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Yin G, Lv G, Zhang J, Jiang H, Lai T, Yang Y, Ren Y, Wang J, Yi C, Chen H, Huang Y, Xiao C. Early-stage structure-based drug discovery for small GTPases by NMR spectroscopy. Pharmacol Ther 2022; 236:108110. [PMID: 35007659 DOI: 10.1016/j.pharmthera.2022.108110] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Revised: 01/04/2022] [Accepted: 01/05/2022] [Indexed: 12/13/2022]
Abstract
Small GTPase or Ras superfamily, including Ras, Rho, Rab, Ran and Arf, are fundamental in regulating a wide range of cellular processes such as growth, differentiation, migration and apoptosis. They share structural and functional similarities for binding guanine nucleotides and hydrolyzing GTP. Dysregulations of Ras proteins are involved in the pathophysiology of multiple human diseases, however there is still a stringent need for effective treatments targeting these proteins. For decades, small GTPases were recognized as 'undruggable' targets due to their complex regulatory mechanisms and lack of deep pockets for ligand binding. NMR has been critical in deciphering the structural and dynamic properties of the switch regions that are underpinning molecular switch functions of small GTPases, which pave the way for developing new effective inhibitors. The recent progress of drug or lead molecule development made for small GTPases profoundly delineated how modern NMR techniques reshape the field of drug discovery. In this review, we will summarize the progress of structural and dynamic studies of small GTPases, the NMR techniques developed for structure-based drug screening and their applications in early-stage drug discovery for small GTPases.
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Affiliation(s)
- Guowei Yin
- The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen 518107, China.
| | - Guohua Lv
- Division of Histology & Embryology, Medical College, Jinan University, Guangzhou 511486, Guangdong, China
| | - Jerry Zhang
- University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC 27516, USA
| | - Hongmei Jiang
- The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen 518107, China
| | - Tianqi Lai
- Division of Histology & Embryology, Medical College, Jinan University, Guangzhou 511486, Guangdong, China
| | - Yushan Yang
- The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen 518107, China
| | - Yong Ren
- The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen 518107, China
| | - Jing Wang
- College of Life Sciences, Northwest University, Xi'an 710069, Shaanxi, China
| | - Chenju Yi
- The Seventh Affiliated Hospital of Sun Yat-sen University, Shenzhen 518107, China
| | - Hao Chen
- Key Laboratory of Biomedical Information Engineering of Ministry of Education, Biomedical Informatics & Genomics Center, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, Shaanxi Province 710049, PR China; Research Institute of Xi'an Jiaotong University, Zhejiang, Hangzhou, Zhejiang Province 311215, PR China
| | - Yun Huang
- Howard Hughes Medical Institute, Chevy Chase 20815, MD, USA; Department of Physiology & Biophysics, Weill Cornell Medicine, New York 10065, NY, USA.
| | - Chaoni Xiao
- College of Life Sciences, Northwest University, Xi'an 710069, Shaanxi, China.
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Ma H, Chen X, Lu B, Ji Y. Optical Thickness-Encoded Suspension Array for High-Throughput Multiplexed Gene Detection. Sensors (Basel) 2019; 19:E5425. [PMID: 31835375 PMCID: PMC6960763 DOI: 10.3390/s19245425] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/08/2019] [Revised: 12/06/2019] [Accepted: 12/07/2019] [Indexed: 06/10/2023]
Abstract
We proposed a coding and decoding method of suspension array (SA) based on micro-quartz pieces (MQPs) with different optical thicknesses. The capture probes (cDNA) were grafted onto the surfaces of MQPs and specifically recognized and combined with the partial sequence of the target DNA (tDNA) to form a MQP-cDNA-tDNA complex. Quantum dot-labeled signal probes were then used to specifically recognize and bind another portion of the tDNA in the complex to form a double-probe sandwich structure. This optical thickness-encoded SA can be decoded and detected by a dual-wavelength digital holographic phase fluorescence microscope system. We conducted a series of DNA molecule detection experiments by using this encoding method. Control experiments confirmed the specificity of optical thickness-encoded SA in DNA detection. The concentration gradient experiments then demonstrated the response of the MQPs based SA to analyte concentration. Finally, we used the encoding method to detect three types of DNA in a single sample and confirmed the feasibility of the proposed optical thickness-encoded SA in multiplexed DNA detection. The detection results are stable, and the detection exhibits high specificity and good repeatability.
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Affiliation(s)
- Huiying Ma
- School of Physics and Telecommunication Engineering, South China Normal University, Guangzhou 510006, China; (H.M.); (B.L.)
| | - Xuejing Chen
- Shenzhen Key Laboratory for Minimal Invasive Medical Technologies, Institute of Optical Imaging and Sensing, Graduate School at Shenzhen, Tsinghua University, Shenzhen 518055, China;
| | - Bangrong Lu
- School of Physics and Telecommunication Engineering, South China Normal University, Guangzhou 510006, China; (H.M.); (B.L.)
| | - Yanhong Ji
- School of Physics and Telecommunication Engineering, South China Normal University, Guangzhou 510006, China; (H.M.); (B.L.)
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Heck T, Pham PH, Hammes F, Thöny-Meyer L, Richter M. Continuous Monitoring of Enzymatic Reactions on Surfaces by Real-Time Flow Cytometry: Sortase A Catalyzed Protein Immobilization as a Case Study. Bioconjug Chem 2014; 25:1492-500. [DOI: 10.1021/bc500230r] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
Affiliation(s)
- Tobias Heck
- Laboratory
for Bioactive Materials, Empa, Swiss Federal Laboratories for Materials Science and Technology, Lerchenfeldstrasse 5, 9014 St. Gallen, Switzerland
| | - Phu-Huy Pham
- Laboratory
for Bioactive Materials, Empa, Swiss Federal Laboratories for Materials Science and Technology, Lerchenfeldstrasse 5, 9014 St. Gallen, Switzerland
| | - Frederik Hammes
- Department
of Environmental Microbiology, Eawag, Swiss Federal Institute of Aquatic Science and Technology, Überlandstrasse 133, 8600 Dübendorf, Switzerland
| | - Linda Thöny-Meyer
- Laboratory
for Bioactive Materials, Empa, Swiss Federal Laboratories for Materials Science and Technology, Lerchenfeldstrasse 5, 9014 St. Gallen, Switzerland
| | - Michael Richter
- Laboratory
for Bioactive Materials, Empa, Swiss Federal Laboratories for Materials Science and Technology, Lerchenfeldstrasse 5, 9014 St. Gallen, Switzerland
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Abstract
In flow cytometry, the quantitation of fluorophore-tagged ligands and receptors on cells or at particulate surfaces is achieved by the use of standard beads of known calibration. To the best of our knowledge, only those calibration beads based on fluorescein, EGFP, phycoerythyrin and allophycocyanine are readily available from commercial sources. Because fluorophore-based standards are specific to the selected fluorophore tag, their applicability is limited to the spectral region of resonance. Since quantum dots can be photo-excited over a continuous and broad spectral range governed by their size, it is possible to match the spectral range and width (absorbance and emission) of a wide range of fluorophores with appropriate quantum dots. Accordingly, quantitation of site coverage of the target fluorophores can be readily achieved using quantum dots whose emission spectra overlaps with the target fluorophore.This chapter focuses on the relevant spectroscopic concepts and molecular assembly of quantum dot fluorescence calibration beads. We first examine the measurement and applicability of spectroscopic parameters, ε, φ, and %T to fluorescence calibration standards, where ε is the absorption coefficient of the fluorophore, φ is the quantum yield of the fluorophore, and %T is the percent fraction of emitted light that is transmitted by the bandpass filter at the detector PMT. The modular construction of beads decorated with discrete quantities of quantum dots with defined spectroscopic parameters is presented in the context of a generalizable approach to calibrated measurements of fluorescence in flow cytometry.
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Affiliation(s)
- Tione Buranda
- Department of Pathology and Cancer Center, University of New Mexico School of Medicine, Albuquerque, NM, USA.
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5
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Abstract
The binding of full and partial agonist ligands (L) to G-protein-coupled receptors (GPCRs) initiates the formation of ternary complexes with G-proteins (LRG complexes). We describe the assembly of detergent-solubilized LRG complexes on beads. Rapid mix flow cytometry is used to analyze the subsecond dynamics of guanine nucleotide-mediated ternary complex disassembly. Ternary complexes were assembled with three formyl peptide receptor constructs (wild type, FPR-Galpha(i2) fusion, and FPR-GFP fusion) and two isotypes of the alpha subunit (alpha(i2) and alpha(i3)) and betagamma dimer (beta(i)(1)gamma(2) and beta(4)gamma(2)). Experimental evidence suggests that thermodynamic stability of ternary complexes depends on subunit isotype. Comparison of assemblies derived from the three constructs of FPR and G-protein heterotrimers composed of the available subunit isotypes demonstrate that the fast step is associated with the separation of receptor and G-protein and that the dissociation of the ligand or of the alpha and betagamma subunits was slower. These results are compatible with a cell activation model involving G-protein conformational changes rather than disassembly of Galphabetagamma heterotrimer.
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Abstract
BACKGROUND Many cellular signal transduction cascades have protein kinases as critical components. Small molecule protein kinase inhibitors can be effective as laboratory probes and drugs. Methods that allow two or more kinases to be evaluated simultaneously for inhibition by a small molecule would allow unequivocal tests of specificity and selectivity of action of the small molecule. METHODS Two hexahistidine-tagged activin receptor-like kinases were expressed in E. coli, purified, and bound to nickel beads. A fluorescent kinase ligand (F-KL) that binds to the ATP-binding site of these kinases with nanomolar affinity was developed. Binding of F-KL with kinase on the bead made the beads bright, and inhibitors decreased the brightness. RESULTS A test panel of 17 nonfluorescent kinase inhibitors, spanning two orders of magnitude affinity for the kinases, gave K(d) values for the kinases that correlated well with a fluorescence polarization assay. Results were obtained for the kinases in duplex, using an autosampler to send beads from a 96-well plate to a flow cytometer in a format suitable for high throughput screening. CONCLUSIONS Inhibitors of kinases can be measured in duplex in a high throughput format by flow cytometry, if a suitable fluorescent ligand is available.
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Affiliation(s)
- Peter C Simons
- New Mexico Molecular Libraries Screening Center, University of New Mexico, Health Sciences Center, Albuquerque, New Mexico 87131, USA
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Wu Y, Buranda T, Simons PC, Lopez GP, McIntire WE, Garrison JC, Prossnitz ER, Sklar LA. Rapid-mix flow cytometry measurements of subsecond regulation of G protein-coupled receptor ternary complex dynamics by guanine nucleotides. Anal Biochem 2007; 371:10-20. [PMID: 17904091 PMCID: PMC2254650 DOI: 10.1016/j.ab.2007.08.011] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2007] [Revised: 07/13/2007] [Accepted: 08/06/2007] [Indexed: 01/28/2023]
Abstract
We have used rapid-mix flow cytometry to analyze the early subsecond dynamics of the disassembly of ternary complexes of G protein-coupled receptors (GPCRs) immobilized on beads to examine individual steps associated with guanine nucleotide activation. Our earlier studies suggested that the slow dissociation of Galpha and Gbetagamma subunits was unlikely to be an essential component of cell activation. However, these studies did not have adequate time resolution to define precisely the disassembly kinetics. Ternary complexes were assembled using three formyl peptide receptor constructs (wild type, formyl peptide receptor-Galpha(i2) fusion, and formyl peptide receptor-green fluorescent protein fusion) and two isotypes of the alpha subunit (alpha(i2) and alpha(i3)) and betagamma dimer (beta(1)gamma(2) and beta(4)gamma(2)). At saturating nucleotide levels, the disassembly of a significant fraction of ternary complexes occurred on a subsecond time frame for alpha(i2) complexes and tau(1/2)< or =4s for alpha(i3) complexes, time scales that are compatible with cell activation. beta(1)gamma(2) isotype complexes were generally more stable than beta(4)gamma(2)-associated complexes. The comparison of the three constructs, however, proved that the fast step was associated with the separation of receptor and G protein and that the dissociation of the ligand or of the alpha and betagamma subunits was slower. These results are compatible with a cell activation model involving G protein conformational changes rather than disassembly of Galphabetagamma heterotrimer.
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Affiliation(s)
| | | | | | | | | | | | | | - Larry A. Sklar
- To whom correspondence should be addressed: Larry A Sklar: Department of Pathology and Cancer Research Facility, University of New Mexico Health Sciences Center, MSC 116020 Albuquerque, New Mexico 87131. . Tel: (505) 272-6892; Fax: (505) 272-6995
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8
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Wu Y, Lopez GP, Sklar LA, Buranda T. Spectroscopic characterization of streptavidin functionalized quantum dots. Anal Biochem 2007; 364:193-203. [PMID: 17368555 PMCID: PMC2018650 DOI: 10.1016/j.ab.2007.02.007] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2006] [Revised: 02/06/2007] [Accepted: 02/07/2007] [Indexed: 11/24/2022]
Abstract
The spectroscopic properties of quantum dots can be strongly influenced by the conditions of their synthesis. In this work, we have characterized several spectroscopic properties of commercial, streptavidin functionalized quantum dots (QD525, lot 1005-0045, and QD585, lot 0905-0031, from Invitrogen). This is the first step in the development of calibration beads to be used in a generalizable quantification scheme of multiple fluorescent tags in flow cytometry or microscopy applications. We used light absorption, photoexcitation, and emission spectra, together with excited state lifetime measurements, to characterize their spectroscopic behavior, concentrating on the 400- to 500-nm wavelength ranges that are important in biological applications. Our data show an anomalous dependence of emission spectrum, lifetimes, and quantum yield (QY) on excitation wavelength that is particularly pronounced in the QD525. For QD525, QY values ranged from 0.2 at 480 nm excitation up to 0.4 at 450 nm and down again to 0.15 at 350 nm. For QD585, QY values were constant at 0.2 between 500 and 400 nm, but they dropped to 0.1 at 350 nm. We attribute the wavelength dependencies to heterogeneity in size and surface defects in the QD525, consistent with characteristics described previously in the chemistry literature. The results are discussed in the context of bridging the gap between what is currently known in the physical chemistry literature of quantum dots and the quantitative needs of assay development in biological applications.
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Affiliation(s)
- Yang Wu
- Pathology and Cancer Center, University of New Mexico School of Medicine
| | - Gabriel P. Lopez
- Chemical and Nuclear Engineering, University of New Mexico, Albuquerque, New Mexico, 87131
| | - Larry A. Sklar
- Pathology and Cancer Center, University of New Mexico School of Medicine
| | - Tione Buranda
- Pathology and Cancer Center, University of New Mexico School of Medicine
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9
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Wu Y, Campos SK, Lopez GP, Ozbun MA, Sklar LA, Buranda T. The development of quantum dot calibration beads and quantitative multicolor bioassays in flow cytometry and microscopy. Anal Biochem 2007; 364:180-92. [PMID: 17397793 PMCID: PMC2018651 DOI: 10.1016/j.ab.2007.02.006] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2006] [Revised: 02/06/2007] [Accepted: 02/07/2007] [Indexed: 11/21/2022]
Abstract
The use of fluorescence calibration beads has been the hallmark of quantitative flow cytometry. It has enabled the direct comparison of interlaboratory data as well as quality control in clinical flow cytometry. In this article, we describe a simple method for producing color-generalizable calibration beads based on streptavidin functionalized quantum dots. Based on their broad absorption spectra and relatively narrow emission, which is tunable on the basis of dot size, quantum dot calibration beads can be made for any fluorophore that matches their emission color. In an earlier publication, we characterized the spectroscopic properties of commercial streptavidin functionalized dots (Invitrogen). Here we describe the molecular assembly of these dots on biotinylated beads. The law of mass action is used to readily define the site densities of the dots on the beads. The applicability of these beads is tested against the industry standard, namely commercial fluorescein calibration beads. The utility of the calibration beads is also extended to the characterization surface densities of dot-labeled epidermal growth factor ligands as well as quantitative indicators of the binding of dot-labeled virus particles to cells.
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Affiliation(s)
- Yang Wu
- Department of Pathology and Cancer Center, University of New Mexico, Albuquerque, NM 87131, USA
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10
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Buranda T, Waller A, Wu Y, Simons PC, Biggs S, Prossnitz ER, Sklar LA. Some mechanistic insights into GPCR activation from detergent-solubilized ternary complexes on beads. Adv Protein Chem 2007; 74:95-135. [PMID: 17854656 DOI: 10.1016/s0065-3233(07)74003-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
The binding of full and partial agonist ligands (L) to G protein-coupled receptors (GPCRs) initiates the formation of ternary complexes with G proteins [ligand-receptor-G protein (LRG) complexes]. Cyclic ternary complex models are required to account for the thermodynamically plausible complexes. It has recently become possible to assemble solubilized formyl peptide receptor (FPR) and beta(2)-adrenergic receptor (beta(2)AR) ternary complexes for flow cytometric bead-based assays. In these systems, soluble ternary complex formation of the receptors with G proteins allows direct quantitative measurements which can be analyzed in terms of three-dimensional concentrations (molarity). In contrast to the difficulty of analyzing comparable measurements in two-dimensional membrane systems, the output of these flow cytometric experiments can be analyzed via ternary complex simulations in which all of the parameters can be estimated. An outcome from such analysis yielded lower affinity for soluble ternary complex assembly by partial agonists compared with full agonists for the beta(2)AR. In the four-sided ternary complex model, this behavior is consistent with distinct ligand-induced conformational states for full and partial agonists. Rapid mix flow cytometry is used to analyze the subsecond dynamics of guanine nucleotide-mediated ternary complex disassembly. The modular breakup of ternary complex components is highlighted by the finding that the fastest step involves the departure of the ligand-activated GPCR from the intact G protein heterotrimer. The data also show that, under these experimental conditions, G protein subunit dissociation does not occur within the time frame relevant to signaling. The data and concepts are discussed in the context of a review of current literature on signaling mechanism based on structural and spectroscopic (FRET) studies of ternary complex components.
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Affiliation(s)
- Tione Buranda
- Department of Pathology and Cancer Center, University of New Mexico Health Science Center, Albuquerque, New Mexico 87131, USA
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Faucher S, Martel A, Sherring A, Bogdanovic D, Malloch L, Kim JE, Bergeron M, Sandstrom P, Mandy FF. A combined HIV-1 protein bead array for serology assay and T-cell subset immunophenotyping with a hybrid flow cytometer: a step in the direction of a comprehensive multitasking instrument platform for infectious disease diagnosis and monitoring. Cytometry B Clin Cytom 2006; 70:179-88. [PMID: 16615079 DOI: 10.1002/cyto.b.20109] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND A new generation of bench-top flow cytometers with digital signal processing to perform suspension array technology (SAT) based bead array assays as well as leukocyte immunophenotyping is now available. These hybrid instruments provide an opportunity for the development of a more cost effective multitasking platform to support infectious disease treatment in resource limited countries. METHODS We report the development and testing of two modules compatible with the hybrid flow cytometers. The first module is an eleven HIV-1 protein bead array (PBA) for the detection of circulating antibodies and the second is a cell based T-cell enumeration assay. RESULTS The HIV-1 PBA was tested in parallel with two enzyme immunoassays (EIAs) for the detection of plasma antibodies from 4 HIV-1 seroconversion panels and a low antibody titer panel. The PBA as well as the two EIAs performed equally for the detection of antibody positive samples from all seroconversion panels. One antibody positive sample from the low antibody titer panel was missed by the PBA together with one of the two EIAs tested. A parallel analysis of the HIV-1 PBA with Western blot (a confirmatory test for HIV infection) using plasma from nine HIV-1(+) individuals showed that the HIV-1 PBA detected more of the gp41 and gp120 antibody positive samples. Preliminary CD4 T-cell immunophenotyping results from 14 HIV(+) and 10 HIV(-) whole blood specimens with the hybrid flow cytometer platform compared well to conventional flow cytometry data. CONCLUSION The successful combination of bead and cell based assays on a single hybrid instrument demonstrated the potential utility of a multitasking platform. The results presented are providing groundwork for future development of more cost effective modular architecture for a flexible flow cytometry based platform.
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Affiliation(s)
- Sylvie Faucher
- National HIV Immunology Laboratory, National HIV and Retrovirology Laboratories, Public Health Agency of Canada, Ottawa, Ontario.
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12
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Piyasena ME, Buranda T, Wu Y, Huang J, Sklar LA, Lopez GP. Near-simultaneous and real-time detection of multiple analytes in affinity microcolumns. Anal Chem 2006; 76:6266-73. [PMID: 15516117 DOI: 10.1021/ac049260f] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
A miniaturized immunoassay system based on beads in poly(dimethylsiloxane) microchannels for analyzing multiple analytes has been developed. The method involves real-time detection of soluble molecules binding to receptor-bearing microspheres, sequestered in affinity column format inside a microfluidic channel. Identification and quantitation of analytes occurs via direct fluorescence measurements or fluorescence resonance energy transfer. A preliminary account of this work based on single-analyte format has been published in this journal (Buranda, T.; Huang, J.; Perez-Luna, V. H.; Schreyer, B.; Sklar, L. A.; Lopez, G. P. Anal. Chem. 2002, 74, 1149-1156). We have extended the work to a multianalyte model system composed of discrete segments of beads that bear distinct receptors. Near-simultaneous and real-time detection of diverse analytes is demonstrated. The importance of this work is established in the exploration of important factors related to the design, assessment, and utility of affinity microcolumn sensors. First, beads derivatized with surface chemistry suitable for the attachment of fluorescently labeled biomolecules of interest are prepared and characterized in terms of functionality and receptor site densities by flow cytometry. Second, calibrated beads are incorporated in microfluidic channels. The analytical device that emerges replicates the basic elements of affinity chromatography with the advantages of microscale and real-time direct measurement of bound analyte on beads rather than the indirect determination from eluted sample typical of affinity chromatography. In addition, the two-compartment analysis of the assay data as demonstrated in single-analyte columns provides a template upon which the dynamics of multiple-analyte assays can be characterized using existing theoretical models and be tested experimentally. The assay can potentially detect subfemtomole quantities of protein with high signal-to-noise ratio and a large dynamic range spanning nearly 4 orders of magnitude in analyte concentration in microliter to submicroliter volumes of analyte fluid. The approach has the potential to be generalized to a host of bioaffinity assay methods including analysis of protein complexes (e.g., biomolecular indicators of diseases). Proof-of-principle analytes include FLAG peptide and carcinoembryonic antigen detected at physiologically relevant concentration levels.
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Affiliation(s)
- Menake E Piyasena
- Cancer Center and Department of Pathology, University of New Mexico School of Medicine, Albuquerque, New Mexico 87131, USA
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13
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Abstract
BACKGROUND Rapid-mix flow cytometry has emerged as a powerful tool for mechanistic analysis of ligand binding, cell response, and molecular assembly. Although progress has come from improving sample delivery capabilities, little attention has been paid to the volumetric requirements associated with precious biological reagents. METHODS By using programmable syringes, valves, and other fluidic components, we created a modular, precisely regulated rapid-mix device for the delivery of small-volume samples to the flow cytometer. The device was tested using a bead-based assay in which the binding kinetics between native biotin and fluorescein biotin-bearing beads were characterized. RESULTS Bead suspensions and reagents paired in 35- to 45-microl aliquots were efficiently mixed by the device and delivered to the flow cytometer. Kinetic data associated with the fluorescein biotin beads were analyzed and used to calibrate the performance characteristics of the device in terms of sample delivery and mixing efficiency. CONCLUSION The rapid-mix device is capable of detecting subsecond kinetics of biological reactions using microliter volume of samples. Dimensions of the device have been minimized, and the quantitative aspects of sample delivery and analysis have been optimized. Further, the modular design has been optimized for adaptation to a variety of experimental protocols.
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Affiliation(s)
- Yang Wu
- Department of Chemical and Nuclear Engineering, University of New Mexico Health Sciences Center, Albuquerque, New Mexico 87131, USA
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14
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Wu Y, Simons PC, Lopez GP, Sklar LA, Buranda T. Dynamics of fluorescence dequenching of ostrich-quenched fluorescein biotin: A multifunctional quantitative assay for biotin. Anal Biochem 2005; 342:221-8. [PMID: 15913533 DOI: 10.1016/j.ab.2005.03.046] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2005] [Revised: 03/02/2005] [Accepted: 03/28/2005] [Indexed: 11/23/2022]
Abstract
We describe a simple and rapid quantitative assay for biotin and biotin conjugates. The assay is based on the kinetic analysis of the enhancement of fluorescence of streptavidin/fluorescein biotin complexes in the presence of biotin. The kinetic response of fluorescence enhancement is proportional to the concentration of biotin. Standard calibration curves based on the kinetic response are obtained and detection limits of approximately 10(-9)M are established. Because the assay is amenable for use in small volumes of 5-50 microL or bead-based assays, the detection limits can be extended to the femtomole range. Since the assay depends on kinetic analysis, routine quantitation can be achieved without reference to standard curves. The dynamic aspects allow the assay to be extended to a broader range of applications including its use as an indicator of reagent mixing in laminar-flow assays carried out in microfluidic devices.
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Affiliation(s)
- Yang Wu
- Department of Chemical and Nuclear Engineering, University of New Mexico, Albuquerque, NM 87131, USA
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15
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Abstract
Flow cytometry is a mature platform for quantitative multi-parameter measurement of cell fluorescence. Recent innovations allow up to 30-fold faster serial processing of bulk cell samples. Homogeneous discrimination of free and cell-bound fluorescent probe eliminates wash steps to streamline sample processing. Compound screening throughput may be further enhanced by multiplexing of assays on color-coded bead or cell suspension arrays and by integrating computational techniques to create smaller, focused compound libraries. Novel bead-based assay systems allow studies of real-time interactions between solubilized receptors, ligands and molecular signaling components that recapitulate and extend measurements in intact cells. These new developments, and its broad usage, position flow cytometry as an attractive analysis platform for high-throughput, high-content biological testing and drug discovery.
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Affiliation(s)
- Bruce S Edwards
- Department of Cell Biology and Physiology, University of New Mexico Cancer Research and Treatment Center, Albuquerque, New Mexico 87131, USA
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16
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Stein MP, Cao C, Tessema M, Feng Y, Romero E, Welford A, Wandinger-Ness A. Interaction and functional analyses of human VPS34/p150 phosphatidylinositol 3-kinase complex with Rab7. Methods Enzymol 2005; 403:628-49. [PMID: 16473626 DOI: 10.1016/s0076-6879(05)03055-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
The Rab7 GTPase is a key regulator of late endocytic membrane transport and autophagy. Rab7 exerts temporal and spatial control over late endocytic membrane transport through interactions with various effector proteins. Among Rab7 effectors, the hVPS34/p150 phosphatidylinositol (PtdIns) 3-kinase complex serves to regulate late endosomal phosphatidylinositol signaling that is important for protein sorting and intraluminal vesicle sequestration. In this chapter, reagents and methods for the characterization of the interactions and regulation of the Rab7/hVPS34/p150 complex are described. Using these methods we demonstrate the requirement for activated Rab7 in the regulation of hVPS34/p150 PtdIns 3-kinase activity on late endosomes in vivo.
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Gasparetto M, Gentry T, Sebti S, O'Bryan E, Nimmanapalli R, Blaskovich MA, Bhalla K, Rizzieri D, Haaland P, Dunne J, Smith C. Identification of compounds that enhance the anti-lymphoma activity of rituximab using flow cytometric high-content screening. J Immunol Methods 2004; 292:59-71. [PMID: 15350512 DOI: 10.1016/j.jim.2004.06.003] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2004] [Revised: 05/27/2004] [Accepted: 06/02/2004] [Indexed: 11/22/2022]
Abstract
In this report, we describe a new flow cytometry technique termed flow cytometric high-content screening (FC-HCS) which involves semi-automated processing and analysis of multiparameter flow cytometry samples. As a first test of the FC-HCS technique, we used it to screen a 2000-compound library, called the National Cancer Institute (NCI) Diversity Set, to identify agents that would enhance the anti-lymphoma activity of the therapeutic monoclonal antibody rituximab. FC-HCS identified 15 compounds from the Diversity Set that significantly enhanced the ability of rituximab to inhibit cell cycle progression and induce apoptosis in lymphoma cells. The validity of the screening results was confirmed for several compounds using additional assays of cell proliferation, apoptosis and cell growth. The FC-HCS technique was relatively simple and reliable and could process up to 1000 samples/day on a single flow cytometer. The FC-HCS technique may be useful for a variety of applications including drug discovery, immunologic monitoring of patients, functional genomics studies and tissue engineering efforts.
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Affiliation(s)
- Maura Gasparetto
- Duke University Medical Center, Duke University, Durham, NC, USA
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18
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Faucher S, Martel A, Sherring A, Ding T, Malloch L, Kim JE, Bergeron M, Sandstrom P, Mandy FF. Protein bead array for the detection of HIV-1 antibodies from fresh plasma and dried-blood-spot specimens. Clin Chem 2004; 50:1250-3. [PMID: 15229158 DOI: 10.1373/clinchem.2004.032995] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Sylvie Faucher
- National HIV Immunology Laboratory, National HIV and Retrovirology Laboratories, Centre for Infectious Disease Prevention and Control, Health Canada, Ottawa, ON, Canada.
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Patil NS, Wong DL, Collier KD, McDonald HC. Fluorescent derivatization of a protease antigen to track antigen uptake and processing in human cell lines. BMC Immunol 2004; 5:12. [PMID: 15222895 PMCID: PMC459215 DOI: 10.1186/1471-2172-5-12] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2004] [Accepted: 06/28/2004] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND We have devised a simple and efficient fluorescence-based method to track antigen uptake and processing in human B lymphoblastoid cells (B-LCL). Fluorescein labelled subtilisin was used to optimize antigen uptake conditions and identify processed peptides from human cell lines. RESULTS Fluorescein labelled subtilisin conjugates had 0.06 to 2 moles of fluorescein per subtilisin molecule. High performance liquid chromatography and mass spectrometry (NanoESI-LC/MS/MS) analysis identified fluorescein conjugated to K141, K256, and the N terminus. Conjugates retained antigenic specificity to subtilisin specific antibodies and could be processed by whole cell extracts into low molecular weight fragments at pH 5.2. Maximal antigen uptake and processing occurred when PMSF (phenylmethylsulfonyl fluoride) inhibited subtilisin conjugate was incubated with cells at 100-200 microg/ml for 16 to 24 hr. Once optimal uptake conditions were established, processed subtilisin peptides were isolated and identified from human cell lines. CONCLUSION Our studies show that FITC-conjugation provides an efficient tool to track the uptake and processing of this protease antigen and to facilitate identification of processed antigenic peptides from human cell lines.
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Affiliation(s)
- Namrata S Patil
- Genencor International Inc., 925 Page Mill Road, Palo Alto, CA 94304, USA
| | - David L Wong
- Genencor International Inc., 925 Page Mill Road, Palo Alto, CA 94304, USA
| | | | - Hugh C McDonald
- Genencor International Inc., 925 Page Mill Road, Palo Alto, CA 94304, USA
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20
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Abstract
The entire chicken genome sequence will be available by the time this review is in press. Chickens will be the first production animal species to enter the "postgenomic era." This fundamental structural genomics achievement allows, for the first time, complete functional genomics approaches for understanding the molecular basis of chicken normo- and pathophysiology. The functional genomics paradigm, which contrasts with classical functional genetic investigations of one gene (or few) in isolation, is the systematic holistic genetic analyses of biological systems in defined contexts. Context-dependent gene interactions are the fundamental mechanics of all life. Functional genomics uses high-throughput large-scale experimental methods combined with statistical and computational analyses. Projects with expressed sequence tags in chickens have already allowed the creation of cDNA microarrays for large-scale context-dependant mRNA analysis (transcriptomics). However, proteins are the functional units of almost all biological processes, and protein expression very often bears no correlation to mRNA expression. Proteomics, a discipline within functional genomics, is the context-defined analysis of complete complements of proteins. Proteomics bridges the "sequence-to-phenotype gap;" it complements structural and other functional genomics approaches. Proteomics requires high capital investment but has ubiquitous biological applications. Although currently the fastest-growing human biomedical discipline, new paradigms may need to be established for production animal proteomics research. The prospective promise and potential pitfalls of using proteomics approaches to improve poultry pathogen control will be specifically highlighted. The first stage of our recently established proteomics program is global protein profiling to identify differentially expressed proteins in the context of the commercially important pathogens. Our trials and tribulations in establishing our proteomics program, as well some of our initial data to understand chicken immune system function, will be discussed.
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Affiliation(s)
- S C Burgess
- Department of Basic Sciences, Mississippi State University, College of Veterinary Medicine, PO Box 6100, Mississippi State, Mississippi 39762-6100, USA.
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21
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Simons PC, Shi M, Foutz T, Cimino DF, Lewis J, Buranda T, Lim WK, Neubig RR, McIntire WE, Garrison J, Prossnitz E, Sklar LA. Ligand-receptor-G-protein molecular assemblies on beads for mechanistic studies and screening by flow cytometry. Mol Pharmacol 2003; 64:1227-38. [PMID: 14573773 DOI: 10.1124/mol.64.5.1227] [Citation(s) in RCA: 34] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
G protein-coupled receptors form a ternary complex of ligand, receptor, and G protein heterotrimer (LRG) during signal transduction from the outside to the inside of a cell. Our goal was to develop a homogeneous, small-volume, bead-based approach compatible with high-throughput flow cytometry that would allow evaluation of G protein coupled receptor molecular assemblies. Dextran beads were derivatized to carry chelated nickel to bind hexahistidine-tagged green fluorescent protein (GFP) and hexahistidine-tagged G proteins. Ternary complexes were assembled on these beads using fluorescent ligand with wild-type receptor or a receptor-Gialpha2 fusion protein, and with a nonfluorescent ligand and receptor-GFP fusion protein. Streptavidin-coated polystyrene beads used biotinylated anti-FLAG antibodies to bind FLAG-tagged G proteins for ternary complex assembly. Validation was achieved by showing time and concentration dependence of ternary complex formation. Affinity measurements of ligand for receptor on particles, of the ligand-receptor complex for G protein on the particles, and receptor-Gialpha2 fusion protein for Gbetagamma, were consistent with comparable assemblies in detergent suspension. Performance was assessed in applications representing the potential of these assemblies for ternary complex mechanisms. We showed the relationship for a family of ligands between LR and LRG affinity and characterized the affinity of both the wild-type and GFP fusion receptors with G protein. We also showed the potential of kinetic measurements to allow observation of individual steps of GTP-induced ternary complex disassembly and discriminated a fast step caused by RG disassembly compared with the slower step of Galphabetagamma disassembly.
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Affiliation(s)
- Peter C Simons
- Department of Pathology and Cancer Center, University of New Mexico HSC, Albuquerque, NM 87131, USA
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22
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Deffenbaugh AE, Scaglione KM, Zhang L, Moore JM, Buranda T, Sklar LA, Skowyra D. Release of ubiquitin-charged Cdc34-S - Ub from the RING domain is essential for ubiquitination of the SCF(Cdc4)-bound substrate Sic1. Cell 2003; 114:611-22. [PMID: 13678584 DOI: 10.1016/s0092-8674(03)00641-x] [Citation(s) in RCA: 61] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
The S. cerevisiae SCF(Cdc4) is a prototype of RING-type SCF E3s, which recruit substrates for polyubiquitination by the Cdc34 ubiquitin-conjugating enzyme. Current models propose that Cdc34 ubiquitinates the substrate while remaining bound to the RING domain. In contrast, we found that the formation of a ubiquitin thiol ester regulates the Cdc34/SCF(Cdc4) binding equilibrium by increasing the dissociation rate constant, with only a minor effect on the association rate. By using a F72VCdc34 mutant with increased affinity for the RING domain, we demonstrate that release of ubiquitin-charged Cdc34-S - Ub from the RING is essential for ubiquitination of the SCF(Cdc4)-bound substrate Sic1. Release of ubiquitin-charged E2 from E3 prior to ubiquitin transfer is a previously unrecognized step in ubiquitination, which can explain both the modification of multiple lysines on the recruited substrate and the extension of polyubiquitin chains. We discuss implications of this finding for function of other ubiquitin ligases.
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Affiliation(s)
- Andrew E Deffenbaugh
- Edward A. Doisy Department of Biochemistry and Molecular Biology, Saint Louis University School of Medicine, Saint Louis, MO 63104, USA
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Sklar LA, Edwards BS, Graves SW, Nolan JP, Prossnitz ER. Flow cytometric analysis of ligand-receptor interactions and molecular assemblies. Annu Rev Biophys Biomol Struct 2002; 31:97-119. [PMID: 11988464 DOI: 10.1146/annurev.biophys.31.082901.134406] [Citation(s) in RCA: 72] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Flow cytometers make homogeneous real-time measurements of ligand-receptor interactions and, simultaneously, the physiological responses of cells. Their multiparameter capabilities are also useful in resolving multicomponent assemblies or in developing multiplexed assays. Recent advances suggest that these approaches can be extended in several important ways. Sample delivery in the millisecond time domain is applicable to the analysis of complex binding kinetics and reaction mechanisms. The homogeneous discrimination of free components and particle-based assemblies can be extended into the micromolar concentration range. Measurements can be made of molecular assemblies among proteins, DNA, RNA, lipids, and carbohydrates on beads. The topography and assembly of components within cells can be evaluated with resonance energy transfer. Temperature dependence can be evaluated with Peltier temperature control. Many assembly endpoints can be assessed through new tools for high-throughput flow cytometry using plate-based assay formats and small volume samples.
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Affiliation(s)
- Larry A Sklar
- Cancer Center and Departments of Pathology and Cell Biology and Physiology, University of New Mexico, Albuquerque, NM 87131, USA.
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Potter RM, Key TA, Gurevich VV, Sklar LA, Prossnitz ER. Arrestin variants display differential binding characteristics for the phosphorylated N-formyl peptide receptor carboxyl terminus. J Biol Chem 2002; 277:8970-8. [PMID: 11777932 DOI: 10.1074/jbc.m111086200] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
The phosphorylation-dependent binding of arrestins to cytoplasmic domains of G protein-coupled receptors (GPCRs) is thought to be a crucial step in receptor desensitization. In some GPCR systems, arrestins have also been demonstrated to be involved in receptor internalization, resensitization, and the activation of signaling cascades. The objective of the current study was to examine binding interactions of members of the arrestin family with the formyl peptide receptor (FPR), a member of the GPCR family of receptors. Peptides representing the unphosphorylated and phosphorylated carboxyl terminus of the FPR were synthesized and bound to polystyrene beads via a biotin/streptavidin interaction. Using fluorescein-conjugated arrestins, binding interactions between arrestins and the bead-bound FPR carboxyl terminus were analyzed by flow cytometry. Arrestin-2 and arrestin-3 bound to the FPR carboxyl-terminal peptide in a phosphorylation-dependent manner, with K(d) values in the micromolar range. Binding of visual arrestin, which binds rhodopsin with high selectivity, was not observed. Arrestin-2-(1--382) and arrestin-3-(1--393), truncated mutant forms of arrestin that display phosphorylation-independent binding to intact receptors, were also observed to bind the bead-bound FPR terminus in a phosphorylation-dependent manner, but with much greater affinity than the full-length arrestins, yielding K(d) values in the 5--50 nm range. Two additional arrestin mutants, which are full-length but display phosphorylation-independent binding to intact GPCRs, were evaluated for their binding affinity to the FPR carboxyl terminus. Whereas the single point mutant, arrestin-2 R169E, displayed an affinity similar to that of the full-length arrestins, the triple point mutant, arrestin-2 I386A/V387A/F388A, displayed an affinity more similar to that of the truncated forms of arrestin. The results suggest that the carboxyl terminus of arrestin is a critical determinant in regulating the binding affinity of arrestin for the phosphorylated domains of GPCRs.
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Affiliation(s)
- Ross M Potter
- Department of Cell Biology, University of New Mexico Health Sciences Center, Albuquerque, New Mexico 87131, USA
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25
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Buranda T, Huang J, Perez-Luna VH, Schreyer B, Sklar LA, Lopez GP. Biomolecular recognition on well-characterized beads packed in microfluidic channels. Anal Chem 2002; 74:1149-56. [PMID: 11924977 DOI: 10.1021/ac0109624] [Citation(s) in RCA: 57] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
We describe a new approach for the analysis of biomolecular recognition in microfluidic channels. The method involves real-time detection of soluble molecules binding to receptor-bearing microspheres, sequestered in affinity column format inside a microfluidic channel. Identification and quantitation of analytes occurs via direct fluorescence measurements or fluorescence resonance energy transfer (FRET). We establish a model system that detects the FLAG epitope. The assay can potentially detect subfemtomole quantities of antibody with a high signal-to-noise ratio and a large dynamic range spanning nearly 4 orders of magnitude in analyte concentration in microliter-to-submicroliter volumes of analyte fluid. Kinetic and equilibrium constants for the reaction of this receptor-ligand pair are obtained through modeling of kinetic responses of the affinity microcolumn and are consistent with those obtained by flow cytometry. Because of the correlation between kinetic and equilibrium data obtained for the microcolumns, quantitative analysis can be done prior to the steady-state end point of the recognition reaction. This method has the promise of combining the utility of affinity chromatography with the advantage of direct, quantitative, and real-time analysis and the cost-effectiveness of microanalytical devices. The approach has the potential to be generalized to a host of bioaffinity assay methods including analysis of protein complexes and molecular assembly and microsystem-based multianalyte determinations.
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Affiliation(s)
- Tione Buranda
- Cancer Center and Department of Pathology, University of New Mexico School of Medicine, NSF Center for Micro-Engineered Materials, and Chemical and Nuclear Engineering, Albuquerque, USA.
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