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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. [PMID: 39121869 DOI: 10.1021/acschembio.4c00259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [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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Xie Y, Huang DD, Xu LF, Wan T, Cao YJ, Salminen K, Sun JJ. Rapid nanomolar detection of cocaine in biofluids by electrochemical aptamer-based sensor with low-temperature effect for drugged driving screening. Mikrochim Acta 2024; 191:510. [PMID: 39103665 DOI: 10.1007/s00604-024-06599-4] [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: 06/05/2024] [Accepted: 07/31/2024] [Indexed: 08/07/2024]
Abstract
Cocaine is one of the most abused illicit drugs, and its abuse damages the central nervous system and can even lead directly to death. Therefore, the development of simple, rapid and highly sensitive detection methods is crucial for the prevention and control of drug abuse, traffic accidents and crime. In this work, an electrochemical aptamer-based (EAB) sensor based on the low-temperature enhancement effect was developed for the direct determination of cocaine in bio-samples. The signal gain of the sensor at 10 °C was greatly improved compared to room temperature, owing to the improved affinity between the aptamer and the target. Additionally, the electroactive area of the gold electrode used to fabricate the EAB sensor was increased 20 times by a simple electrochemical roughening method. The porous electrode possesses more efficient electron transfer and better antifouling properties after roughening. These improvements enabled the sensor to achieve rapid detection of cocaine in complex bio-samples. The low detection limits (LOD) of cocaine in undiluted urine, 50% serum and 50% saliva were 70 nM, 30 nM and 10 nM, respectively, which are below the concentration threshold in drugged driving screening. The aptasensor was simple to construct and reusable, which offers potential for drugged driving screening in the real world.
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Affiliation(s)
- Yu Xie
- Ministry of Education Key Laboratory for Analytical Science of Food Safety and Biology, College of Chemistry, Fuzhou University, Fuzhou, 350116, China
- Key Laboratory of Jiangxi Province for Special Optoelectronic Artificial Crystal Materials, College of Chemistry and Chemical Engineering, Jinggangshan University, Ji'an, 343009, China
| | - Da-Dong Huang
- Ministry of Education Key Laboratory for Analytical Science of Food Safety and Biology, College of Chemistry, Fuzhou University, Fuzhou, 350116, China
| | - Ling-Feng Xu
- Key Laboratory of Jiangxi Province for Special Optoelectronic Artificial Crystal Materials, College of Chemistry and Chemical Engineering, Jinggangshan University, Ji'an, 343009, China
| | - Ting Wan
- Ministry of Education Key Laboratory for Analytical Science of Food Safety and Biology, College of Chemistry, Fuzhou University, Fuzhou, 350116, China
| | - Yi-Jie Cao
- Ministry of Education Key Laboratory for Analytical Science of Food Safety and Biology, College of Chemistry, Fuzhou University, Fuzhou, 350116, China
| | - Kalle Salminen
- Ministry of Education Key Laboratory for Analytical Science of Food Safety and Biology, College of Chemistry, Fuzhou University, Fuzhou, 350116, China
| | - Jian-Jun Sun
- Ministry of Education Key Laboratory for Analytical Science of Food Safety and Biology, College of Chemistry, Fuzhou University, Fuzhou, 350116, China.
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3
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Bruce-Tagoe TA, Harnish MT, Soleimani S, Ullah N, Shen T, Danquah MK. Surface plasmon resonance aptasensing and computational analysis of Staphylococcus aureus IsdA surface protein. Biotechnol Prog 2024:e3475. [PMID: 38682836 DOI: 10.1002/btpr.3475] [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: 11/14/2023] [Revised: 04/01/2024] [Accepted: 04/16/2024] [Indexed: 05/01/2024]
Abstract
Staphylococcus aureus (S. aureus), a common foodborne pathogen, poses significant public health challenges due to its association with various infectious diseases. A key player in its pathogenicity, which is the IsdA protein, is an essential virulence factor in S. aureus infections. In this work, we present an integrated in-silico and experimental approach using MD simulations and surface plasmon resonance (SPR)-based aptasensing measurements to investigate S. aureus biorecognition via IsdA surface protein binding. SPR, a powerful real-time and label-free technique, was utilized to characterize interaction dynamics between the aptamer and IsdA protein, and MD simulations was used to characterize the stable and dynamic binding regions. By characterizing and optimizing pivotal parameters such as aptamer concentration and buffer conditions, we determined the aptamer's binding performance. Under optimal conditions of pH 7.4 and 150 mM NaCl concentration, the kinetic parameters were determined; ka = 3.789 × 104/Ms, kd = 1.798 × 103/s, and KD = 4.745 × 10-8 M. The simulations revealed regions of interest in the IsdA-aptamer complex. Region I, which includes interactions between amino acid residues H106 and R107 and nucleotide residues 9G, 10U, 11G and 12U of the aptamer, had the strongest interaction, based on ΔG and B-factor values, and hence contributed the most to the stability of the interaction. Region II, which covers residue 37A reflects the dynamic nature of the interaction due to frequent contacts. The approach presents a rigorous characterization of aptamer-IsdA binding behavior, supporting the potential application of the IsdA-binding aptamer system for S. aureus biosensing.
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Affiliation(s)
- Tracy Ann Bruce-Tagoe
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, Tennessee, USA
| | - Michael T Harnish
- Department of Biochemistry & Cellular and Molecular Biology, University of Tennessee, Knoxville, Tennessee, USA
| | - Shokoufeh Soleimani
- Department of Mechanical, Aerospace and Biomedical Engineering, University of Tennessee, Knoxville, Tennessee, USA
| | - Najeeb Ullah
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, Tennessee, USA
| | - Tongye Shen
- Department of Biochemistry & Cellular and Molecular Biology, University of Tennessee, Knoxville, Tennessee, USA
| | - Michael K Danquah
- Department of Chemical and Biomolecular Engineering, University of Tennessee, Knoxville, Tennessee, USA
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Rahbarimehr E, Chao HP, Churcher ZR, Slavkovic S, Kaiyum YA, Johnson PE, Dauphin-Ducharme P. Finding the Lost Dissociation Constant of Electrochemical Aptamer-Based Biosensors. Anal Chem 2023; 95:2229-2237. [PMID: 36638814 DOI: 10.1021/acs.analchem.2c03566] [Citation(s) in RCA: 7] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
Electrochemical aptamer-based (E-AB) biosensors afford real-time measurements of the concentrations of molecules directly in complex matrices and in the body, offering alternative strategies to develop innovative personalized medicine tools. While different electroanalytical techniques have been used to interrogate E-AB sensors (i.e., cyclic voltammetry, electrochemical impedance spectroscopy, and chronoamperometry) to resolve the change in electron transfer of the aptamer's covalently attached redox reporter, square-wave voltammetry remains a widely used technique due to its ability to maximize the redox reporter's faradic contribution to the measured current. Several E-AB sensors interrogated with this technique, however, show lower aptamer affinity (i.e., μM-mM) even in the face of employing aptamers that have high affinities (i.e., nM-μM) when characterized using solution techniques such as isothermal titration calorimetry (ITC) or fluorescence spectroscopy. Given past reports showing that E-AB sensor's response is dependent on square-wave interrogation parameters (i.e., frequency and amplitude), we hypothesized that the difference in dissociation constants measured with solution techniques stemmed from the electrochemical interrogation technique itself. In response, we decided to compare six dissociation constants of aptamers when characterized in solution with ITC and when interrogated on electrodes with electrochemical impedance spectroscopy, a technique able to, in contrast to square-wave voltammetry, deconvolute and quantify E-AB sensors' contributions to the measured current. In doing so, we found that we were able to measure dissociation constants that were either separated by 2-3-fold or within experimental errors. These results are in contrast with square-wave voltammetry-measured dissociation constants that are at the most separated by 2-3 orders of magnitude from ones measured by ITC. We thus envision that the versatility and time scales covered by electrochemical impedance spectroscopy offer the highest sensitivity to measure target binding in electrochemical biosensors relying on changes in electron-transfer rates.
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Affiliation(s)
- Erfan Rahbarimehr
- Département de chimie, Université de Sherbrooke, Sherbrooke, QuébecJ1K 2R1, Canada
| | - Hoi Pui Chao
- Department of Chemistry, York University, 4700 Keele Street, Toronto, OntarioM3J 1P3, Canada
| | - Zachary R Churcher
- Department of Chemistry, York University, 4700 Keele Street, Toronto, OntarioM3J 1P3, Canada
| | - Sladjana Slavkovic
- Department of Chemistry, York University, 4700 Keele Street, Toronto, OntarioM3J 1P3, Canada
| | - Yunus A Kaiyum
- Department of Chemistry, York University, 4700 Keele Street, Toronto, OntarioM3J 1P3, Canada
| | - Philip E Johnson
- Department of Chemistry, York University, 4700 Keele Street, Toronto, OntarioM3J 1P3, Canada
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Cruz-Hernández CD, Rodríguez-Martínez G, Cortés-Ramírez SA, Morales-Pacheco M, Cruz-Burgos M, Losada-García A, Reyes-Grajeda JP, González-Ramírez I, González-Covarrubias V, Camacho-Arroyo I, Cerbón M, Rodríguez-Dorantes M. Aptamers as Theragnostic Tools in Prostate Cancer. Biomolecules 2022; 12:biom12081056. [PMID: 36008950 PMCID: PMC9406110 DOI: 10.3390/biom12081056] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2022] [Revised: 07/16/2022] [Accepted: 07/20/2022] [Indexed: 02/07/2023] Open
Abstract
Despite of the capacity that several drugs have for specific inhibition of the androgen receptor (AR), in most cases, PCa progresses to an androgen-independent stage. In this context, the development of new targeted therapies for prostate cancer (PCa) has remained as a challenge. To overcome this issue, new tools, based on nucleic acids technology, have been developed. Aptamers are small oligonucleotides with a three-dimensional structure capable of interacting with practically any desired target, even large targets such as mammalian cells or viruses. Recently, aptamers have been studied for treatment and detection of many diseases including cancer. In PCa, numerous works have reported their use in the development of new approaches in diagnostics and treatment strategies. Aptamers have been joined with drugs or other specific molecules such as silencing RNAs (aptamer–siRNA chimeras) to specifically reduce the expression of oncogenes in PCa cells. Even though these studies have shown good results in the early stages, more research is still needed to demonstrate the clinical value of aptamers in PCa. The aim of this review was to compile the existing scientific literature regarding the use of aptamers in PCa in both diagnosis and treatment studies. Since Prostate-Specific Membrane Antigen (PSMA) aptamers are the most studied type of aptamers in this field, special emphasis was given to these aptamers.
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Affiliation(s)
- Carlos David Cruz-Hernández
- Laboratorio de Oncogenómica, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico; (C.D.C.-H.); (G.R.-M.); (S.A.C.-R.); (M.M.-P.); (M.C.-B.); (A.L.-G.)
| | - Griselda Rodríguez-Martínez
- Laboratorio de Oncogenómica, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico; (C.D.C.-H.); (G.R.-M.); (S.A.C.-R.); (M.M.-P.); (M.C.-B.); (A.L.-G.)
| | - Sergio A. Cortés-Ramírez
- Laboratorio de Oncogenómica, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico; (C.D.C.-H.); (G.R.-M.); (S.A.C.-R.); (M.M.-P.); (M.C.-B.); (A.L.-G.)
| | - Miguel Morales-Pacheco
- Laboratorio de Oncogenómica, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico; (C.D.C.-H.); (G.R.-M.); (S.A.C.-R.); (M.M.-P.); (M.C.-B.); (A.L.-G.)
| | - Marian Cruz-Burgos
- Laboratorio de Oncogenómica, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico; (C.D.C.-H.); (G.R.-M.); (S.A.C.-R.); (M.M.-P.); (M.C.-B.); (A.L.-G.)
| | - Alberto Losada-García
- Laboratorio de Oncogenómica, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico; (C.D.C.-H.); (G.R.-M.); (S.A.C.-R.); (M.M.-P.); (M.C.-B.); (A.L.-G.)
| | - Juan Pablo Reyes-Grajeda
- Laboratorio de Estructura de Proteínas, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico;
| | - Imelda González-Ramírez
- Departamento de Atención a la Salud, Universidad Autónoma Metropolitana–Xochimilco, Mexico City 04960, Mexico;
| | | | - Ignacio Camacho-Arroyo
- Unidad de Investigación en Reproducción Humana, Instituto Nacional de Perinatología, Facultad de Química, Universidad Nacional Autónoma de México (UNAM), Mexico City 04510, Mexico; (I.C.-A.); (M.C.)
| | - Marco Cerbón
- Unidad de Investigación en Reproducción Humana, Instituto Nacional de Perinatología, Facultad de Química, Universidad Nacional Autónoma de México (UNAM), Mexico City 04510, Mexico; (I.C.-A.); (M.C.)
| | - Mauricio Rodríguez-Dorantes
- Laboratorio de Oncogenómica, Instituto Nacional de Medicina Genómica (INMEGEN), Mexico City 14610, Mexico; (C.D.C.-H.); (G.R.-M.); (S.A.C.-R.); (M.M.-P.); (M.C.-B.); (A.L.-G.)
- Correspondence:
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6
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Manuel BA, Sterling SA, Sanford AA, Heemstra JM. Systematically Modulating Aptamer Affinity and Specificity by Guanosine-to-Inosine Substitution. Anal Chem 2022; 94:6436-6440. [PMID: 35435665 DOI: 10.1021/acs.analchem.2c00422] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Aptamers are widely used in small molecule detection applications due to their specificity, stability, and cost effectiveness. One key challenge in utilizing aptamers in sensors is matching the binding affinity of the aptamer to the desired concentration range for analyte detection. The most common methods for modulating affinity have inherent limitations, such as the likelihood of drastic changes in aptamer folding. Here, we propose that substituting guanosine for inosine at specific locations in the aptamer sequence provides a less perturbative approach to modulating affinity. Inosine is a naturally occurring nucleotide that results from hydrolytic deamination of adenosine, and like guanine, it base pairs with cytosine. Using the well-studied cocaine binding aptamer, we systematically replaced guanosine with inosine and were able to generate sequences having a range of binding affinities from 230 nM to 80 μM. Interestingly, we found that these substitutions could also modulate the specificity of the aptamers, leading to a range of binding affinities for structurally related analytes. Analysis of folding stability via melting temperature shows that, as expected, aptamer structure is impacted by guanosine-to-inosine substitutions. The ability to tune binding affinity and specificity through guanosine-to-inosine substitution provides a convenient and reliable approach for rapidly generating aptamers for diverse biosensing applications.
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Affiliation(s)
- Brea A Manuel
- Department of Chemistry, Emory University, Atlanta, Georgia 30322, United States
| | - Sierra A Sterling
- Department of Chemistry, Emory University, Atlanta, Georgia 30322, United States
| | - Aimee A Sanford
- Department of Chemistry, Emory University, Atlanta, Georgia 30322, United States
| | - Jennifer M Heemstra
- Department of Chemistry, Emory University, Atlanta, Georgia 30322, United States
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7
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Huang PJJ, Liu J. Selection of Aptamers for Sensing Caffeine and Discrimination of Its Three Single Demethylated Analogues. Anal Chem 2022; 94:3142-3149. [PMID: 35143165 DOI: 10.1021/acs.analchem.1c04349] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
With the growing consumption of caffeine-containing beverages, detection of caffeine has become an important biomedical, bioanalytical, and environmental topic. We herein isolated four high-quality aptamers for caffeine with dissociation constants ranging from 2.2 to 14.6 μM as characterized using isothermal titration calorimetry. Different binding patterns were obtained for the three single demethylated analogues: theobromine, theophylline, and paraxanthine, highlighting the effect of the molecular symmetry of the arrangement of the three methyl groups in caffeine. A structure-switching fluorescent sensor was designed showing a detection limit of 1.2 μM caffeine, which reflected the labeled caffeine concentration within 6.1% difference for eight commercial beverages. In 20% human serum, a detection limit of 4.0 μM caffeine was achieved. With the four aptamer sensors forming an array, caffeine and the three analogues were well separated from nine other closely related molecules.
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Affiliation(s)
- Po-Jung Jimmy Huang
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, 200 University Avenue West, Waterloo, Ontario N2L 3G1, Canada
| | - Juewen Liu
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, 200 University Avenue West, Waterloo, Ontario N2L 3G1, Canada
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DNA binding by the antimalarial compound artemisinin. Sci Rep 2022; 12:133. [PMID: 34997002 PMCID: PMC8741894 DOI: 10.1038/s41598-021-03958-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Accepted: 12/13/2021] [Indexed: 11/23/2022] Open
Abstract
Artemisinin (ART) is a vital medicinal compound that is used alone or as part of a combination therapy against malaria. ART is thought to function by attaching to heme covalently and alkylating a range of proteins. Using a combination of biophysical methods, we demonstrate that ART is bound by three-way junction and duplex containing DNA molecules. Binding of ART by DNA is first shown for the cocaine-binding DNA aptamer and extensively studied using this DNA molecule. Isothermal titration calorimetry methods show that the binding of ART is both entropically and enthalpically driven at physiological NaCl concentration. Native mass spectrometry methods confirm DNA binding and show that a non-covalent complex is formed. Nuclear magnetic resonance spectroscopy shows that ART binds at the three-way junction of the cocaine-binding aptamer, and that binding results in the folding of the structure-switching variant of this aptamer. This structure-switching ability was exploited using the photochrome aptamer switch assay to demonstrate that ART can be detected using this biosensing assay. This study is the first to demonstrate the DNA binding ability of ART and should lay the foundation for further work to study implications of DNA binding for the antimalarial activity of ART.
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Zhang F, Liu J. Interactions of the Cocaine and Quinine Aptamer with Gold Nanoparticles under the Dilute Biosensor and Concentrated NMR Conditions. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2021; 37:11939-11947. [PMID: 34591480 DOI: 10.1021/acs.langmuir.1c02239] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
The cocaine aptamer was later found to bind quinine with an even higher affinity. In this work, we used a fluorescently labeled aptamer named MN4 to study its adsorption by gold nanoparticles (AuNPs), and the subsequent displacement by the nonlabeled aptamer and by quinine. Without washing, 14% of the preadsorbed MN4 strands were displaced by 4000-fold excess of free MN4, whereas no displacement was observed after washing, suggesting that washing removed weakly adsorbed aptamers. In a previous paper, rapid exchange was observed with NMR by directly mixing AuNPs and concentrated MN4, and our work has unified the dilute and concentrated aptamer conditions. The difference is attributable to the conformation of the adsorbed aptamer, where dilute aptamers are adsorbed in a collapsed state with a much higher affinity to AuNPs. In addition, the preadsorbed MN4 aptamer cannot be desorbed by adding quinine, indicating that direct desorption-based fluorescent sensors cannot be made. Finally, based on the similar color responses to both the aptamer and its nonbinding mutants, the label-free colorimetric detection method cannot be directly applied for the detection of quinine. This work indicated that different experimental conditions need to be carefully compared to have a unified understanding of aptamer/AuNP systems.
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Affiliation(s)
- Fang Zhang
- College of Biological Science and Engineering, Fuzhou University, Fuzhou 350108, People's Republic of China
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, Waterloo N2L 3G1, Ontario, Canada
| | - Juewen Liu
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, Waterloo N2L 3G1, Ontario, Canada
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Van Riesen AJ, Le J, Slavkovic S, Churcher ZR, Shoara AA, Johnson PE, Manderville RA. Visible Fluorescent Light-up Probe for DNA Three-Way Junctions Provides Host–Guest Biosensing Applications. ACS APPLIED BIO MATERIALS 2021; 4:6732-6741. [DOI: 10.1021/acsabm.1c00431] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Affiliation(s)
- Abigail J. Van Riesen
- Departments of Chemistry and Toxicology, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Jennifer Le
- Departments of Chemistry and Toxicology, University of Guelph, Guelph, Ontario N1G 2W1, Canada
| | - Sladjana Slavkovic
- Department of Chemistry, York University, 4700 Keele Street, Toronto, Ontario M3J 1P3, Canada
| | - Zachary R. Churcher
- Department of Chemistry, York University, 4700 Keele Street, Toronto, Ontario M3J 1P3, Canada
| | - Aron A. Shoara
- Department of Chemistry, York University, 4700 Keele Street, Toronto, Ontario M3J 1P3, Canada
| | - Philip E. Johnson
- Department of Chemistry, York University, 4700 Keele Street, Toronto, Ontario M3J 1P3, Canada
| | - Richard A. Manderville
- Departments of Chemistry and Toxicology, University of Guelph, Guelph, Ontario N1G 2W1, Canada
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Khairol Mokhtar NHI, Hussin A, Hamid AA, Zainal Ariffin SH, Shahidan MA. Systematic Optimisation of Microtiter Plate Lectin Assay to Improve Sialic Acid Linkage Detection. Comb Chem High Throughput Screen 2021; 25:1507-1517. [PMID: 34342257 DOI: 10.2174/1386207324666210802122538] [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: 12/30/2020] [Revised: 06/02/2021] [Accepted: 06/04/2021] [Indexed: 11/22/2022]
Abstract
AIMS We aimed to develop a high-throughput lectin assay with minimized background signals to investigate the interactions of lectins and sialic acid glycans, focusing on prostate-specific antigen (PSA). BACKGROUND High background signals resulting from nonspecific binding are a significant concern for microtiter plate-based enzyme-linked lectin sorbent assays (ELLSAs), as they can mask specific binding signals and cause false-positive results. METHODS In this study, we constructed an ELLSA based on different washing step parameters, including the number of washing cycles, NaCl and Tween-20 concentrations, and the type of blocking agent and evaluated the effects on both specific and nonspecific binding signals. Furthermore, we performed a PSA binding assay using the optimized ELLSA. RESULTS The optimal washing parameters based on the highest specific binding signal proposed four cycles of washing steps using a washing buffer containing a high salt concentration (0.5 M NaCl) and mild detergent (0.05% Tween-20). The utilization of the optimized washing parameters in this assay was shown to be sufficient to obtain the optimal binding signals without the use of any blocking agent. Binding assays performed using the optimized ELLSA revealed that the glycan of the PSA sample used in this study mainly consists of terminal α2,6-linked sialic acid, as strongly recognized by Sambucus nigra agglutinin (SNA) with a KD value of 12.38 nM. CONCLUSION The ELLSA reported in this study provides a simple yet sensitive assay for sialic acid linkage recognition.
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Affiliation(s)
- Nur Hanina Izzati Khairol Mokhtar
- School of Biological Science and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor. Malaysia
| | - Ainulkhir Hussin
- Department of Pathology, Queen Elizabeth Hospital, Ministry of Health, Kota Kinabalu, Sabah. Malaysia
| | - Aidil Abdul Hamid
- School of Biological Science and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor. Malaysia
| | - Shahrul Hisham Zainal Ariffin
- School of Biological Science and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor. Malaysia
| | - Muhammad Ashraf Shahidan
- School of Biological Science and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor. Malaysia
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Liu Y, Canoura J, Alkhamis O, Xiao Y. Immobilization Strategies for Enhancing Sensitivity of Electrochemical Aptamer-Based Sensors. ACS APPLIED MATERIALS & INTERFACES 2021; 13:9491-9499. [PMID: 33448791 PMCID: PMC7933091 DOI: 10.1021/acsami.0c20707] [Citation(s) in RCA: 47] [Impact Index Per Article: 15.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Electrochemical aptamer-based (E-AB) sensors are a versatile sensing platform that can achieve rapid and robust target detection in complex matrices. However, the limited sensitivity of these sensors has impeded their translation from proof-of-concept to commercial products. Surface-bound aptamers must be sufficiently spaced to bind targets and subsequently fold for signal transduction. We hypothesized that electrodes fabricated using conventional methods result in sensing surfaces where only a fraction of aptamers are appropriately spaced to actively respond to the target. As an alternative, we presented a novel aptamer immobilization approach that favors sufficient spacing between aptamers at the microscale to achieve optimal target binding, folding, and signal transduction. We first demonstrated that immobilizing aptamers in their target-bound, folded state on gold electrode surfaces yields an aptamer monolayer that supports greater sensitivity and higher signal-to-noise ratio than traditionally prepared E-AB sensors. We also showed that performing aptamer immobilization under low ionic strength conditions rather than conventional high ionic strength buffer greatly improves E-AB sensor performance. We successfully tested our approach with three different small-molecule-binding aptamers, demonstrating its generalizability. On the basis of these results, we believe our electrode fabrication approach will accelerate development of high-performance sensors with the sensitivity required for real-world analytical applications.
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Affiliation(s)
- Yingzhu Liu
- Department of Chemistry and Biochemistry, Florida International University, 11200 Southwest Eighth Street, Miami, Florida 33199, United States
| | - Juan Canoura
- Department of Chemistry and Biochemistry, Florida International University, 11200 Southwest Eighth Street, Miami, Florida 33199, United States
| | - Obtin Alkhamis
- Department of Chemistry and Biochemistry, Florida International University, 11200 Southwest Eighth Street, Miami, Florida 33199, United States
| | - Yi Xiao
- Department of Chemistry and Biochemistry, Florida International University, 11200 Southwest Eighth Street, Miami, Florida 33199, United States
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Bottari F, Daems E, de Vries AM, Van Wielendaele P, Trashin S, Blust R, Sobott F, Madder A, Martins JC, De Wael K. Do Aptamers Always Bind? The Need for a Multifaceted Analytical Approach When Demonstrating Binding Affinity between Aptamer and Low Molecular Weight Compounds. J Am Chem Soc 2020; 142:19622-19630. [DOI: 10.1021/jacs.0c08691] [Citation(s) in RCA: 32] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Affiliation(s)
- Fabio Bottari
- AXES Research Group, Department of Bioscience Engineering, University of Antwerp, Antwerp, 2020, Belgium
| | - Elise Daems
- AXES Research Group, Department of Bioscience Engineering, University of Antwerp, Antwerp, 2020, Belgium
- BAMS Research Group, Department of Chemistry, University of Antwerp, Antwerp, 2020, Belgium
| | - Anne-Mare de Vries
- NMR and Structure Analysis Research Group, Department of Organic and Macromolecular Chemistry, Ghent University, Ghent, 9000, Belgium
- Organic and Biomimetic Chemistry Research Group, Department of Organic and Macromolecular Chemistry, Ghent University, Ghent, 9000, Belgium
| | - Pieter Van Wielendaele
- Laboratory of Medical Biochemistry, Department of Pharmaceutical Sciences, University of Antwerp, Antwerp, 2610, Belgium
| | - Stanislav Trashin
- AXES Research Group, Department of Bioscience Engineering, University of Antwerp, Antwerp, 2020, Belgium
| | - Ronny Blust
- Sphere Research Group, Department of Biology, University of Antwerp, Antwerp, 2020, Belgium
| | - Frank Sobott
- BAMS Research Group, Department of Chemistry, University of Antwerp, Antwerp, 2020, Belgium
- Astbury Centre for Structural Molecular Biology, School of Molecular and Cellular Biology, University of Leeds, Leeds LS2 9JT, United Kingdom
| | - Annemieke Madder
- Organic and Biomimetic Chemistry Research Group, Department of Organic and Macromolecular Chemistry, Ghent University, Ghent, 9000, Belgium
| | - José C. Martins
- NMR and Structure Analysis Research Group, Department of Organic and Macromolecular Chemistry, Ghent University, Ghent, 9000, Belgium
| | - Karolien De Wael
- AXES Research Group, Department of Bioscience Engineering, University of Antwerp, Antwerp, 2020, Belgium
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14
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Thermodynamic analysis of cooperative ligand binding by the ATP-binding DNA aptamer indicates a population-shift binding mechanism. Sci Rep 2020; 10:18944. [PMID: 33144644 PMCID: PMC7609719 DOI: 10.1038/s41598-020-76002-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Accepted: 10/22/2020] [Indexed: 01/27/2023] Open
Abstract
The ATP-binding DNA aptamer is often used as a model system for developing new aptamer-based biosensor methods. This aptamer follows a structure-switching binding mechanism and is unusual in that it binds two copies of its ligand. We have used isothermal titration calorimetry methods to study the binding of ATP, ADP, AMP and adenosine to the ATP-binding aptamer. Using both individual and global fitting methods, we show that this aptamer follows a positive cooperative binding mechanism. We have determined the binding affinity and thermodynamics for both ligand-binding sites. By separating the ligand-binding sites by an additional four base pairs, we engineered a variant of this aptamer that binds two adenosine ligands in an independent manner. Together with NMR and thermal stability experiments, these data indicate that the ATP-binding DNA aptamer follows a population-shift binding mechanism that is the source of the positive binding cooperativity by the aptamer.
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15
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Churcher ZR, Garaev D, Hunter HN, Johnson PE. Reduction in Dynamics of Base pair Opening upon Ligand Binding by the Cocaine-Binding Aptamer. Biophys J 2020; 119:1147-1156. [PMID: 32882188 DOI: 10.1016/j.bpj.2020.08.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Revised: 08/07/2020] [Accepted: 08/11/2020] [Indexed: 12/25/2022] Open
Abstract
We have used magnetization transfer NMR experiments to measure the exchange rate constant (kex) of the imino protons in the unbound, cocaine-bound, and quinine-bound forms of the cocaine-binding DNA aptamer. Both long-stem 1 (MN4) and short-stem 1 (MN19) variants were analyzed, corresponding to structures with a prefolded secondary structure and ligand-induced-folding versions of this aptamer, respectively. The kex values were measured as a function of temperature from 5 to 45°C to determine the thermodynamics of the base pair opening for MN4. We find that the base pairs close to the ligand-binding site become stronger upon ligand binding, whereas those located away from the binding site do not strengthen. With the buffer conditions used in this study, we observe imino 1H signals in MN19 not previously seen, which leads us to conclude that in the free form, both stem 2 and parts of stem 3 are formed and that the base pairs in stem 1 become structured or more rigid upon binding. This is consistent with the kex values for MN19 decreasing in both stem 1 and at the ligand-binding site. Based on the temperature dependence of the kex values, we find that MN19 is more dynamic than MN4 in the free and both ligand-bound forms. For MN4, ligand-binding results in the reduction of dynamics that are localized to the binding site. These results demonstrate that an aptamer in which the base pairs are preformed also experiences a reduction in dynamics with ligand binding.
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Affiliation(s)
- Zachary R Churcher
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, Canada
| | - Devid Garaev
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, Canada
| | - Howard N Hunter
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, Canada
| | - Philip E Johnson
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario, Canada.
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16
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Kiggins C, Skinner A, Resendiz MJE. 7,8-Dihydro-8-oxoguanosine Lesions Inhibit the Theophylline Aptamer or Change Its Selectivity. Chembiochem 2020; 21:1347-1355. [PMID: 31845489 PMCID: PMC7297664 DOI: 10.1002/cbic.201900684] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2019] [Indexed: 12/15/2022]
Abstract
Aptamers are attractive constructs due to their high affinity/selectivity towards a target. Here 7,8-dihydro-8-oxoguanosine (8-oxoG) has been used, due in part to its unique H-bonding capabilities (Watson-Crick or Hoogsteen), to expand the "RNA alphabet". Its impact on the theophylline RNA aptamer was explored by modifying its binding pocket at positions G11, G25, or G26. Structural probing, with RNases A and T1 , showed that modification at G11 leads to a drastic structural change, whereas the G25-/G26-modified analogues exhibited cleavage patterns similar to that of the canonical construct. The recognition properties towards three xanthine derivatives were then explored through thermophoresis. Modifying the aptamer at position G11 led to binding inhibition. Modification at G25, however, changed the selectivity towards theobromine (Kd ≈160 μm), with a poor affinity for theophylline (Kd >1.5 mm) being observed. Overall, 8-oxoG can have an impact on the structures of aptamers in a position-dependent manner, leading to altered target selectivity.
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Affiliation(s)
- Courtney Kiggins
- Present address: Department of ChemistryU.S. Air Force Academy2355 Fairchild DriveUSAF AcademyColorado SpringsCO80840USA
| | - Austin Skinner
- Department of ChemistryUniversity of Colorado Denver1151 Arapahoe Street, Science Building Room 4145DenverCO80204USA
| | - Marino J. E. Resendiz
- Department of ChemistryUniversity of Colorado Denver1151 Arapahoe Street, Science Building Room 4145DenverCO80204USA
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17
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Slavkovic S, Eisen SR, Johnson PE. Designed Alteration of Binding Affinity in Structure-Switching Aptamers through the Use of Dangling Nucleotides. Biochemistry 2020; 59:663-670. [PMID: 31912723 DOI: 10.1021/acs.biochem.9b00630] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
The ability to change binding affinity in a controlled fashion is a key step in the rational design of biomolecules in general and functional nucleic acids in particular. Here, we use dangling nucleotides to alter the binding affinity of structure-switching aptamers. Dangling nucleotides can stabilize or destabilize a nucleic acid structure with a known ΔG°37. When the dangling nucleotide stabilizes the structure, less free energy from ligand binding is needed to fold the molecule and hence the ligand is observed to bind tighter than in the absence of the unpaired nucleotide. For a destabilizing dangling nucleotide, the opposite occurs, and the observed binding is weaker. We demonstrate this concept using both the cocaine-binding aptamer and the ATP-binding aptamer systems. We find that for both aptamers there is a direct, but different, relationship between the predicted stabilization and the change in the observed binding free energy.
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Affiliation(s)
- Sladjana Slavkovic
- Department of Chemistry and Centre for Research on Biomolecular Interactions , York University , Toronto , Ontario , Canada M3J 1P3
| | - Sophie R Eisen
- Department of Chemistry and Centre for Research on Biomolecular Interactions , York University , Toronto , Ontario , Canada M3J 1P3
| | - Philip E Johnson
- Department of Chemistry and Centre for Research on Biomolecular Interactions , York University , Toronto , Ontario , Canada M3J 1P3
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18
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Celikbas E, Balaban S, Evran S, Coskunol H, Timur S. A Bottom-Up Approach for Developing Aptasensors for Abused Drugs: Biosensors in Forensics. BIOSENSORS-BASEL 2019; 9:bios9040118. [PMID: 31581533 PMCID: PMC6955935 DOI: 10.3390/bios9040118] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/15/2019] [Revised: 09/27/2019] [Accepted: 09/30/2019] [Indexed: 02/07/2023]
Abstract
Aptamer-based point-of-care (POC) diagnostics platforms may be of substantial benefit in forensic analysis as they provide rapid, sensitive, user-friendly, and selective analysis tools for detection. Aptasensors have not yet been adapted commercially. However, the significance of the applications of aptasensors in the literature exceeded their potential. Herein, in this review, a bottom-up approach is followed to describe the aptasensor development and application procedure, starting from the synthesis of the corresponding aptamer sequence for the selected analyte to creating a smart surface for the sensitive detection of the molecule of interest. Optical and electrochemical biosensing platforms, which are designed with aptamers as recognition molecules, detecting abused drugs are critically reviewed, and existing and possible applications of different designs are discussed. Several potential disciplines in which aptamer-based biosensing technology can be of greatest value, including forensic drug analysis and biological evidence, are then highlighted to encourage researchers to focus on developing aptasensors in these specific areas.
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Affiliation(s)
- Eda Celikbas
- Department of Biochemistry, Institute of Natural and Applied Sciences, Ege University, 35100 Bornova, Izmir, Turkey;
- Correspondence: (E.A.); (S.E.); (S.T.)
| | - Simge Balaban
- Department of Biochemistry, Institute of Natural and Applied Sciences, Ege University, 35100 Bornova, Izmir, Turkey;
| | - Serap Evran
- Department of Biochemistry, Institute of Natural and Applied Sciences, Ege University, 35100 Bornova, Izmir, Turkey;
- Department of Biochemistry, Faculty of Science, Ege University, 35100 Bornova, Izmir, Turkey
- Correspondence: (E.A.); (S.E.); (S.T.)
| | - Hakan Coskunol
- Department of Mental Health and Diseases, Faculty of Medicine, Ege University, 35100 Bornova, Izmir, Turkey;
| | - Suna Timur
- Department of Biochemistry, Institute of Natural and Applied Sciences, Ege University, 35100 Bornova, Izmir, Turkey;
- Department of Biochemistry, Faculty of Science, Ege University, 35100 Bornova, Izmir, Turkey
- Central Research Testing and Analysis Laboratory Research and Application Center, Ege University, 35100 Bornova, Izmir, Turkey
- Correspondence: (E.A.); (S.E.); (S.T.)
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19
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Tesi C, Barman T, Lionne C. Are there two different binding sites for ATP on the myosin head, or only one that switches between two conformers? J Muscle Res Cell Motil 2019; 38:137-142. [PMID: 28905159 DOI: 10.1007/s10974-017-9480-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Chiara Tesi
- Division of Physiology, Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Tom Barman
- U128, 8 rue Dom Vaissette, Montpellier, France
| | - Corinne Lionne
- Centre de Biochimie Structurale (CBS), INSERM, CNRS, Université de Montpellier, Montpellier, France.
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20
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Zhang Z, Liu J. An engineered one-site aptamer with higher sensitivity for label-free detection of adenosine on graphene oxide. CAN J CHEM 2018. [DOI: 10.1139/cjc-2017-0601] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The 27-nucleotide DNA aptamer for adenosine and ATP, originally selected by the Szostak lab in 1995, has been a very popular model system for biosensor development. This unique aptamer has two target binding sites, and we recently showed that it is possible to remove either site while the other one still retains binding. From an analytical perspective, tuning the number of binding sites has important implications in modulating sensitivity of the resulting biosensors. In this work, we report that the engineered one-site aptamer showed excellent signaling properties with a 2.6-fold stronger signal intensity and also a 4.2-fold increased detection limit compared with the wild-type two-site aptamer. The aptamer has a hairpin structure, and the length of the hairpin stem was systematically varied for the one-site aptamers. Isothermal titration calorimetry and a label-free fluorescence signaling method with graphene oxide and SYBR Green I were respectively used to evaluate binding and sensor performance. Although longer stemmed aptamers produced better adenosine binding affinity, the signaling was quite independent of the stem length as long as more than three base pairs were left. This was explained by the higher affinity of binding to GO by the longer aptamers, cancelling out the higher affinity for adenosine binding. This work further confirms the analytical applications of such one-site adenosine aptamers, which are potentially useful for improved ATP imaging and for developing new biosensors.
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Affiliation(s)
- Zijie Zhang
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, Waterloo, ON N2L 3G1, Canada
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, Waterloo, ON N2L 3G1, Canada
| | - Juewen Liu
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, Waterloo, ON N2L 3G1, Canada
- Department of Chemistry, Waterloo Institute for Nanotechnology, University of Waterloo, Waterloo, ON N2L 3G1, Canada
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21
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Tran HT, Ramaraj T, Furtado A, Lee LS, Henry RJ. Use of a draft genome of coffee (Coffea arabica) to identify SNPs associated with caffeine content. PLANT BIOTECHNOLOGY JOURNAL 2018; 16:1756-1766. [PMID: 29509991 PMCID: PMC6131422 DOI: 10.1111/pbi.12912] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2017] [Revised: 02/20/2018] [Accepted: 02/24/2018] [Indexed: 05/21/2023]
Abstract
Arabica coffee (Coffea arabica) has a small gene pool limiting genetic improvement. Selection for caffeine content within this gene pool would be assisted by identification of the genes controlling this important trait. Sequencing of DNA bulks from 18 genotypes with extreme high- or low-caffeine content from a population of 232 genotypes was used to identify linked polymorphisms. To obtain a reference genome, a whole genome assembly of arabica coffee (variety K7) was achieved by sequencing using short read (Illumina) and long-read (PacBio) technology. Assembly was performed using a range of assembly tools resulting in 76 409 scaffolds with a scaffold N50 of 54 544 bp and a total scaffold length of 1448 Mb. Validation of the genome assembly using different tools showed high completeness of the genome. More than 99% of transcriptome sequences mapped to the C. arabica draft genome, and 89% of BUSCOs were present. The assembled genome annotated using AUGUSTUS yielded 99 829 gene models. Using the draft arabica genome as reference in mapping and variant calling allowed the detection of 1444 nonsynonymous single nucleotide polymorphisms (SNPs) associated with caffeine content. Based on Kyoto Encyclopaedia of Genes and Genomes pathway-based analysis, 65 caffeine-associated SNPs were discovered, among which 11 SNPs were associated with genes encoding enzymes involved in the conversion of substrates, which participate in the caffeine biosynthesis pathways. This analysis demonstrated the complex genetic control of this key trait in coffee.
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Affiliation(s)
- Hue T.M. Tran
- Queensland Alliance for Agriculture and Food Innovation (QAAFI)The University of QueenslandSt LuciaQldAustralia
- Western Highlands Agriculture & Forestry Science Institute (WASI)Buon Ma ThuotVietnam
| | | | - Agnelo Furtado
- Queensland Alliance for Agriculture and Food Innovation (QAAFI)The University of QueenslandSt LuciaQldAustralia
| | - Leonard Slade Lee
- Queensland Alliance for Agriculture and Food Innovation (QAAFI)The University of QueenslandSt LuciaQldAustralia
| | - Robert J. Henry
- Queensland Alliance for Agriculture and Food Innovation (QAAFI)The University of QueenslandSt LuciaQldAustralia
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22
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Kalra P, Mishra SK, Kaur S, Kumar A, Prasad HK, Sharma TK, Tyagi JS. G-Quadruplex-Forming DNA Aptamers Inhibit the DNA-Binding Function of HupB and Mycobacterium tuberculosis Entry into Host Cells. MOLECULAR THERAPY. NUCLEIC ACIDS 2018; 13:99-109. [PMID: 30245472 PMCID: PMC6148841 DOI: 10.1016/j.omtn.2018.08.011] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/09/2018] [Revised: 08/16/2018] [Accepted: 08/16/2018] [Indexed: 01/26/2023]
Abstract
The entry and survival of Mycobacterium tuberculosis (Mtb) within host cells is orchestrated partly by an essential histone-like protein HupB (Rv2986c). Despite being an essential drug target, the lack of structural information has impeded the development of inhibitors targeting the indispensable and multifunctional C-terminal domain (CTD) of HupB. To bypass the requirement for structural information in the classical drug discovery route, we generated a panel of DNA aptamers against HupB protein through systemic evolution of ligands by exponential (SELEX) enrichment. Two G-quadruplex-forming high-affinity aptamers (HupB-4T and HupB-13T) were identified, each of which bound two distinct sites on full-length HupB, with an estimated KD of ∼1.72 μM and ∼0.17 μM, respectively, for the high-affinity sites. While HupB-4T robustly inhibited DNA-binding activity of HupB in vitro, both the aptamers recognized surface-located HupB and significantly blocked Mtb entry into THP-1 monocytic cells (p < 0.0001). In summary, DNA aptamers generated in this study block DNA-binding activity of HupB, inhibit virulent Mtb infection in host cells, and demonstrate aptamers to be inhibitors of HupB functions. This study also illustrates the utility of SELEX in developing inhibitors against essential targets for whom structural information is not available.
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Affiliation(s)
- Priya Kalra
- Department of Biotechnology, All India Institute of Medical Sciences, New Delhi, Delhi 110029, India
| | - Subodh Kumar Mishra
- Discipline of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, Madhya Pradesh 453552, India
| | - Surinder Kaur
- Department of Biotechnology, All India Institute of Medical Sciences, New Delhi, Delhi 110029, India
| | - Amit Kumar
- Discipline of Biosciences and Biomedical Engineering, Indian Institute of Technology Indore, Simrol, Madhya Pradesh 453552, India
| | | | - Tarun Kumar Sharma
- Centre for Biodesign and Diagnostics, Translational Health Science and Technology Institute, Faridabad, Haryana 121001, India.
| | - Jaya Sivaswami Tyagi
- Department of Biotechnology, All India Institute of Medical Sciences, New Delhi, Delhi 110029, India; Centre for Biodesign and Diagnostics, Translational Health Science and Technology Institute, Faridabad, Haryana 121001, India.
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23
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Shoara AA, Slavkovic S, Donaldson LW, Johnson PE. Analysis of the interaction between the cocaine-binding aptamer and its ligands using fluorescence spectroscopy. CAN J CHEM 2017. [DOI: 10.1139/cjc-2017-0380] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023]
Abstract
We used fluorescence spectroscopy to measure the binding affinity and provide new insights into the binding mechanism of cocaine and quinine with the cocaine-binding DNA aptamer. Using the intrinsic fluorescence of quinine and cocaine, we have observed quenching of ligand fluorescence upon binding of the aptamer. Quantification of this quenching provides an easy method to measure the binding constant using small amounts of sample. The observed quenching coupled with a red shift of the Stokes shift in the emission spectrum indicates that quinine and cocaine interact with the aptamer through stacking interactions.
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Affiliation(s)
- Aron A. Shoara
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
| | - Sladjana Slavkovic
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
| | - Logan W. Donaldson
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
| | - Philip E. Johnson
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON M3J 1P3, Canada
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24
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Neves MAD, Shoara AA, Reinstein O, Abbasi Borhani O, Martin TR, Johnson PE. Optimizing Stem Length To Improve Ligand Selectivity in a Structure-Switching Cocaine-Binding Aptamer. ACS Sens 2017; 2:1539-1545. [PMID: 28929744 DOI: 10.1021/acssensors.7b00619] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Abstract
Understanding how aptamer structure and function are related is crucial in the design and development of aptamer-based biosensors. We have analyzed a series of cocaine-binding aptamers with different lengths of their stem 1 in order to understand the role that this stem plays in the ligand-induced structure-switching binding mechanism utilized in many of the sensor applications of this aptamer. In the cocaine-binding aptamer, the length of stem 1 controls whether the structure-switching binding mechanism for this aptamer occurs or not. We varied the length of stem 1 from being one to seven base pairs long and found that the structural transition from unfolded to folded in the unbound aptamer is when the aptamer elongates from 3 to 4 base pairs in stem 1. We then used this knowledge to achieve new binding selectivity of this aptamer for quinine over cocaine by using an aptamer with a stem 1 two base pairs long. This selectivity is achieved by means of the greater affinity quinine has for the aptamer compared with cocaine. Quinine provides enough free energy to both fold and bind the 2-base pair-long aptamer while cocaine does not. This tuning of binding selectivity of an aptamer by reducing its stability is likely a general mechanism that could be used to tune aptamer specificity for tighter binding ligands.
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Affiliation(s)
- Miguel A. D. Neves
- Department of Chemistry and
Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Aron A. Shoara
- Department of Chemistry and
Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Oren Reinstein
- Department of Chemistry and
Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Okty Abbasi Borhani
- Department of Chemistry and
Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Taylor R. Martin
- Department of Chemistry and
Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
| | - Philip E. Johnson
- Department of Chemistry and
Centre for Research on Biomolecular Interactions, York University, Toronto, Ontario M3J 1P3, Canada
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25
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Churcher ZR, Neves MAD, Hunter HN, Johnson PE. Comparison of the free and ligand-bound imino hydrogen exchange rates for the cocaine-binding aptamer. JOURNAL OF BIOMOLECULAR NMR 2017; 68:33-39. [PMID: 28477231 DOI: 10.1007/s10858-017-0112-y] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/21/2016] [Accepted: 04/28/2017] [Indexed: 05/21/2023]
Abstract
Using NMR magnetization transfer experiments, the hydrogen exchange rate constants (k ex ) of the DNA imino protons in the cocaine-binding aptamer have been determined for the free, cocaine-bound, and quinine-bound states. The secondary structure of the cocaine-binding aptamer is composed of three stems built around a three-way junction. In the free aptamer the slowest exchanging imino protons are located in the middle of the stems. The highest k ex values were found for a nucleotide in the GAA loop of stem 3 and for nucleotides at the end of the stems that form the three-way junction structure and in the tandem GA mismatch. Upon ligand binding, the k ex values of nucleotides at the ligand binding site are reduced, indicating that these base pairs become more stable or less solvent accessible in the bound state. The imino proton k ex values of nucleotides located away from the binding site are only minimally affected by ligand binding.
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Affiliation(s)
- Zachary R Churcher
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada
| | - Miguel A D Neves
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada
- Department of Laboratory Medicine, Keenan Research Centre for Biomedical Science, St. Michael's Hospital, Toronto, ON, M5B 1W8, Canada
| | - Howard N Hunter
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada
| | - Philip E Johnson
- Department of Chemistry and Centre for Research on Biomolecular Interactions, York University, Toronto, ON, M3J 1P3, Canada.
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