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Wang TY, Rukundo JL, Mao Z, Krylov SN. Maximizing the Accuracy of Equilibrium Dissociation Constants for Affinity Complexes: From Theory to Practical Recommendations. ACS Chem Biol 2024; 19:1852-1867. [PMID: 39121869 DOI: 10.1021/acschembio.4c00259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/12/2024]
Abstract
The equilibrium dissociation constant (Kd) is a major characteristic of affinity complexes and one of the most frequently determined physicochemical parameters. Despite its significance, the values of Kd obtained for the same complex under similar conditions often exhibit considerable discrepancies and sometimes vary by orders of magnitude. These inconsistencies highlight the susceptibility of Kd determination to large systematic errors, even when random errors are small. It is imperative to both minimize and quantitatively assess the systematic errors inherent in Kd determination. Traditionally, Kd values are determined through nonlinear regression of binding isotherms. This analysis utilizes three variables: concentrations of two reactants and a fraction R of unbound limiting reactant. The systematic errors in Kd arise directly from systematic errors in these variables. Therefore, to maximize the accuracy of Kd, this study thoroughly analyzes the sources of systematic errors within the three variables, including (i) non-additive signals to calculate R, (ii) mis-calibrated experimental instruments, (iii) inaccurate calibration parameters, (iv) insufficient incubation time, (v) unsaturated binding isotherm, (vi) impurities in the reactants, and (vii) solute adsorption onto surfaces. Through this analysis, we illustrate how each source contributes to inaccuracies in the determination of Kd and propose strategies to minimize these contributions. Additionally, we introduce a method for quantitatively assessing the confidence intervals of systematic errors in concentrations, a crucial step toward quantitatively evaluating the accuracy of Kd. While presenting original findings, this paper also reiterates the fundamentals of Kd determination, hence guiding researchers across all proficiency levels. By shedding light on the sources of systematic errors and offering strategies for their mitigation, our work will help researchers enhance the accuracy of Kd determination, thereby making binding studies more reliable and the conclusions drawn from such studies more robust.
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Affiliation(s)
- Tong Ye Wang
- Department of Chemistry, York University, Toronto, Ontario M3J 1P3, Canada
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Jean-Luc Rukundo
- Department of Chemistry, York University, Toronto, Ontario M3J 1P3, Canada
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Zhiyuan Mao
- Department of Chemistry, York University, Toronto, Ontario M3J 1P3, Canada
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Sergey N Krylov
- Department of Chemistry, York University, Toronto, Ontario M3J 1P3, Canada
- Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
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2
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Morfa CJ, Bassoni D, Szabo A, McAnally D, Sharir H, Hood BL, Vasile S, Wehrman T, Lamerdin J, Smith LH. A Pharmacochaperone-Based High-Throughput Screening Assay for the Discovery of Chemical Probes of Orphan Receptors. Assay Drug Dev Technol 2018; 16:384-396. [PMID: 30251873 DOI: 10.1089/adt.2018.868] [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: 12/15/2022] Open
Abstract
G-protein-coupled receptors (GPCRs) have varying and diverse physiological roles, transmitting signals from a range of stimuli, including light, chemicals, peptides, and mechanical forces. More than 130 GPCRs are orphan receptors (i.e., their endogenous ligands are unknown), representing a large untapped reservoir of potential therapeutic targets for pharmaceutical intervention in a variety of diseases. Current deorphanization approaches are slow, laborious, and usually require some in-depth knowledge about the receptor pharmacology. In this study we describe a cell-based assay to identify small molecule probes of orphan receptors that requires no a priori knowledge of receptor pharmacology. Built upon the concept of pharmacochaperones, where cell-permeable small molecules facilitate the trafficking of mutant receptors to the plasma membrane, the simple and robust technology is readily accessible by most laboratories and is amenable to high-throughput screening. The assay consists of a target harboring a synthetic point mutation that causes retention of the target in the endoplasmic reticulum. Coupled with a beta-galactosidase enzyme-fragment complementation reporter system, the assay identifies compounds that act as pharmacochaperones causing forward trafficking of the mutant GPCR. The assay can identify compounds with varying mechanisms of action including agonists and antagonists. A universal positive control compound circumvents the need for a target-specific ligand. The veracity of the approach is demonstrated using the beta-2-adrenergic receptor. Together with other existing assay technologies to validate the signaling pathways and the specificity of ligands identified, this pharmacochaperone-based approach can accelerate the identification of ligands for these potentially therapeutically useful receptors.
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Affiliation(s)
- Camilo J Morfa
- 1 Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute at Lake Nona, Orlando, Florida
| | | | - Andras Szabo
- 1 Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute at Lake Nona, Orlando, Florida
| | - Danielle McAnally
- 1 Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute at Lake Nona, Orlando, Florida
| | - Haleli Sharir
- 1 Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute at Lake Nona, Orlando, Florida
| | - Becky L Hood
- 1 Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute at Lake Nona, Orlando, Florida
| | - Stefan Vasile
- 1 Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute at Lake Nona, Orlando, Florida
| | - Tom Wehrman
- 2 Eurofins DiscoverX Corporation , Fremont, California
| | - Jane Lamerdin
- 2 Eurofins DiscoverX Corporation , Fremont, California
| | - Layton H Smith
- 1 Conrad Prebys Center for Chemical Genomics, Sanford Burnham Prebys Medical Discovery Institute at Lake Nona, Orlando, Florida
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3
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Baksh MM, Finn M. An experimental check of backscattering interferometry. SENSORS AND ACTUATORS. B, CHEMICAL 2017; 243:977-981. [PMID: 28529409 PMCID: PMC5433263 DOI: 10.1016/j.snb.2016.12.055] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Backscattering interferometry (BSI) was used to determine the association constants for four well-known biomolecular interactions: protein A + IgG, trypsin + antitrypsin, trypsin + p-aminobenzamidine, and antithrombin + heparin. Each gave well-defined binding curves and Kd values in close agreement with published findings obtained using other techniques. These results stand in direct contrast to the claims in a 2015 publication in this journal (Discussion of "Back Scattering Interferometry revisited-a theoretical and experimental investigation" Jørgensen, T.M.; Jepsen, S.T.; Sørensen, H.S.; di Gennaro, A.K.; Kristensen, S.R. Sensors and Actuators B 2015, 220, 1328-1337, doi: 10.1016/j.snb.2015.06.121), thus invalidating the claim that BSI is unable to make measurements of this kind. The experimental details are discussed, and several potential sources of error in the previous publication are identified. No comments are made here on the discussion of the theoretical aspects of the BSI technique.
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4
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Syafrizayanti, Betzen C, Hoheisel JD, Kastelic D. Methods for analyzing and quantifying protein–protein interaction. Expert Rev Proteomics 2014; 11:107-20. [DOI: 10.1586/14789450.2014.875857] [Citation(s) in RCA: 30] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
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5
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Tiefenbrunn T, Forli S, Baksh MM, Chang MW, Happer M, Lin YC, Perryman AL, Rhee JK, Torbett BE, Olson AJ, Elder JH, Finn MG, Stout CD. Small molecule regulation of protein conformation by binding in the Flap of HIV protease. ACS Chem Biol 2013; 8:1223-31. [PMID: 23540839 DOI: 10.1021/cb300611p] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The fragment indole-6-carboxylic acid (1F1), previously identified as a flap site binder in a fragment-based screen against HIV protease (PR), has been cocrystallized with pepstatin-inhibited PR and with apo-PR. Another fragment, 3-indolepropionic acid (1F1-N), predicted by AutoDock calculations and confirmed in a novel inhibition of nucleation crystallization assay, exploits the same interactions in the flap site in two crystal structures. Both 1F1 and 1F1-N bind to the closed form of apo-PR and to pepstatin:PR. In solution, 1F1 and 1F1-N raise the Tm of apo-PR by 3.5-5 °C as assayed by differential scanning fluorimetry (DSF) and show equivalent low-micromolar binding constants to both apo-PR and pepstatin:PR, assayed by backscattering interferometry (BSI). The observed signal intensities in BSI are greater for each fragment upon binding to apo-PR than to pepstatin-bound PR, consistent with greater conformational change in the former binding event. Together, these data indicate that fragment binding in the flap site favors a closed conformation of HIV PR.
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Affiliation(s)
- Theresa Tiefenbrunn
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Stefano Forli
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Michael M. Baksh
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Max W. Chang
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Meaghan Happer
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Ying-Chuan Lin
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Alexander L. Perryman
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Jin-Kyu Rhee
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Bruce E. Torbett
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - Arthur J. Olson
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - John H. Elder
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - M. G. Finn
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
| | - C. David Stout
- Deparatment
of Integrative Structural and Computational Biology, ‡Department of Chemistry, §Department of Molecular
and Experimental Medicine, ∥Department of Immunology and Microbial Science, The Scripps Research Institute, 10550
N. Torrey Pines Rd., La Jolla, California 92037, United States
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6
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Determination of binding constants between one protein and multiple carbohydrates by affinity chromatography on a microchip. J Chromatogr A 2012. [DOI: 10.1016/j.chroma.2012.10.042] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
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7
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Fang Y. Ligand-receptor interaction platforms and their applications for drug discovery. Expert Opin Drug Discov 2012; 7:969-88. [PMID: 22860803 DOI: 10.1517/17460441.2012.715631] [Citation(s) in RCA: 71] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
INTRODUCTION The study of drug-target interactions is essential for the understanding of biological processes and for the efforts to develop new therapeutic molecules. Increased ligand-binding assays have coincided with the advances in reagents, detection and instrumentation technologies, the expansion in therapeutic targets of interest, and the increasingly recognized importance of biochemical aspects of drug-target interactions in determining the clinical performance of drug molecules. Nowadays, ligand-binding assays can determine every aspect of many drug-target interactions. AREAS COVERED Given that ligand-target interactions are very diverse, the author has decided to focus on the binding of small molecules to protein targets. This article first reviews the key biochemical aspects of drug-target interactions, and then discusses the detection principles of various ligand-binding techniques in the context of their primary applications for drug discovery and development. EXPERT OPINION Equilibrium-binding affinity should not be used as a solo indicator for the in vivo pharmacology of drugs. The clinical relevance of drug-binding kinetics demands high throughput kinetics early in drug discovery. The dependence of ligand binding and function on the conformation of targets necessitates solution-based and whole cell-based ligand-binding assays. The increasing need to examine ligand binding at the proteome level, driven by the clinical importance of the polypharmacology of ligands, has started to make the structure-based in silico binding screen an indispensable technique for drug discovery and development. Integration of different ligand-binding assays is important to improve the efficiency of the drug discovery and development process.
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Affiliation(s)
- Ye Fang
- Biochemical Technologies, Science and Technology Division, Corning, Inc., Corning, NY 14831, USA.
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8
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Kussrow A, Enders CS, Bornhop DJ. Interferometric methods for label-free molecular interaction studies. Anal Chem 2012; 84:779-92. [PMID: 22060037 PMCID: PMC4317347 DOI: 10.1021/ac202812h] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Amanda Kussrow
- Department of Chemistry and Vanderbilt Institute of Chemical Biology, Vanderbilt University, 7330 Stevenson Center, Nashville, Tennessee 37235, United States
| | - Carolyn S. Enders
- Department of Chemistry and Vanderbilt Institute of Chemical Biology, Vanderbilt University, 7330 Stevenson Center, Nashville, Tennessee 37235, United States
| | - Darryl J. Bornhop
- Department of Chemistry and Vanderbilt Institute of Chemical Biology, Vanderbilt University, 7330 Stevenson Center, Nashville, Tennessee 37235, United States
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9
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Houck SA, Landsbury A, Clark JI, Quinlan RA. Multiple sites in αB-crystallin modulate its interactions with desmin filaments assembled in vitro. PLoS One 2011; 6:e25859. [PMID: 22096479 PMCID: PMC3212511 DOI: 10.1371/journal.pone.0025859] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2010] [Accepted: 09/13/2011] [Indexed: 12/02/2022] Open
Abstract
The β3- and β8-strands and C-terminal residues 155–165 of αB-crystallin were identified by pin arrays as interaction sites for various client proteins including the intermediate filament protein desmin. Here we present data using 5 well-characterised αB-crystallin protein constructs with substituted β3- and β8-strands and with the C-terminal residues 155–165 deleted to demonstrate the importance of these sequences to the interaction of αB-crystallin with desmin filaments. We used electron microscopy of negatively stained samples to visualize increased interactions followed by sedimentation assays to quantify our observations. A low-speed sedimentation assay measured the ability of αB-crystallin to prevent the self-association of desmin filaments. A high-speed sedimentation assay measured αB-crystallin cosedimentation with desmin filaments. Swapping the β8-strand of αB-crystallin or deleting residues 155–165 increased the cosedimentation of αB-crystallin with desmin filaments, but this coincided with increased filament-filament interactions. In contrast, substitution of the β3-strand with the equivalent αA-crystallin sequences improved the ability of αB-crystallin to prevent desmin filament-filament interactions with no significant change in its cosedimentation properties. These data suggest that all three sequences (β3-strand, β8-strand and C-terminal residues 155–165) contribute to the interaction of αB-crystallin with desmin filaments. The data also suggest that the cosedimentation of αB-crystallin with desmin filaments does not necessarily correlate with preventing desmin filament-filament interactions. This important observation is relevant not only to the formation of the protein aggregates that contain both desmin and αB-crystallin and typify desmin related myopathies, but also to the interaction of αB-crystallin with other filamentous protein polymers.
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Affiliation(s)
- Scott A. Houck
- Department of Biological Structure, University of Washington, Seattle, Washington, United States of America
| | - Andrew Landsbury
- School of Biological and Biomedical Sciences, University of Durham, Durham, United Kingdom
| | - John I. Clark
- Department of Biological Structure, University of Washington, Seattle, Washington, United States of America
- Department of Ophthalmology, University of Washington, Seattle, Washington, United States of America
- * E-mail: (RAQ); (JIC)
| | - Roy A. Quinlan
- School of Biological and Biomedical Sciences, University of Durham, Durham, United Kingdom
- Biophysical Sciences Institute, University of Durham, Durham, United Kingdom
- * E-mail: (RAQ); (JIC)
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10
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Olmsted IR, Xiao Y, Cho M, Csordas AT, Sheehan JH, Meiler J, Soh HT, Bornhop DJ. Measurement of aptamer-protein interactions with back-scattering interferometry. Anal Chem 2011; 83:8867-70. [PMID: 22032342 DOI: 10.1021/ac202823m] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We report the quantitative measurement of aptamer-protein interactions using backscattering interferometry (BSI) and show that BSI can determine when distinct binding regions are accessed. As a model system, we utilized two DNA aptamers (Tasset and Bock) that bind to distinct sites of a target protein (human α-thrombin). This is the first time BSI has been used to study a multivalent system in free solution wherein more than one ligand binds to a single target. We measured aptamer equilibrum dissociation constants (K(d)) of 3.84 nM (Tasset-thrombin) and 5.96 nM (Bock-thrombin), in close agreement with the literature. Unexpectedly, we observed allosteric effects such that the binding of the first aptamer resulted in a significant change in the binding affinity of the second aptamer. For example, the K(d) of Bock aptamer binding to preformed Tasset-thrombin complexes was 7-fold lower (indicating higher affinity) compared to binding to thrombin alone. Preliminary modeling efforts suggest evidence for allosteric linkage between the two exosites.
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11
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Lau JL, Baksh MM, Fiedler JD, Brown SD, Kussrow A, Bornhop DJ, Ordoukhanian P, Finn M. Evolution and protein packaging of small-molecule RNA aptamers. ACS NANO 2011; 5:7722-9. [PMID: 21899290 PMCID: PMC3209476 DOI: 10.1021/nn2006927] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/18/2023]
Abstract
A high-affinity RNA aptamer (K(d) = 50 nM) was efficiently identified by SELEX against a heteroaryldihydropyrimidine structure, chosen as a representative drug-like molecule with no cross reactivity with mammalian or bacterial cells. This aptamer, its weaker-binding variants, and a known aptamer against theophylline were each embedded in a longer RNA sequence that was encapsidated inside a virus-like particle by a convenient expression technique. These nucleoprotein particles were shown by backscattering interferometry to bind to the small-molecule ligands with affinities similar to those of the free (nonencapsidated) aptamers. The system therefore comprises a general approach to the production and sequestration of functional RNA molecules, characterized by a convenient label-free analytical technique.
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Affiliation(s)
- Jolene L. Lau
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Michael M. Baksh
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Jason D. Fiedler
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Steven D. Brown
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - Amanda Kussrow
- Department of Chemistry, Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN 37235, USA
| | - Darryl J. Bornhop
- Department of Chemistry, Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, TN 37235, USA
| | - Phillip Ordoukhanian
- Center for Protein and Nucleic Acid Research, The Scripps Research Institute, La Jolla, CA 92037, USA
| | - M.G. Finn
- Department of Chemistry and The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, CA 92037, USA
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12
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Pesciotta EN, Bornhop DJ, Flowers RA. Backscattering Interferometry: An Alternative Approach for the Study of Hydrogen Bonding Interactions in Organic Solvents. Org Lett 2011; 13:2654-7. [DOI: 10.1021/ol200757a] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Esther N. Pesciotta
- Department of Chemistry, Lehigh University, Bethlehem, Pennsylvania 18015, United States, and Department of Chemistry and Vanderbilt Institute for Chemical Biology, Vanderbilt University, Nashville, Tennessee 37235, United States
| | - Darryl J. Bornhop
- Department of Chemistry, Lehigh University, Bethlehem, Pennsylvania 18015, United States, and Department of Chemistry and Vanderbilt Institute for Chemical Biology, Vanderbilt University, Nashville, Tennessee 37235, United States
| | - Robert A. Flowers
- Department of Chemistry, Lehigh University, Bethlehem, Pennsylvania 18015, United States, and Department of Chemistry and Vanderbilt Institute for Chemical Biology, Vanderbilt University, Nashville, Tennessee 37235, United States
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13
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Baksh MM, Kussrow AK, Mileni M, Finn MG, Bornhop DJ. Label-free quantification of membrane-ligand interactions using backscattering interferometry. Nat Biotechnol 2011; 29:357-60. [PMID: 21399645 DOI: 10.1038/nbt.1790] [Citation(s) in RCA: 70] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2010] [Accepted: 01/26/2011] [Indexed: 11/09/2022]
Abstract
Although membrane proteins are ubiquitous within all living organisms and represent the majority of drug targets, a general method for direct, label-free measurement of ligand binding to native membranes has not been reported. Here we show that backscattering interferometry (BSI) can accurately quantify ligand-receptor binding affinities in a variety of membrane environments. By detecting minute changes in the refractive index of a solution, BSI allows binding interactions of proteins with their ligands to be measured at picomolar concentrations. Equilibrium binding constants in the micromolar to picomolar range were obtained for small- and large-molecule interactions in both synthetic and cell-derived membranes without the use of labels or supporting substrates. The simple and low-cost hardware, high sensitivity and label-free nature of BSI should make it readily applicable to the study of many membrane-associated proteins of biochemical and pharmacological interest.
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Affiliation(s)
- Michael M Baksh
- Department of Chemistry, The Scripps Research Institute, La Jolla, California, USA
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14
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15
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Bergsdorf C, Ottl J. Affinity-based screening techniques: their impact and benefit to increase the number of high quality leads. Expert Opin Drug Discov 2010; 5:1095-107. [DOI: 10.1517/17460441.2010.524641] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Christian Bergsdorf
- Novartis Institutes of BioMedical Research, CPC/LFP/LFT, WSJ-88.07.31, CH-4002 Basel, Switzerland ;
| | - Johannes Ottl
- Novartis Institutes of BioMedical Research, CPC/LFP/LFT, WSJ-88.10.03, CH-4002 Basel, Switzerland
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16
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Kussrow A, Enders CS, Castro AR, Cox DL, Ballard RC, Bornhop DJ. The potential of backscattering interferometry as an in vitro clinical diagnostic tool for the serological diagnosis of infectious disease. Analyst 2010; 135:1535-7. [PMID: 20414494 DOI: 10.1039/c0an00098a] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
Backscattering interferometry enables the detection of syphilis antibody-antigen interactions in the presence of human serum, showing promise as a diagnostic tool for the serological diagnosis of infectious disease with potentially quantitative capabilities.
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Affiliation(s)
- Amanda Kussrow
- Department of Chemistry and Vanderbilt Institute of Chemical Biology, Vanderbilt University, Nashville, Tennessee, USA
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17
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Xu Y, Schmitt S, Tang L, Jakob U, Fitzgerald MC. Thermodynamic analysis of a molecular chaperone binding to unfolded protein substrates. Biochemistry 2010; 49:1346-53. [PMID: 20073505 DOI: 10.1021/bi902010t] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/27/2022]
Abstract
Molecular chaperones are a highly diverse group of proteins that recognize and bind unfolded proteins to facilitate protein folding and prevent nonspecific protein aggregation. The mechanisms by which chaperones bind their protein substrates have been studied for decades. However, there are few reports about the affinity of molecular chaperones for their unfolded protein substrates. Thus, little is known about the relative binding affinities of different chaperones and about the relative binding affinities of chaperones for different unfolded protein substrates. Here we describe the application of SUPREX (stability of unpurified proteins from rates of H-D exchange), an H-D exchange and MALDI-based technique, in studying the binding interaction between the molecular chaperone Hsp33 and four different unfolded protein substrates, including citrate synthase, lactate dehydrogenase, malate dehydrogenase, and aldolase. The results of our studies suggest that the cooperativity of the Hsp33 folding-unfolding reaction increases upon binding with denatured protein substrates. This is consistent with the burial of significant hydrophobic surface area in Hsp33 when it interacts with its substrate proteins. The SUPREX-derived K(d) values for Hsp33 complexes with four different substrates were all found to be within the range of 3-300 nM.
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Affiliation(s)
- Ying Xu
- Department of Chemistry, Duke University, Durham, North Carolina 27708-0346, USA
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McHaourab HS, Godar JA, Stewart PL. Structure and mechanism of protein stability sensors: chaperone activity of small heat shock proteins. Biochemistry 2009; 48:3828-37. [PMID: 19323523 DOI: 10.1021/bi900212j] [Citation(s) in RCA: 205] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Small heat shock proteins (sHSP) make up a remarkably diverse group of molecular chaperones possessing a degree of structural plasticity unparalleled in other protein superfamilies. In the absence of chemical energy input, these stability sensors can sensitively recognize and bind destabilized proteins, even in the absence of gross misfolding. Cellular conditions regulate affinity toward client proteins, allowing tightly controlled switching and tuning of sHSP chaperone capacity. Perturbations of this regulation, through chemical modification or mutation, directly lead to a variety of disease states. This review explores the structural basis of sHSP oligomeric flexibility and the corresponding functional consequences in the context of a model describing sHSP activity with a set of three coupled thermodynamic equilibria. As current research illuminates many novel physiological roles for sHSP outside of their traditional duties as molecular chaperones, such a conceptual framework provides a sound foundation for describing these emerging functions in physiological and pathological processes.
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Affiliation(s)
- Hassane S McHaourab
- Department of Molecular Physiology and Biophysics, Vanderbilt University, Nashville, Tennessee 37232-0615, USA.
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