforded by this probe-based assay emerge from mixed-phase partitioning in a flow-injection configuration and have been implemented using label-free biosensing. A finite element analysis-based biosensor model, simulating inhibition of rebinding within a crowded hydrogel milieu, provided surrogate test data that enabled development and validation of an algebraic model for estimation of kinetic interaction constants. An experimental proof-of-principle demonstrating estimation of the association rate constant, decoupled from the dissociation process, provided further validation.
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Affiliation(s)
- John G Quinn
- Biophysical Group, Biochemical and Cellular Pharmacology, Genentech Inc., 1 DNA Way, South San Francisco, CA, 94080, USA.
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13
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Lak P, O'Donnell H, Du X, Jacobson MP, Shoichet BK. A Crowding Barrier to Protein Inhibition in Colloidal Aggregates. J Med Chem 2021; 64:4109-4116. [PMID: 33761256 DOI: 10.1021/acs.jmedchem.0c02253] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Small molecule colloidal aggregates adsorb and partially denature proteins, inhibiting them artifactually. Oddly, this inhibition is typically time-dependent. Two mechanisms might explain this: low concentrations of the colloid and enzyme might mean low encounter rates, or colloid-based protein denaturation might impose a kinetic barrier. These two mechanisms should have different concentration dependencies. Perplexingly, when enzyme concentration was increased, incubation times actually lengthened, inconsistent with both models and with classical chemical kinetics of solution species. We therefore considered molecular crowding, where colloids with lower protein surface density demand a shorter incubation time than more crowded colloids. To test this, we grew and shrank colloid surface area. As the surface area shrank, the incubation time lengthened, while as it increased, the converse was true. These observations support a crowding effect on protein binding to colloidal aggregates. Implications for drug delivery and for detecting aggregation-based inhibition will be discussed.
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Affiliation(s)
- Parnian Lak
- Department of Pharmaceutical Chemistry, University of California, San Francisco, 1700 Fourth Street, San Francisco, California 94143-2550, United States
| | - Henry O'Donnell
- Department of Pharmaceutical Chemistry, University of California, San Francisco, 1700 Fourth Street, San Francisco, California 94143-2550, United States
| | - Xuewen Du
- Department of Pharmaceutical Chemistry, University of California, San Francisco, 1700 Fourth Street, San Francisco, California 94143-2550, United States
| | - Matthew P Jacobson
- Department of Pharmaceutical Chemistry, University of California, San Francisco, 1700 Fourth Street, San Francisco, California 94143-2550, United States
| | - Brian K Shoichet
- Department of Pharmaceutical Chemistry, University of California, San Francisco, 1700 Fourth Street, San Francisco, California 94143-2550, United States
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14
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Mayasich SA, Korte JJ, Denny JS, Hartig PC, Olker JH, DeGoey P, O'Flanagan J, Degitz SJ, Hornung MW. Xenopus laevis and human type 3 iodothyronine deiodinase enzyme cross-species sensitivity to inhibition by ToxCast chemicals. Toxicol In Vitro 2021; 73:105141. [PMID: 33713820 DOI: 10.1016/j.tiv.2021.105141] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2020] [Revised: 02/12/2021] [Accepted: 03/08/2021] [Indexed: 11/15/2022]
Abstract
Deiodinase enzymes are critical for tissue-specific and temporal control of activation or inactivation of thyroid hormones during vertebrate development, including amphibian metamorphosis. We previously screened ToxCast chemicals for inhibitory activity toward human recombinant Type 3 iodothyronine deiodinase enzyme (hDIO3) and subsequently produced Xenopus laevis recombinant dio3 enzyme (Xldio3) with the goals to identify specific chemical inhibitors of Xldio3, to evaluate cross-species sensitivity and explore whether the human assay results are predictive of the amphibian. We identified a subset of 356 chemicals screened against hDIO3 to test against Xldio3, initially at a single concentration (200 μM), and further tested 79 in concentration-response mode. Most chemicals had IC50 values lower for hDIO3 than for Xldio3 and many had steep Hill slopes (a potential indication of non-specific inhibition). However, eight of the most potent chemicals are likely specific inhibitors, with IC50 values of 14 μM or less, Hill slopes near -1 and curves not significantly different between species likely due to conservation of catalytically active amino acids. Controlling for assay conditions, human in vitro screening results can be predictive of activity in the amphibian assay. This study lays the groundwork for future studies using recombinant non-mammalian proteins to test cross-species sensitivity to chemicals. DISCLAIMER: The views expressed in this paper are those of the authors and do not necessarily reflect the views or policies of the U.S. Environmental Protection Agency. Mention of trade names or commercial products does not constitute endorsement or recommendation for use.
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Affiliation(s)
- Sally A Mayasich
- Oak Ridge Institute for Science and Education, Oak Ridge, TN, USA; Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA
| | - Joseph J Korte
- Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA
| | - Jeffrey S Denny
- Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA
| | - Phillip C Hartig
- Public Health and Integrated Toxicology Division, Center for Public Health and Environmental Assessment, Office of Research and Development, U.S. Environmental Protection Agency, Research Triangle Park, NC, USA
| | - Jennifer H Olker
- Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA
| | - Philip DeGoey
- Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA
| | - Joseph O'Flanagan
- Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA; Oak Ridge Associated Universities, Oak Ridge, TN, USA
| | - Sigmund J Degitz
- Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA
| | - Michael W Hornung
- Great Lakes Toxicology and Ecology Division, Center for Computational Toxicology and Ecology, Office of Research and Development, U.S. Environmental Protection Agency, Duluth, MN, USA.
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15
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Kim JY, Plaman BA, Bishop AC. Targeting a Pathogenic Cysteine Mutation: Discovery of a Specific Inhibitor of Y279C SHP2. Biochemistry 2020; 59:3498-3507. [PMID: 32871078 PMCID: PMC7891893 DOI: 10.1021/acs.biochem.0c00471] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
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An
intriguing challenge of drug discovery is targeting pathogenic
mutant proteins that differ from their wild-type counterparts by only
a single amino acid. In particular, pathogenic cysteine mutations
afford promising opportunities for mutant-specific drug discovery,
due to the unique reactivity of cysteine’s sulfhydryl-containing
side chain. Here we describe the first directed discovery effort targeting
a pathogenic cysteine mutant of a protein tyrosine phosphatase (PTP),
namely Y279C Src-homology-2-containing PTP 2 (SHP2), which has been
causatively linked to the developmental disorder Noonan syndrome with
multiple lentigines (NSML). Through a screen of commercially available
compounds that contain cysteine-reactive functional groups, we have
discovered a small-molecule inhibitor of Y279C SHP2 (compound 99; IC50 ≈ 6 μM) that has no appreciable
effect on the phosphatase activity of wild-type SHP2 or that of other
homologous PTPs (IC50 ≫ 100 μM). Compound 99 exerts its specific inhibitory effect through irreversible
engagement of Y279C SHP2’s pathogenic cysteine residue in a
manner that is time-dependent, is substrate-independent, and persists
in the context of a complex proteome. To the best of our knowledge, 99 is the first specific ligand of a disease-causing PTP mutant
to be identified. This study therefore provides both a starting point
for the development of NSML-directed therapeutic agents and a precedent
for the identification of mutant-specific inhibitors of other pathogenic
PTP mutants.
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Affiliation(s)
- Jenny Y Kim
- Department of Chemistry, Amherst College, Amherst, Massachusetts 01002, United States
| | - Bailey A Plaman
- Department of Chemistry, Amherst College, Amherst, Massachusetts 01002, United States
| | - Anthony C Bishop
- Department of Chemistry, Amherst College, Amherst, Massachusetts 01002, United States
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16
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García‐Marín J, Griera M, Sánchez‐Alonso P, Di Geronimo B, Mendicuti F, Rodríguez‐Puyol M, Alajarín R, Pascual‐Teresa B, Vaquero JJ, Rodríguez‐Puyol D. Pyrrolo[1,2‐
a
]quinoxalines: Insulin Mimetics that Exhibit Potent and Selective Inhibition against Protein Tyrosine Phosphatase 1B. ChemMedChem 2020; 15:1788-1801. [DOI: 10.1002/cmdc.202000446] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2020] [Revised: 07/29/2020] [Indexed: 12/29/2022]
Affiliation(s)
- Javier García‐Marín
- Departamento de Química Orgánica y Química Inorgánica Universidad de Alcalá 28805 Alcalá de Henares Spain
- Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) Ctra. Colmenar Viejo, km. 9100 28034 Madrid Spain
- Instituto de Investigación Química Andrés M. del Río Facultad de Farmacia Universidad de Alcalá 28805 Alcalá de Henares Spain
| | - Mercedes Griera
- Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) Ctra. Colmenar Viejo, km. 9100 28034 Madrid Spain
- Departamento de Biología de Sistemas Universidad de Alcalá 28805 Alcalá de Henares Spain
| | - Patricia Sánchez‐Alonso
- Departamento de Química Orgánica y Química Inorgánica Universidad de Alcalá 28805 Alcalá de Henares Spain
| | - Bruno Di Geronimo
- Departamento de Química y Bioquímica Facultad de Farmacia Universidad San Pablo CEU 28925 Alcorcón Spain
| | - Francisco Mendicuti
- Departamento de Química Analítica Química Física e Ingeniería Química Universidad de Alcalá 28805 Alcalá de Henares Spain
- Instituto de Investigación Química Andrés M. del Río Facultad de Farmacia Universidad de Alcalá 28805 Alcalá de Henares Spain
| | - Manuel Rodríguez‐Puyol
- Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) Ctra. Colmenar Viejo, km. 9100 28034 Madrid Spain
- Departamento de Biología de Sistemas Universidad de Alcalá 28805 Alcalá de Henares Spain
| | - Ramón Alajarín
- Departamento de Química Orgánica y Química Inorgánica Universidad de Alcalá 28805 Alcalá de Henares Spain
- Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) Ctra. Colmenar Viejo, km. 9100 28034 Madrid Spain
- Instituto de Investigación Química Andrés M. del Río Facultad de Farmacia Universidad de Alcalá 28805 Alcalá de Henares Spain
| | - Beatriz Pascual‐Teresa
- Departamento de Química y Bioquímica Facultad de Farmacia Universidad San Pablo CEU 28925 Alcorcón Spain
| | - Juan J. Vaquero
- Departamento de Química Orgánica y Química Inorgánica Universidad de Alcalá 28805 Alcalá de Henares Spain
- Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) Ctra. Colmenar Viejo, km. 9100 28034 Madrid Spain
- Instituto de Investigación Química Andrés M. del Río Facultad de Farmacia Universidad de Alcalá 28805 Alcalá de Henares Spain
| | - Diego Rodríguez‐Puyol
- Instituto Ramón y Cajal de Investigación Sanitaria (IRYCIS) Ctra. Colmenar Viejo, km. 9100 28034 Madrid Spain
- Departamento de Biología de Sistemas Universidad de Alcalá 28805 Alcalá de Henares Spain
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17
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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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18
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Yang ZY, He JH, Lu AP, Hou TJ, Cao DS. Frequent hitters: nuisance artifacts in high-throughput screening. Drug Discov Today 2020; 25:657-667. [DOI: 10.1016/j.drudis.2020.01.014] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2019] [Revised: 12/28/2019] [Accepted: 01/16/2020] [Indexed: 11/27/2022]
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19
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Quinn JG, Steffek M, Bruning JM, Frommlet A, Mulvihill MM. Unlocking latent kinetic information from label-free binding. Sci Rep 2019; 9:18389. [PMID: 31804511 PMCID: PMC6895076 DOI: 10.1038/s41598-019-54485-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2019] [Accepted: 11/11/2019] [Indexed: 11/09/2022] Open
Abstract
Transient affinity binding interactions are central to life, composing the fundamental elements of biological networks including cell signaling, cell metabolism and gene regulation. Assigning a defined reaction mechanism to affinity binding interactions is critical to our understanding of the associated structure-function relationship, a cornerstone of biophysical characterization. Transient kinetics are currently measured using low throughput methods such as nuclear magnetic resonance, or stop-flow spectrometry-based techniques, which are not practical in many settings. In contrast, label-free biosensors measure reaction kinetics through direct binding, and with higher throughout, impacting life sciences with thousands of publications each year. Here we have developed a methodology enabling label-free biosensors to measure transient kinetic interactions towards providing a higher throughput approach suitable for mechanistic understanding of these processes. The methodology relies on hydrodynamic dispersion modeling of a smooth analyte gradient under conditions that maintain the quasi-steady-state boundary layer assumption. A transient peptide-protein interaction of relevance to drug discovery was analyzed thermodynamically using transition state theory and numerical simulations validated the approach over a wide range of operating conditions. The data establishes the technical feasibility of this approach to transient kinetic analyses supporting further development towards higher throughput applications in life science.
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Affiliation(s)
- John G Quinn
- Biophysical group, Biochemical and Cellular Pharmacology, Genentech, Inc., 1 DNA Way, South San Francisco, CA, 94080, USA.
| | - Micah Steffek
- Biophysical group, Biochemical and Cellular Pharmacology, Genentech, Inc., 1 DNA Way, South San Francisco, CA, 94080, USA
| | - John M Bruning
- Biophysical group, Biochemical and Cellular Pharmacology, Genentech, Inc., 1 DNA Way, South San Francisco, CA, 94080, USA
| | - Alexandra Frommlet
- Biophysical group, Biochemical and Cellular Pharmacology, Genentech, Inc., 1 DNA Way, South San Francisco, CA, 94080, USA
| | - Melinda M Mulvihill
- Biophysical group, Biochemical and Cellular Pharmacology, Genentech, Inc., 1 DNA Way, South San Francisco, CA, 94080, USA
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