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Paquet-Mercier F, Juncker D, Bergeron S. Precise Chip-to-Chip Reagent Transfer for Cross-Reactivity-Free Multiplex Sandwich Immunoassays. Methods Mol Biol 2021; 2237:141-149. [PMID: 33237415 DOI: 10.1007/978-1-0716-1064-0_12] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/24/2023]
Abstract
Common multiplex sandwich immunoassays suffer from cross-reactivity due to the mixing of detection antibodies and the combinatorial, undesired interaction between all reagents and analytes. Here we present the snap chip to perform antibody colocalization microarrays that eliminates undesirable interactions by running an array of singleplex assays realized by sequestering detection antibodies in individual nanodroplets. When detecting proteins in biological fluids, the absence of cross-reactivity allows a higher level of multiplexing, reduced background, increased sensitivity, and ensures accurate and specific results. The use of the snap chip is illustrated by measuring highly related analytes such as proteins isoforms and phospho-proteins, both particularly prone to cross-reactivity, in a single experiment. The main steps of the protocol are preparation of sample, incubation on an assay slide harboring the microarrayed capture antibodies, transfer of the microarrayed detection antibodies on their cognate spots, and measurement of the assay results by fluorescence.
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Affiliation(s)
| | - David Juncker
- McGill University and Génome Québec Innovation Centre, Montreal, QC, Canada
- Biomedical Engineering Department, McGill University, Montreal, QC, Canada
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2
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Kalli M, Alcocer MJC, Blok AJ, Falcone FH. Use of Humanized Fluorescent Reporter Cell Line RBL NFAT-DsRed for the Detection of Allergen-Specific IgE in Patient Sera Using Allergen Microarrays. Methods Mol Biol 2020; 2163:155-162. [PMID: 32766973 DOI: 10.1007/978-1-0716-0696-4_12] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2023]
Abstract
The presence of allergen-specific IgE (sIgE) in human sera can be determined by measuring the binding of sIgE to solid phase-bound preparations containing the allergens to be tested. These can be complex extracts, purified or recombinant allergens, or peptides. Older methods, such as the IgE CAP test, only allow sIgE measurements to multiple allergens in individual measurements. Newer technologies such as the ImmunoCAP® ISAC test allows semiquantitative testing of sIgE to over a hundred allergens on a protein array. Allergen arrays have higher numerical power, allowing testing to many allergens at the same time, using only a small amount of serum. We have previously demonstrated how allergen arrays can be used in combination with purified peripheral blood basophils, introducing a clinically relevant readout. Here, we describe a protocol and materials that allow the testing of sIgE with multiple allergens in array format, using a humanized fluorescent IgE reporter system (RBL NFAT-DsRed).
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Affiliation(s)
- Marina Kalli
- Division of Molecular Therapeutics and Formulation, School of Pharmacy, University of Nottingham, Nottingham, UK
- School of Biosciences, University of Nottingham, Nottingham, UK
| | | | - Andrew J Blok
- Division of Molecular Therapeutics and Formulation, School of Pharmacy, University of Nottingham, Nottingham, UK
| | - Franco H Falcone
- Institute for Parasitology, Justus Liebig University Giessen, Biomedizinisches Forschungszentrum Seltersberg (BFS), Giessen, Germany.
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3
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Li X, Pomares C, Peyron F, Press CJ, Ramirez R, Geraldine G, Cannavo I, Chapey E, Levigne P, Wallon M, Montoya JG, Dai H. Plasmonic gold chips for the diagnosis of Toxoplasma gondii, CMV, and rubella infections using saliva with serum detection precision. Eur J Clin Microbiol Infect Dis 2019; 38:883-890. [PMID: 30701339 DOI: 10.1007/s10096-019-03487-1] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [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: 12/10/2018] [Accepted: 01/13/2019] [Indexed: 12/11/2022]
Abstract
Sampling the blood compartment by an invasive procedure such as phlebotomy is the most common approach used for diagnostic purposes. However, phlebotomy has several drawbacks including pain, vasovagal reactions, and anxiety. Therefore, alternative approaches should be tested to minimize patient's discomfort. Saliva is a reasonable compartment; when obtained, it generates little or no anxiety. We setup a multiplexed serology assay for detection of Toxoplasma gondii IgG and IgM, rubella IgG, and CMV IgG, in serum, whole blood, and saliva using novel plasmonic gold (pGOLD) chips. pGOLD test results in serum, whole blood, and saliva were compared with commercial kits test results in serum. One hundred twenty serum/saliva sets (Lyon) and 28 serum/whole blood/saliva sets (Nice) from France were tested. In serum and whole blood, sensitivity and specificity of multiplex T. gondii, CMV, and rubella IgG were 100% in pGOLD when compared to commercial test results in serum. In saliva, sensitivity and specificity for T. gondii and rubella IgG were 100%, and for CMV IgG, sensitivity and specificity were 92.9% and 100%, respectively, when compared to commercial test results in serum. We were also able to detect T. gondii IgM in saliva with sensitivity and specificity of 100% and 95.4%, respectively, when compared to serum test results. Serological testing by multiplex pGOLD assay for T. gondii, rubella, and CMV in saliva is reliable and likely to be more acceptable for systematic screening of pregnant women, newborn, and immunocompromised patients.
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Affiliation(s)
- Xiaoyang Li
- Department of Chemistry, Stanford University, William Keck Science Building rm 125, Stanford, CA, 94305-5080, USA
| | - Christelle Pomares
- Service de Parasitologie Mycologie, Centre Hospitalier Universitaire de Nice, INSERM, U1065, Centre Méditerranéen de Médecine Moléculaire, Faculté de Médecine, Virulence microbienne et signalisation inflammatoire - Université de la Côte d'Azur, CS 23079, Nice, cedex 3, France.
| | - François Peyron
- Institut de Parasitologie et de Mycologie Médicale, Hôpital de la Croix Rousse, Lyon, France
| | - Cynthia J Press
- Palo Alto Medical Foundation Toxoplasma Serology Laboratory, Palo Alto, CA, USA
| | - Raymund Ramirez
- Palo Alto Medical Foundation Toxoplasma Serology Laboratory, Palo Alto, CA, USA
| | - Gonfrier Geraldine
- Service de Virologie, Centre Hospitalier Universitaire de Nice, Nice, France
| | - Isabelle Cannavo
- Service de Virologie, Centre Hospitalier Universitaire de Nice, Nice, France
| | - Emmanuelle Chapey
- Emerging Pathogens Laboratory - Fondation Mérieux, Centre, International de Recherche en Infectiologie (CIRI) Inserm U1111, CNRS UMR5308, ENS de Lyon, UCBL1, Lyon, France
| | - Pauline Levigne
- Institut de Parasitologie et de Mycologie Médicale, Hôpital de la Croix Rousse, Lyon, France
| | - Martine Wallon
- Institut de Parasitologie et de Mycologie Médicale, Hôpital de la Croix Rousse, Lyon, France
| | - Jose G Montoya
- Palo Alto Medical Foundation Toxoplasma Serology Laboratory, Palo Alto, CA, USA.
- Division of Infectious Diseases, Department of Medicine, Stanford University, 300 Pasteur Dr, MC 5107, Stanford, CA, 94305, USA.
| | - Hongjie Dai
- Department of Chemistry, Stanford University, William Keck Science Building rm 125, Stanford, CA, 94305-5080, USA.
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4
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Abstract
Measuring many proteins at once is of great importance to the idea of personalized medicine, in order to get a snapshot of a person's health status. We describe the antibody colocalization microarray (ACM), a variant of antibody microarrays which avoids reagent-induced cross-reactivity by printing individual detection antibodies atop their corresponding capture antibodies. We discuss experimental parameters that are critical for the success of ACM experiments, namely, the printing positional accuracy needed for the two printing rounds and the need for protecting dried spots during the second printing round. Using small sample volumes (less than 30 μL) and small quantities of reagents, up to 108 different targets can be measured in hundreds of samples with great specificity and sensitivity.
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Affiliation(s)
- Véronique Laforte
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, 3801 University St., Montreal, QC, Canada, H3A 2B4
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1
| | - Pik-Shan Lo
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1
| | - Huiyan Li
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1
| | - David Juncker
- Department of Neurology and Neurosurgery, Montreal Neurological Institute, McGill University, 3801 University St., Montreal, QC, Canada, H3A 2B4.
- Department of Biomedical Engineering, McGill University, 3775 University St., Montreal, QC, Canada, H3A 2B4.
- McGill University and Genome Quebec Innovation Center, McGill University, 740 Dr. Penfield Avenue, Montreal, QC, Canada, H3A 0G1.
- Micro and Nanobioengineering Laboratory, Department of Biomedical Engineering, McGill University, 740 Dr. Penfield #6206, Montreal, QC, Canada, H3A 0G1.
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5
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Lu Y, Ling S, Hegde AM, Byers LA, Coombes K, Mills GB, Akbani R. Using reverse-phase protein arrays as pharmacodynamic assays for functional proteomics, biomarker discovery, and drug development in cancer. Semin Oncol 2016; 43:476-83. [PMID: 27663479 PMCID: PMC5111873 DOI: 10.1053/j.seminoncol.2016.06.005] [Citation(s) in RCA: 38] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
The majority of the targeted therapeutic agents in clinical use target proteins and protein function. Although DNA and RNA analyses have been used extensively to identify novel targets and patients likely to benefit from targeted therapies, these are indirect measures of the levels and functions of most therapeutic targets. More importantly, DNA and RNA analysis is ill-suited for determining the pharmacodynamic effects of target inhibition. Assessing changes in protein levels and function is the most efficient way to evaluate the mechanisms underlying sensitivity and resistance to targeted agents. Understanding these mechanisms is necessary to identify patients likely to benefit from treatment and to develop rational drug combinations to prevent or bypass therapeutic resistance. There is an urgent need for a robust approach to assess protein levels and protein function in model systems and across patient samples. While "shot gun" mass spectrometry can provide in-depth analysis of proteins across a limited number of samples, and emerging approaches such as multiple reaction monitoring have the potential to analyze candidate markers, mass spectrometry has not entered into general use because of the high cost, requirement of extensive analysis and support, and relatively large amount of material needed for analysis. Rather, antibody-based technologies, including immunohistochemistry, radioimmunoassays, enzyme-linked immunosorbent assays (ELISAs), and more recently protein arrays, remain the most common approaches for multiplexed protein analysis. Reverse-phase protein array (RPPA) technology has emerged as a robust, sensitive, cost-effective approach to the analysis of large numbers of samples for quantitative assessment of key members of functional pathways that are affected by tumor-targeting therapeutics. The RPPA platform is a powerful approach for identifying and validating targets, classifying tumor subsets, assessing pharmacodynamics, and identifying prognostic and predictive markers, adaptive responses and rational drug combinations in model systems and patient samples. Its greatest utility has been realized through integration with other analytic platforms such as DNA sequencing, transcriptional profiling, epigenomics, mass spectrometry, and metabolomics. The power of the technology is becoming apparent through its use in pathology laboratories and integration into trial design and implementation.
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Affiliation(s)
- Yiling Lu
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Shiyun Ling
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Apurva M Hegde
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Lauren A Byers
- Department of Thoracic/Head & Neck Medical Oncology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Kevin Coombes
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH
| | - Gordon B Mills
- Department of Systems Biology, The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Rehan Akbani
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX.
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6
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Delfani P, Dexlin Mellby L, Nordström M, Holmér A, Ohlsson M, Borrebaeck CAK, Wingren C. Technical Advances of the Recombinant Antibody Microarray Technology Platform for Clinical Immunoproteomics. PLoS One 2016; 11:e0159138. [PMID: 27414037 PMCID: PMC4944972 DOI: 10.1371/journal.pone.0159138] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2016] [Accepted: 06/28/2016] [Indexed: 01/30/2023] Open
Abstract
In the quest for deciphering disease-associated biomarkers, high-performing tools for multiplexed protein expression profiling of crude clinical samples will be crucial. Affinity proteomics, mainly represented by antibody-based microarrays, have during recent years been established as a proteomic tool providing unique opportunities for parallelized protein expression profiling. But despite the progress, several main technical features and assay procedures remains to be (fully) resolved. Among these issues, the handling of protein microarray data, i.e. the biostatistics parts, is one of the key features to solve. In this study, we have therefore further optimized, validated, and standardized our in-house designed recombinant antibody microarray technology platform. To this end, we addressed the main remaining technical issues (e.g. antibody quality, array production, sample labelling, and selected assay conditions) and most importantly key biostatistics subjects (e.g. array data pre-processing and biomarker panel condensation). This represents one of the first antibody array studies in which these key biostatistics subjects have been studied in detail. Here, we thus present the next generation of the recombinant antibody microarray technology platform designed for clinical immunoproteomics.
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Affiliation(s)
- Payam Delfani
- Department of Immunotechnology and CREATE Health, Lund University, Medicon Village, Lund, Sweden
| | - Linda Dexlin Mellby
- Department of Immunotechnology and CREATE Health, Lund University, Medicon Village, Lund, Sweden
- Immunovia AB, Lund, Sweden
| | | | | | - Mattias Ohlsson
- Computational Biology & Biological Physics, Department of Astronomy and Theoretical Physics, Lund University, Lund, Sweden
| | - Carl A. K. Borrebaeck
- Department of Immunotechnology and CREATE Health, Lund University, Medicon Village, Lund, Sweden
| | - Christer Wingren
- Department of Immunotechnology and CREATE Health, Lund University, Medicon Village, Lund, Sweden
- * E-mail:
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7
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Kusnezow W, Syagailo YV, Goychuk I, Hoheisel JD, Wild DG. Antibody microarrays: the crucial impact of mass transport on assay kinetics and sensitivity. Expert Rev Mol Diagn 2014; 6:111-24. [PMID: 16359272 DOI: 10.1586/14737159.6.1.111] [Citation(s) in RCA: 50] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Although they are superficially similar to DNA microarrays, immunoassay microarrays represent a daunting technological challenge owing to the much wider diversity of proteins. Yet, as the leading edge of bioscience migrates from genomics to proteomics, the complexity and enormous dynamic range of proteins in a cell necessitate an analytic tool with exceptional specificity and sensitivity. In theory, microspot immunoassays could fulfill this need. However, antibody microarrays have had limited success to date, and have often required a highly sensitive detection system and/or sophisticated immobilization approach to be of any use for the profiling of complex specimens. There is a solid body of work on the theory of microspot reaction kinetics, yet much of the published experimental work on protein microarray development pays insufficient attention to the kinetic aspects of this interaction. This review explains that one of the main limitations for the sensitivity of current generation microspot immunoassays is the strong dependence of antibody microspot kinetics upon mass flux to the spot. This not only involves migration of analyte in solution, but also across the surface of the solid phase. Understanding of this effect will be discussed, along with several related effects and their significance to improving existing microarray designs. It is concluded that current efforts may be too focused on areas that cannot improve performance significantly, and that other critical areas of design should receive more attention. Finally, the review addresses the question of whether ambient analyte immunoassay is truly a separate category of microspot assay, with the conclusion that this may be a flawed concept.
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Affiliation(s)
- Wlad Kusnezow
- Division of Functional Genome Analysis, Deutsches Krebsforschungszentrum, Im Neuenheimer Feld 580, D-69120 Heidelberg, Germany.
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8
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Qundos U, Hong MG, Tybring G, Divers M, Odeberg J, Uhlen M, Nilsson P, Schwenk JM. Profiling post-centrifugation delay of serum and plasma with antibody bead arrays. J Proteomics 2013; 95:46-54. [PMID: 23631827 DOI: 10.1016/j.jprot.2013.04.020] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.6] [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: 10/04/2012] [Revised: 03/22/2013] [Accepted: 04/09/2013] [Indexed: 12/22/2022]
Abstract
UNLABELLED Several biobanking initiatives have emerged to create extensive collections of specimen for biomedical studies and various analytical platforms. An affinity proteomic analysis with antibody suspension bead arrays was conducted to investigate the influence of the pre-analytical time and temperature conditions on blood derived samples. Serum and EDTA plasma prepared from 16 individuals was centrifuged and aliquots were kept either at 4°C or in ambient temperature for 1h and up to 36h prior to first storage. Multiplexed protein profiles of post-centrifugation delay were generated in 384 biotinylated samples using 373 antibodies that targeted 343 unique proteins. Very few profiles were observed as significantly altered by the studied temperature and time intervals. Single binder and sandwich assays revealed decreasing levels of caldesmon 1 (CALD1) related to EDTA standard tubes and prolonged post-centrifugation delay of 36h. Indications from changes in CALD1 levels require further confirmation in independent material, but the current data suggests that samples should preferentially be frozen during the day of collection when to be profiled with antibody arrays selected for this study. BIOLOGICAL SIGNIFICANCE Affinity-based profiling of serum and plasma by microarray assays can provide unique opportunities for the discovery of biomarkers. It is though often not known how differences in sample handling after collection influence the downstream analysis. By profiling three types of blood preparations for alterations in protein profiles with respect to time and temperature post centrifugation, we addressed an important component in the analysis and of such specimen. We believe that this analysis adds valuable information to be considered when biobanking blood derived samples. This article is part of a Special Issue entitled: Standardization and Quality Control in Proteomics.
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Affiliation(s)
- Ulrika Qundos
- Science for Life Laboratory, School of Biotechnology, KTH - Royal Institute of Technology, Box 1031, SE-171 21 Solna, Sweden
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9
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Abstract
Over the last decade, science has greatly improved in the area of protein sizing and characterization. Efficient high-throughput methods are now available to substitute for the traditional labor-intensive SDS-PAGE methods, which alternatively take days to analyze a very limited number of samples. Currently, PerkinElmer(®) (Caliper) has designed an automated chip-based fluorescence detection method capable of analyzing proteins in minutes with sensitivity similar to standard SDS-PAGE. Here, we describe the use and implementation of this technology to characterize and screen a large number of formulations of target glycoproteins in the 14-200 kDa molecular weight range.
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Affiliation(s)
- Grace Chen
- Vaccine Analytical Development, Merck Research Laboratories, West Point, PA, USA
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10
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Belostotskiĭ AA. [Analysis of protein-on-DNA binding profiles, detected with chIP-seq method, reveals possible interaction of specific transcription factors with RNA polymerase II in the process of transcription elongation]. Biofizika 2012; 57:215-220. [PMID: 22594276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
It is thought that in the course of mRNA transcription almost all transcription factors stay on a promoter while RNA polymerase II "clears" the promoter and "proceeds" to elongation. However, analysis of some specific transcription factors and RNA polymerase II binding profiles on DNA, detected with ChIP-seq method, revealed the possibility of interaction between transcription factors and RNA polymerase II in the process of transcription elongation.
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11
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Buchegger P, Sauer U, Toth-Székély H, Preininger C. Miniaturized protein microarray with internal calibration as point-of-care device for diagnosis of neonatal sepsis. Sensors (Basel) 2012; 12:1494-508. [PMID: 22438722 PMCID: PMC3304124 DOI: 10.3390/s120201494] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/13/2011] [Revised: 01/13/2012] [Accepted: 01/29/2012] [Indexed: 12/16/2022]
Abstract
Neonatal sepsis is still a leading cause of death among newborns. Therefore a protein-microarray for point-of-care testing that simultaneously quantifies the sepsis associated serum proteins IL-6, IL-8, IL-10, TNF alpha, S-100, PCT, E-Selectin, CRP and Neopterin has been developed. The chip works with only a 4 μL patient serum sample and hence minimizes excessive blood withdrawal from newborns. The 4 μL patient samples are diluted with 36 μL assay buffer and distributed to four slides for repetitive measurements. Streptavidin coated magnetic particles that act as distinct stirring detection components are added, not only to stir the sample, but also to detect antibody antigen binding events. We demonstrate that the test is complete within 2.5 h using a single step assay. S-100 conjugated to BSA is spotted in increasing concentrations to create an internal calibration. The presented low volume protein-chip fulfills the requirements of point-of-care testing for accurate and repeatable (CV < 14%) quantification of serum proteins for the diagnosis of neonatal sepsis.
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Affiliation(s)
- Patricia Buchegger
- Health & Environment Department, AIT Austrian Institute of Technology, Bioresources, Konrad Lorenz Strasse 24, 3430 Tulln, Austria.
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12
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Abstract
The development of peptide/protein analyte assays for the purpose of diagnostic tests is driven by multiple factors, including sample availability, required throughput, and quantitative reproducibility. Laser Desorption/ionization mass spectrometry methods (LDI-MS) are particularly well suited for both peptide and protein characterization, and combining chromatographic surfaces directly onto the MS probe in the form of surface enhanced laser desorption/ionization (SELDI)-biochips has improved the reproducibility of analyte detection and provided effective relative quantitation. Here, we provide methods for developing reproducible SELDI-based assays by providing a complex artificial protein matrix background within the sample to be analyzed that allows for a common and reproducible ionization background as well as internal normalization standards. Using this approach, quantitative assays can be developed with CVs typically less than 10% across assays and days. Although the method has been extensively and successfully implemented in association with a protein matrix from E. coli, any other source for the complex protein matrix can be considered as long as it adheres to a set of conditions including the following: (1) the protein matrix must not provide interferences with the analyte to be detected, (2) the protein matrix must be sufficiently complex such that a majority of ion current generated from the desorption of the sample comes from the complex protein matrix, and (3) specific and well-resolved protein matrix peaks must be present within the mass range of the analyte of interest for appropriate normalization.
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Affiliation(s)
- Lee Lomas
- Laboratory Separations Division, Bio-Rad Laboratories, Hercules, CA, USA.
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13
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Soga T, Sugimoto M, Honma M, Mori M, Igarashi K, Kashikura K, Ikeda S, Hirayama A, Yamamoto T, Yoshida H, Otsuka M, Tsuji S, Yatomi Y, Sakuragawa T, Watanabe H, Nihei K, Saito T, Kawata S, Suzuki H, Tomita M, Suematsu M. Serum metabolomics reveals γ-glutamyl dipeptides as biomarkers for discrimination among different forms of liver disease. J Hepatol 2011; 55:896-905. [PMID: 21334394 DOI: 10.1016/j.jhep.2011.01.031] [Citation(s) in RCA: 180] [Impact Index Per Article: 13.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/15/2010] [Revised: 01/17/2011] [Accepted: 01/24/2011] [Indexed: 02/07/2023]
Abstract
BACKGROUND & AIMS We applied a metabolome profiling approach to serum samples obtained from patients with different liver diseases, to discover noninvasive and reliable biomarkers for rapid-screening diagnosis of liver diseases. METHODS Using capillary electrophoresis and liquid chromatography mass spectrometry, we analyzed low molecular weight metabolites in a total of 248 serum samples obtained from patients with nine types of liver disease and healthy controls. RESULTS We found that γ-glutamyl dipeptides, which were biosynthesized through a reaction with γ-glutamylcysteine synthetase, were indicative of the production of reduced glutathione, and that measurement of their levels could distinguish among different liver diseases. Multiple logistic regression models facilitated the discrimination between specific and other liver diseases and yielded high areas under receiver-operating characteristic curves. The area under the curve values in training and independent validation data were 0.952 and 0.967 in healthy controls, 0.817 and 0.849 in drug-induced liver injury, 0.754 and 0.763 in asymptomatic hepatitis B virus infection, 0.820 and 0.762 in chronic hepatitis B, 0.972 and 0.895 in hepatitis C with persistently normal alanine transaminase, 0.917 and 0.707 in chronic hepatitis C, 0.803 and 0.993 in cirrhosis type C, and 0.762 and 0.803 in hepatocellular carcinoma, respectively. Several γ-glutamyl dipeptides also manifested potential for differentiating between nonalcoholic steatohepatitis and simple steatosis. CONCLUSIONS γ-Glutamyl dipeptides are novel biomarkers for liver diseases, and varying levels of individual or groups of these peptides have the power to discriminate among different forms of hepatic disease.
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Affiliation(s)
- Tomoyoshi Soga
- Institute for Advanced Biosciences, Keio University, Tsuruoka 997-0052, Japan.
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14
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Cadima-Couto I, Saraiva N, Santos ACC, Goncalves J. HIV-1 Vif interaction with APOBEC3 deaminases and its characterization by a new sensitive assay. J Neuroimmune Pharmacol 2011; 6:296-307. [PMID: 21279453 DOI: 10.1007/s11481-011-9258-7] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2010] [Accepted: 01/12/2011] [Indexed: 02/01/2023]
Abstract
The human APOBEC3 (A3) cytidine deaminases, such as APOBEC3G (A3G) and APOBEC3F (A3F), are potent inhibitors of Vif-deficient human immunodeficiency virus type 1 (HIV-1). HIV-1 Vif (viral infectivity factor) binds A3 proteins and targets these proteins for ubiquitination and proteasomal degradation. As such, the therapeutic blockage of Vif-A3 interaction is predicted to stimulate natural antiviral activity by rescuing APOBEC expression and virion packaging. In this study, we describe a successful application of the Protein Fragment Complementation Assay (PCA) based on the enzyme TEM-1 β-lactamase to study Vif-A3 interactions. PCA is based on the interaction between two protein binding partners (e.g., Vif and A3G), which are fused to the two halves of a dissected marker protein (β-lactamase). Binding of the two partners reassembles β-lactamase and hence reconstitutes its activity. To validate our assay, we studied the effect of well-described Vif (DRMR, YRHHY) and A3G (D128K) mutations on the interaction between the two proteins. Additionally, we studied the interaction of human Vif with other members of the A3 family: A3F and APOBEC3C (A3C). Our results demonstrate the applicability of PCA as a simple and reliable technique for the assessment of Vif-A3 interactions. Furthermore, when compared with co-immunoprecipitation assays, PCA appeared to be a more sensitive technique for the quantitative assessment of Vif-A3 interactions. Thus, with our results, we conclude that PCA could be used to quantitatively study specific domains that may be involved in the interaction between Vif and APOBEC proteins.
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Affiliation(s)
- Iris Cadima-Couto
- URIA-IMM, Faculdade de Farmácia da Universidade Lisboa, Av. Das Forças Armadas, 1649-059 Lisbon, Portugal
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15
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Mueller C, Liotta LA, Espina V. Reverse phase protein microarrays advance to use in clinical trials. Mol Oncol 2010; 4:461-81. [PMID: 20974554 PMCID: PMC2981612 DOI: 10.1016/j.molonc.2010.09.003] [Citation(s) in RCA: 100] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2010] [Revised: 09/15/2010] [Accepted: 09/16/2010] [Indexed: 12/18/2022] Open
Abstract
Individualizing cancer therapy for molecular targeted inhibitors requires a new class of molecular profiling technology that can map the functional state of the cancer cell signal pathways containing the drug targets. Reverse phase protein microarrays (RPMA) are a technology platform designed for quantitative, multiplexed analysis of specific phosphorylated, cleaved, or total (phosphorylated and non-phosphorylated) forms of cellular proteins from a limited amount of sample. This class of microarray can be used to interrogate tissue samples, cells, serum, or body fluids. RPMA were previously a research tool; now this technology has graduated to use in research clinical trials with clinical grade sensitivity and precision. In this review we describe the application of RPMA for multiplexed signal pathway analysis in therapeutic monitoring, biomarker discovery, and evaluation of pharmaceutical targets, and conclude with a summary of the technical aspects of RPMA construction and analysis.
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Affiliation(s)
- Claudius Mueller
- George Mason University, Center for Applied Proteomics and Molecular Medicine, Manassas, VA 20110, USA
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16
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Roesch-Ely M, Schnölzer M, Nees M, Plinkert PK, Bosch FX. Reference spectra from squamous epithelium and connective tissue allow whole section proteomics analysis. Arch Physiol Biochem 2010; 116:218-26. [PMID: 21080850 DOI: 10.3109/13813455.2010.525240] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
We reasoned that micro-dissection of tumour cells for protein expression studies should be omitted since tumour-stroma interactions are an important part of the biology of solid tumours. To study such interactions in head and neck squamous cell carcinoma (HNSCC) development, we generated reference protein spectra for normal squamous epithelium and connective tissue by SELDI-TOF-MS. Calgranulins A and B, Annexin1 and Histone H4 were found to be strongly enriched in the epithelium. The alpha-defensins 1-3 and the haemoglobin subunits were identified in the connective tissue. Tumour-distant epithelia, representing early pre-malignant lesions, showed up-regulated expression of the stromal alpha-defensins, whereas the epithelial Annexin 1 was down-regulated. Thus, tumour microenvironment interactions occur very early in the carcinogenic process. These data demonstrate that omitting micro-dissection is actually beneficial for studying changes in protein expression during development and progression of solid tumours.
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Affiliation(s)
- Mariana Roesch-Ely
- Molecular Biology Laboratory, Department of Otolaryngology, Head and Neck Surgery, University of Heidelberg, Heidelberg, Germany
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17
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Abstract
Combining samples from a national neonatal screening programme with the information from a national health registry allow for unique opportunities in analysing newborn blood for protein changes that could predict eventual disease development. A nested case-control cohort (n = 54 cases, 108 controls) was analysed by proteomics as a new way of looking for biomarkers that could bolster prediction of T1D risk in newborns. Protein extraction and haemoglobin depletion were automated and samples were processed and analysed by surface-enhanced laser desorption/ionization time-of-flight mass spectrometry (SELDI-TOF-MS). The data set was reduced to the highest quality peaks and analysed using conditional logistic regression. A total of 25 protein peaks were found to differ between the two groups. The automated haemoglobin depletion provides a platform for further proteomics studies of individual patient material. The method opens a door to a wealth of patient material stored as dried blood spots.
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Affiliation(s)
- James N McGuire
- Steno Diabetes Center, Niels Steensens Vej 1, 2820 Gentofte, Denmark.
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18
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Konovalova EV, Savvateeva EN, Dement'eva EI, Filippova MA, Turygin AI, Osipova TV, Riabykh TP, Rubina AI, Zasedatelev AS. [Development of a biochip for quantitative determination of two forms of prostate specific antigen using internal calibration curve]. Mol Biol (Mosk) 2007; 41:734-738. [PMID: 17936996] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Three-dimensional gel-based microchip allowing simultaneous quantitative detection of total (PSAtot) and free (PSAfree) forms of prostate specific antigen in human serum (in a format "one patient-one biochip") was developed. A method, which doesn't require preliminary construction of calibration curves when performing an assay, was applied for quantitative determination of PSAtot and PSAfree. Gel elements with immobilized antigen (PSA) in different concentration, forming an internal calibration curve, were included in a structure of the microchip, in addition to the elements with immobilized antibodies specific against PSAtot and PSAfree. The specialized software "ImaGelAssay" was used for data processing and interpretation. The sensitivity of the assay performed on biochips was 0.3 ng/ml for PSAtot and 0.2 ng/ml for PSAfree. Variation coefficient for the measurements inside one series of microchips didn't exceed 10%. Correlation coefficient between the results of measurements in human sera obtained on biochips and by the standard ELISA method was 0.988 for PSAtot and 0.987 for PSAfree.
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19
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Abstract
Immunohistochemical analyses (IHC) of biomarkers are extensively used for tumor characterization and as prognostic and predictive measures. The current standard of single slide analysis assumes that one 5 microM section is representative of the entire tumor. We used our automated image analysis technology (AQUA) using a modified IHC technique with fluorophores to compare estrogen receptor (ER) expression in multiple blocks/slides from cases of primary breast cancer with the objective of quantifying tumor heterogeneity within sections and between blocks. To normalize our ER scores and allow slide-to-slide comparisons, 0.6 microm histospots of representative breast cancer cases with known ER scores were assembled into a 'gold standard array' (GSA) and placed adjacently to each whole section. Overall, there was excellent correlation between AQUA scores and the pathologist's scores and reproducibility of GSA scores (mean linear regression R value 0.8903). Twenty-nine slides from 11 surgical cases were then analyzed totaling over 2000 AQUA images. Using standard binary assignments of AQUA (>10) and pathologist's (>10%) scores as being positive, there was fair concordancy between AQUA and pathologist scores (73%) and between slides from different blocks from the same cases (75%). However using continuous AQUA scores, agreement between AQUA and pathologist was far lower and between slides from different blocks from the same cases only 19%. Within individual slides there was also significant heterogeneity in a scattered pattern, most notably for slides with the highest AQUA scores. In sum, using a quantitative measure of ER expression, significant block-to-block heterogeneity was found in 81% of cases. These results most likely reflect both laboratory-based variability due to lack of standardization of immunohistochemistry and true biological heterogeneity. It is also likely to be dependent on the biomarker analyzed and suggests further studies should be carried out to determine how these findings may affect clinical decision-making processes.
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Affiliation(s)
- Gina G Chung
- Medical Oncology, Yale Cancer Center, New Haven, CT 06520, USA.
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20
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Abstract
SELDI-TOF MS is a mass spectrometric technique which has been extensively used for biomarker discovery. In this study, we show that in-source decay is an important source for the generation of additional spectral peaks with this technique, both for pure proteins and proteins in serum samples. Thus, SELDI-TOF MS could be used to gain sequence information from proteins, but the results also question the uncritical use of SELDI-TOF MS as a general method for the detection of biomarkers.
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21
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Abstract
Protein microarrays provide a versatile method for the analysis of many protein biochemical activities. Existing DNA microarray analytical methods do not translate to protein microarrays due to differences between the technologies. Here we report a new approach, ProCAT, which corrects for background bias and spatial artifacts, identifies significant signals, filters nonspecific spots, and normalizes the resulting signal to protein abundance. ProCAT provides a powerful and flexible new approach for analyzing many types of protein microarrays.
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Affiliation(s)
- Xiaowei Zhu
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511, USA
| | - Mark Gerstein
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06511, USA
- Department of Computer Science, Yale University, New Haven, CT 06511, USA
| | - Michael Snyder
- Program in Computational Biology and Bioinformatics, Yale University, New Haven, CT 06511, USA
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT 06511, USA
- Department of Molecular, Cellular and Developmental Biology, Yale University, New Haven, CT 06511, USA
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22
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Villalta D, Tozzoli R, Tonutti E, Bizzaro N. The laboratory approach to the diagnosis of autoimmune diseases: is it time to change? Autoimmun Rev 2007; 6:359-65. [PMID: 17537381 DOI: 10.1016/j.autrev.2007.01.009] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/01/2006] [Accepted: 01/01/2007] [Indexed: 12/20/2022]
Abstract
Array technology and proteomics are about to launch the era of multiplexed analysis, which allows simultaneous detection of numerous autoantibody specificities and the possibility of defining broad autoantibody profiles. This will probably improve disease staging, risk stratification, prognosis and treatment. However, although these technologies are very promising, they are still in their infancy, and therefore need to undergo strict analytical and clinical validation processes. The latter should involve clinicians and pathologists in prospective, multicentric studies conducted on large numbers of patients to define the specific significance of the various autoantibody profiles. Establishing common standards for the publication and sharing of microarray-generated data will be important for this purpose. Only when these studies have been completed will these new technologies find a place in clinical laboratories. Although we are entering a decade which will probably see a radical change in the diagnostic approach to autoimmune diseases, we do not yet have sufficient knowledge to apply proteomic technologies on a large scale. For the time being, therefore, it is advisable to continue using well-established approaches and diagnostic algorithms such as those reported in the international guidelines, which have been prepared in accordance with the principles of appropriateness and evidence-based medicine.
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Affiliation(s)
- Danilo Villalta
- Immunologia Clinica e Virologia, Azienda Ospedaliera S. Maria degli Angeli, via Montereale 24, 33170 Pordenone, Italy.
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23
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Schipper R, Loof A, de Groot J, Harthoorn L, Dransfield E, van Heerde W. SELDI-TOF-MS of saliva: Methodology and pre-treatment effects. J Chromatogr B Analyt Technol Biomed Life Sci 2007; 847:45-53. [PMID: 17070117 DOI: 10.1016/j.jchromb.2006.10.005] [Citation(s) in RCA: 95] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2006] [Revised: 09/28/2006] [Accepted: 10/08/2006] [Indexed: 10/24/2022]
Abstract
Interest in saliva as a diagnostic fluid for monitoring general health and for early diagnosis of disease has increased in the last few years. In particular, efforts have focused on the generation of protein maps of saliva using advanced proteomics technology. Surface-enhanced laser-desorption/ionization time-of-flight mass spectrometry (SELDI-TOF-MS) is a novel high throughput and extremely sensitive proteomic approach that allows protein expression profiling of large sets of complex biological specimens. In this study, large scale profiling of salivary proteins and peptides, ranging from 2 to 100kDa was demonstrated using SELDI-TOF-MS. Various methodological aspects and pre-analytical variables were analysed with respect to their effects on saliva SELDI-TOF-MS profiling. Results show that chip surface type and sample type (unstimulated versus stimulated) critically affect the amount and composition of detected salivary proteins. Factors that influenced normal saliva protein profiling were matrix composition, sample dilution and binding buffer properties. Delayed processing time experiments show certain new peptides evolving 3h post-saliva donation, and quantitative analyses indicate relative intensity of other proteins and peptides changing with time. The addition of protease inhibitors partly counteracted the destabilization of certain protein/peptide mass spectra over time suggesting that some proteins in saliva are subject to digestion by intrinsic salivary proteases. SELDI-TOF-MS profiles also changed by varying storage time and storage temperature whereas centrifugation speed and freeze-thaw cycles had minimal impact. In conclusion, SELDI-TOF-MS offers a high throughput platform for saliva protein and peptide profiling, however, (pre-)analytical conditions must be taken into account for valid interpretation of the acquired data.
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Affiliation(s)
- Raymond Schipper
- Wageningen Centre for Food Sciences, P.O. Box 557, 6700 AN Wageningen, The Netherlands.
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24
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Abstract
Protein microarrays are coming of age, and the development of specialized technologies is extending their high-throughput capabilities. Michael Eisenstein reports.
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25
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Usui-Aoki K, Shimada K, Koga H. A novel antibody microarray format using non-covalent antibody immobilization with chemiluminescent detection. Mol Biosyst 2006; 3:36-42. [PMID: 17216054 DOI: 10.1039/b612492e] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
To date, protein and antibody microarrays have been used in reverse-phase and sandwich-based methods in order to detect known proteins such as biomarkers in samples. Our group developed "libraries" of antibodies against unknown proteins, referred to as mKIAA proteins, and we attempted to discover candidate novel biomarkers by protein expression profiling.To profile mKIAA protein expression using these antibodies, we established an antibody microarray system using chemiluminescent detection. A number of techniques for protein-antibody microarrays have been reported; however, no entirely suitable protocol for crude protein samples has been established. To address this issue, we immobilized purified antibodies on hydrophilic surface polymer slides (Maxisorp, Nunc). Although our system is based on the direct labeling of crude protein samples, we achieved sufficient sensitivity (detection limit: 50 pg mL(-1)) and low backgrounds. This sensitivity is on a level with the sandwich immunoassay-based antibody array system. Using our protocol, we developed an antibody microarray spotted with 960 anti-mKIAA antibodies (total: 3888 spots for quadruplicate assessments), and we carried out protein expression profiling of mKIAA proteins. In this study, we generated an expression profile of 960 mKIAA proteins and compared the present results with those obtained via cDNA microarray.
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Affiliation(s)
- Kazue Usui-Aoki
- Chiba Industry Advancement Center, 2-6 Nakase, Mihama-ku, Chiba 261-7126, Japan.
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26
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Han MK, Hong MY, Lee D, Lee DE, Noh GY, Lee JH, Kim SH, Kim HS. Expression profiling of proteins inL-threonine biosynthetic pathway ofEscherichia coli by using antibody microarray. Proteomics 2006; 6:5929-40. [PMID: 17051646 DOI: 10.1002/pmic.200600324] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
We demonstrate the use of an antibody (Ab) microarray for a comparative expression profiling of proteins in an L-threonine biosynthetic pathway of Escherichia coli between a parental strain (W3110) and L-threonine overproducing mutant (TF5015). On the basis of a global comparative transcriptome analysis between the two strains, 28 analytical target proteins were selected and subjected to a production of polyclonal Abs against them. An Ab microarray was constructed by spotting a set of produced antibodies on a glass slide, and was employed for a comparative expression profiling of the proteins between the two strains by a two-color fluorescence assay method. The performance of the Ab microarray was evaluated with respect to cross-reactivity of the antibodies, dye-labeling efficiency, and the nature of antigenic proteins. Of these, the cross-reactivity of the used antibodies was found to mainly cause the deviation of the observed expression ratios from the expected ones. To offset the deviations, correction factors were derived from a statistical analysis and introduced. As a result, ten proteins were categorized to be up-regulated, while one was down-regulated in TF5015. Expression profiling of proteins using the Ab microarray was further verified by comparison with Western blotting and 2-DE.
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Affiliation(s)
- Min-Kyu Han
- Department of Biological Sciences, Korea Advanced Institute of Science and Technology, Guseong-dong, Daejeon, Korea
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27
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Schabacker DS, Stefanovska I, Gavin I, Pedrak C, Chandler DP. Protein array staining methods for undefined protein content, manufacturing quality control, and performance validation. Anal Biochem 2006; 359:84-93. [PMID: 17034751 DOI: 10.1016/j.ab.2006.08.035] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2006] [Revised: 08/28/2006] [Accepted: 08/29/2006] [Indexed: 10/24/2022]
Abstract
Methods to assess the quality and performance of protein microarrays fabricated from undefined protein content are required to elucidate slide-to-slide variability and interpolate resulting signal intensity values after an interaction assay. We therefore developed several simple total- and posttranslational modification-specific, on-chip staining methods to quantitatively assess the quality of gel element protein arrays manufactured with whole-cell lysate in vitro protein fractions derived from two-dimensional liquid-phase fractionation (PF2D) technology. A linear dynamic range of at least 3 logs was observed for protein stains and immobilized protein content, with a lower limit of detection at 8 pg of protein per gel element with Deep Purple protein stain and a field-portable microarray imager. Data demonstrate the successful isolation, separation, transfer, and immobilization of putative transmembrane proteins from Yersinia pestis KIM D27 with the combined PF2D and gel element array method. Internal bovine serum albumin standard curves provided a method to assess on-chip PF2D transfer and quantify total protein immobilized per gel element. The basic PF2D array fabrication and quality assurance/quality control methods described here therefore provide a standard operating procedure and basis for developing whole-proteome arrays for interrogating host-pathogen interactions, independent of sequenced genomes, affinity tags, or a priori knowledge of target cell composition.
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Affiliation(s)
- Daniel S Schabacker
- Argonne National Laboratory, 9700 South Cass Avenue, Argonne, IL 60439, USA.
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28
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Provan F, Bjørnstad A, Pampanin DM, Lyng E, Fontanillas R, Andersen OK, Koppe W, Bamber S. Mass spectrometric profiling - a diagnostic tool in fish? Mar Environ Res 2006; 62 Suppl:S105-8. [PMID: 16764920 DOI: 10.1016/j.marenvres.2006.04.002] [Citation(s) in RCA: 13] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
The development of rapid and sensitive diagnostic tools to assess the effect of stressors on organisms is a principal objective of environmental proteomics. This study is focused on evaluating the potential of using surface-enhanced laser desorption/ionisation time-of-flight mass spectrometry (SELDI-TOF MS) to assess stress in Atlantic salmon (Salmo salar). Plasma and mucus samples were taken from fish that had previously been maintained in a range of high density conditions, together with control fish maintained under low density conditions. Samples were collected during the post-density stress period for protein profile analysis. The mass spectra were analysed to evaluate reproducibility and to search for condition specific changes in protein expression. Multivariate analysis of the peak relative intensity data indicated a segregation of the data into three entities in accordance with the density level fish had been subjected to during the density stress period. This segregation was seen in both plasma and mucus data.
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Affiliation(s)
- Fiona Provan
- IRIS-Marine Environment, Mekjarvik 12, N-4070 Randaberg, Norway.
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29
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Zhou Y, Chang S, Meng X, Yu H, Wang L, He J, Zhang B, Zhang J, Geng M, Du G. Measures of bioavailable serum sex hormone levels in aging Chinese by protein chip. Sci China C Life Sci 2006; 49:286-92. [PMID: 16856498 DOI: 10.1007/s11427-006-0286-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
The purpose of this study was to develop a protein chip technique based on receptor binding assays to measure bioavailable serum sex hormone levels (BSSHL). 224 aging healthy Chinese were investigated to get the referenced values of BSSHL for the first time. In the assays recombined sex hormone receptor proteins were jointed to polysaccharide coated slides to make protein chip, and the dose-dependence curves of sex hormone on chip were prepared. The data showed that this method had good precision (CV < 16%) and accuracy (Bias < 10%), and the sensitivity could reach 1 pmol/L. From the results, BSSHL of men and women declined with aging, but no significant differences were observed. The BSSHL of aging men were higher than those of women. The bioavailable serum androgen level of men was 52-112 pmol/L, women's was 3-70 pmol/L and the whole group was 41.9-81.4 pmol/L. The bioavailable serum estrogen level of men was 0.8-3.0 pmol/L, women's was 1.2-2.5 pmol/L and the whole group was 0.6-2.64 pmol/L. Based on the assays, BSSHL measurement by protein chip can meet the needs of epidemiological studies in terms of speed, accuracy and sample volume required, and was helpful in quantitative assessment of aging people's health.
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Affiliation(s)
- Yong Zhou
- Institute of Marine Drugs and Food, Ocean University of China, Qingdao 266003, China
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30
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Schäferling M, Nagl S. Optical technologies for the read out and quality control of DNA and protein microarrays. Anal Bioanal Chem 2006; 385:500-17. [PMID: 16609845 DOI: 10.1007/s00216-006-0317-5] [Citation(s) in RCA: 62] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2005] [Revised: 11/02/2005] [Accepted: 01/13/2006] [Indexed: 10/24/2022]
Abstract
Microarray formats have become an important tool for parallel (or multiplexed) monitoring of biomolecular interactions. Surface-immobilized probes like oligonucleotides, cDNA, proteins, or antibodies can be used for the screening of their complementary targets, covering different applications like gene or protein expression profiling, analysis of point mutations, or immunodiagnostics. Numerous reviews have appeared on this topic in recent years, documenting the intriguing progress of these miniaturized assay formats. Most of them highlight all aspects of microarray preparation, surface chemistry, and patterning, and try to give a systematic survey of the different kinds of applications of this new technique. This review places the emphasis on optical technologies for microarray analysis. As the fluorescent read out of microarrays is dominating the field, this topic will be the focus of the review. Basic principles of labeling and signal amplification techniques will be introduced. Recent developments in total internal reflection fluorescence, resonance energy transfer assays, and time-resolved imaging are addressed, as well as non-fluorescent imaging methods. Finally, some label-free detection modes are discussed, such as surface plasmon microscopy or ellipsometry, since these are particularly interesting for microarray development and quality control purposes.
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Affiliation(s)
- Michael Schäferling
- Institute of Analytical Chemistry, Chemo- and Biosensors, University of Regensburg, 93040 Regensburg, Germany.
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31
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Abstract
Serum protein profiling by surface-enhanced laser desorption/ionization time-of-flight mass spectrometry (SELDI-TOF MS) appears to be an important diagnostic tool for a whole range of diseases. Sensitivities and specificities obtained with this new technology often seem superior to those obtained with current biomarkers. However, reproducibility and standardization are still problematic. The present review gives an overview of the diagnostic value of protein profiles obtained with SELDI in studies on prostate and ovarian cancer. To identify aspects important for protein profiling, we compare and discuss differences in pre- and post-analytical conditions presented in the literature supplemented with some of our own data. Further progress in protein profiling as a diagnostic tool requires a more comprehensive description of technical details in all future studies.
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Affiliation(s)
- Judith A P Bons
- Department of Clinical Chemistry, University Hospital Maastricht, Maastricht, The Netherlands
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32
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de Seny D, Fillet M, Meuwis MA, Geurts P, Lutteri L, Ribbens C, Bours V, Wehenkel L, Piette J, Malaise M, Merville MP. Discovery of new rheumatoid arthritis biomarkers using the surface-enhanced laser desorption/ionization time-of-flight mass spectrometry ProteinChip approach. ACTA ACUST UNITED AC 2006; 52:3801-12. [PMID: 16320331 DOI: 10.1002/art.21607] [Citation(s) in RCA: 95] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
OBJECTIVE To identify serum protein biomarkers specific for rheumatoid arthritis (RA), using surface-enhanced laser desorption/ionization time-of-flight mass spectrometry (SELDI-TOF-MS) technology. METHODS A total of 103 serum samples from patients and healthy controls were analyzed. Thirty-four of the patients had a diagnosis of RA, based on the American College of Rheumatology criteria. The inflammation control group comprised 20 patients with psoriatic arthritis (PsA), 9 with asthma, and 10 with Crohn's disease. The noninflammation control group comprised 14 patients with knee osteoarthritis and 16 healthy control subjects. Serum protein profiles were obtained by SELDI-TOF-MS and compared in order to identify new biomarkers specific for RA. Data were analyzed by a machine learning algorithm called decision tree boosting, according to different preprocessing steps. RESULTS The most discriminative mass/charge (m/z) values serving as potential biomarkers for RA were identified on arrays for both patients with RA versus controls and patients with RA versus patients with PsA. From among several candidates, the following peaks were highlighted: m/z values of 2,924 (RA versus controls on H4 arrays), 10,832 and 11,632 (RA versus controls on CM10 arrays), 4,824 (RA versus PsA on H4 arrays), and 4,666 (RA versus PsA on CM10 arrays). Positive results of proteomic analysis were associated with positive results of the anti-cyclic citrullinated peptide test. Our observations suggested that the 10,832 peak could represent myeloid-related protein 8. CONCLUSION SELDI-TOF-MS technology allows rapid analysis of many serum samples, and use of decision tree boosting analysis as the main statistical method allowed us to propose a pattern of protein peaks specific for RA.
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MESH Headings
- Adult
- Aged
- Arthritis, Psoriatic/blood
- Arthritis, Psoriatic/diagnosis
- Arthritis, Psoriatic/immunology
- Arthritis, Rheumatoid/blood
- Arthritis, Rheumatoid/diagnosis
- Arthritis, Rheumatoid/immunology
- Autoantibodies/blood
- Biomarkers/blood
- Crohn Disease/blood
- Crohn Disease/diagnosis
- Crohn Disease/immunology
- Decision Trees
- Female
- Humans
- Male
- Middle Aged
- Peptides, Cyclic/immunology
- Protein Array Analysis/methods
- Protein Array Analysis/standards
- Reproducibility of Results
- Sensitivity and Specificity
- Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/methods
- Spectrometry, Mass, Matrix-Assisted Laser Desorption-Ionization/standards
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Affiliation(s)
- Dominique de Seny
- University of Liège, Centre Hospitalier Universitaire, Liege, Belgium.
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Hultschig C, Kreutzberger J, Seitz H, Konthur Z, Büssow K, Lehrach H. Recent advances of protein microarrays. Curr Opin Chem Biol 2005; 10:4-10. [PMID: 16376134 PMCID: PMC7108394 DOI: 10.1016/j.cbpa.2005.12.011] [Citation(s) in RCA: 92] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2005] [Accepted: 12/07/2005] [Indexed: 11/28/2022]
Abstract
Technological innovations and novel applications have greatly advanced the field of protein microarrays. Over the past two years, different types of protein microarrays have been used for serum profiling, protein abundance determinations, and identification of proteins that bind DNA or small compounds. However, considerable development is still required to ensure common quality standards and to establish large content repertoires. Here, we summarize applications available to date and discuss recent technological achievements and efforts on standardization.
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34
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Olle EW, Sreekumar A, Warner RL, McClintock SD, Chinnaiyan AM, Bleavins MR, Anderson TD, Johnson KJ. Development of an Internally Controlled Antibody Microarray. Mol Cell Proteomics 2005; 4:1664-72. [PMID: 16041058 DOI: 10.1074/mcp.m500052-mcp200] [Citation(s) in RCA: 36] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022] Open
Abstract
Antibody microarrays are a high throughput technology used to concurrently screen for protein expression. Most antibody arrays currently used are based on the ELISA sandwich approach that uses two antibodies to screen for the expression of a limited number of proteins. Also because antigen-antibody interactions are concentration-dependent, antibody microarrays need to normalize the amount of antibody that is used. In response to the limitations with the currently existing technology we have developed a single antibody-based microarray where the quantity of antibody spotted is used to standardize the antigen concentration. In addition, this new array utilizes an internally controlled system where one color represents the amount of antibody spotted, and the other color represents the amount of the antigen that is used to quantify the level of protein expression. When compared with median fluorescence intensity alone, normalization for antibody spot intensity decreased variability and lowered the limits of detection. This new antibody array was tested using standard cytokine proteins and also cell lysates obtained from mouse macrophages stimulated in vitro and evaluated for the expression of the cytokine proteins interleukin (IL)-1beta, IL-5, IL-6, and macrophage inflammatory proteins 1alpha and 1beta. The levels of protein expression seen with the antibody microarray was compared with that obtained with Western blot analysis, and the magnitude of protein expression observed was similar with both technologies with the antibody array actually showing a greater degree of sensitivity. In summary, we have developed a new type of antibody microarray to screen for protein expression that utilizes a single antibody and controls for the amount of antibody spotted. This type of array appears at least as sensitive as Western blot analysis, and the technology can be scaled up for high throughput screening for hundreds of proteins in complex biofluids such as blood.
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Affiliation(s)
- Eric W Olle
- Pfizer Global Research and Development, Ann Arbor, Michigan 48105, USA
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Zhang W, Huang J, Zhou MF, Chen LY, Ding YP, Cao HJ, Geng YY, Wang SQ. Protein chip for detection of different HCV antibodies: preparation, quality control, and clinical evaluation. ACTA ACUST UNITED AC 2005; 9:81-7. [PMID: 16137183 DOI: 10.1007/bf03260075] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
INTRODUCTION As a contagious disease caused by hepatitis C virus (HCV) hepatitis C is a serious threat to human health. Therefore, the detection and verification of HCV infection is very important in the treatment of hepatitis C. This study investigated the preparation, quality control, and clinical evaluation of a protein chip capable of simultaneously detecting different HCV antibodies. The aim was to establish a convenient method for the detection of HCV. METHOD To prepare the protein chip, six antigens including five recombinant HCV antigens (chimeric, core, NS3, NS4, and NS5) and interleukin (IL)-1 were arrayed onto aldehyde-coated slides and blocked using 10% calf serum in phosphate buffered saline. After dilution with sample solution, the serum sample was added to a reaction well on the protein chip. After incubation for 30 minutes at 37 degrees C, fluorescence Cy3-labeled rabbit antihuman IgG was added and incubated again for 30 minutes at 37 degrees C, and then scanned. Positive or negative controls were established from serum samples with or without HCV infection. Clinical evaluation was done by detecting 490 serum samples using the protein chips and ELISA reagents, with 150 of the 490 serum samples confirmed by recombinant immunoblot assay (RIBA). RESULTS The protein chip for detection of five HCV antibodies was successfully prepared. Fifteen positive controls and 15 negative controls were established as standard samples for quality control. The quality control-passed protein chip was tested again using the standard of the National Institute for the Control of Pharmaceutical and Biological Products (NICPBP), and met the quality control criteria prescribed by the NICPBP. In the clinical evaluation with 490 samples, the coincidence rates between the protein-chip assay and ELISA were 97.4% for positive and 100% for negative results. Five inconsistent samples that were positive in ELISA, but non-positive (four samples) or negative (one) in the protein-chip assay, were confirmed by RIBA (gold standard) to be four non-positive and one negative. The results of 150 samples showed the coincidence rates between protein chip and RIBA were 98.15% for positive and 96.88% for single-segment positive. CONCLUSION The protein-chip assay has higher sensitivity and specificity than ELISA and has a high coincidence rate with RIBA. The protein chip, characterized by its easy operation and low economic cost, will be very useful for in vitro detection of HCV antibodies.
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Affiliation(s)
- Wen Zhang
- Institute of Radiation Medicine, Beijing, China
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Shi L, Tong W, Su Z, Han T, Han J, Puri RK, Fang H, Frueh FW, Goodsaid FM, Guo L, Branham WS, Chen JJ, Xu ZA, Harris SC, Hong H, Xie Q, Perkins RG, Fuscoe JC. Microarray scanner calibration curves: characteristics and implications. BMC Bioinformatics 2005; 6 Suppl 2:S11. [PMID: 16026596 PMCID: PMC1637029 DOI: 10.1186/1471-2105-6-s2-s11] [Citation(s) in RCA: 57] [Impact Index Per Article: 3.0] [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] [Indexed: 11/21/2022] Open
Abstract
Background Microarray-based measurement of mRNA abundance assumes a linear relationship between the fluorescence intensity and the dye concentration. In reality, however, the calibration curve can be nonlinear. Results By scanning a microarray scanner calibration slide containing known concentrations of fluorescent dyes under 18 PMT gains, we were able to evaluate the differences in calibration characteristics of Cy5 and Cy3. First, the calibration curve for the same dye under the same PMT gain is nonlinear at both the high and low intensity ends. Second, the degree of nonlinearity of the calibration curve depends on the PMT gain. Third, the two PMTs (for Cy5 and Cy3) behave differently even under the same gain. Fourth, the background intensity for the Cy3 channel is higher than that for the Cy5 channel. The impact of such characteristics on the accuracy and reproducibility of measured mRNA abundance and the calculated ratios was demonstrated. Combined with simulation results, we provided explanations to the existence of ratio underestimation, intensity-dependence of ratio bias, and anti-correlation of ratios in dye-swap replicates. We further demonstrated that although Lowess normalization effectively eliminates the intensity-dependence of ratio bias, the systematic deviation from true ratios largely remained. A method of calculating ratios based on concentrations estimated from the calibration curves was proposed for correcting ratio bias. Conclusion It is preferable to scan microarray slides at fixed, optimal gain settings under which the linearity between concentration and intensity is maximized. Although normalization methods improve reproducibility of microarray measurements, they appear less effective in improving accuracy.
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Affiliation(s)
- Leming Shi
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Weida Tong
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Zhenqiang Su
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Tao Han
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Jing Han
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, NIH Campus Building 29B, 29 Lincoln Drive, Bethesda, Maryland 20892, USA
| | - Raj K Puri
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, NIH Campus Building 29B, 29 Lincoln Drive, Bethesda, Maryland 20892, USA
| | - Hong Fang
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Felix W Frueh
- Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 1451 Rockville Pike, Rockville, Maryland 20852, USA
| | - Federico M Goodsaid
- Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 1451 Rockville Pike, Rockville, Maryland 20852, USA
| | - Lei Guo
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - William S Branham
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - James J Chen
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Z Alex Xu
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Stephen C Harris
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Huixiao Hong
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Qian Xie
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Roger G Perkins
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - James C Fuscoe
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
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Abstract
Motivation In cluster analysis, the validity of specific solutions, algorithms, and procedures present significant challenges because there is no null hypothesis to test and no 'right answer'. It has been noted that a replicable classification is not necessarily a useful one, but a useful one that characterizes some aspect of the population must be replicable. By replicable we mean reproducible across multiple samplings from the same population. Methodologists have suggested that the validity of clustering methods should be based on classifications that yield reproducible findings beyond chance levels. We used this approach to determine the performance of commonly used clustering algorithms and the degree of replicability achieved using several microarray datasets. Methods We considered four commonly used iterative partitioning algorithms (Self Organizing Maps (SOM), K-means, Clutsering LARge Applications (CLARA), and Fuzzy C-means) and evaluated their performances on 37 microarray datasets, with sample sizes ranging from 12 to 172. We assessed reproducibility of the clustering algorithm by measuring the strength of relationship between clustering outputs of subsamples of 37 datasets. Cluster stability was quantified using Cramer's v2 from a kXk table. Cramer's v2 is equivalent to the squared canonical correlation coefficient between two sets of nominal variables. Potential scores range from 0 to 1, with 1 denoting perfect reproducibility. Results All four clustering routines show increased stability with larger sample sizes. K-means and SOM showed a gradual increase in stability with increasing sample size. CLARA and Fuzzy C-means, however, yielded low stability scores until sample sizes approached 30 and then gradually increased thereafter. Average stability never exceeded 0.55 for the four clustering routines, even at a sample size of 50. These findings suggest several plausible scenarios: (1) microarray datasets lack natural clustering structure thereby producing low stability scores on all four methods; (2) the algorithms studied do not produce reliable results and/or (3) sample sizes typically used in microarray research may be too small to support derivation of reliable clustering results. Further research should be directed towards evaluating stability performances of more clustering algorithms on more datasets specially having larger sample sizes with larger numbers of clusters considered.
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Affiliation(s)
- Nikhil R Garge
- Medical College of Georgia, 1120 15th Street, Ca4100, Augusta, GA 30912, USA.
| | - Grier P Page
- Department of Biostatistics, Section of Statistical Genetics, Ryals Public Health Building Suite 327, University of Alabama at Birmingham, Birmingham, USA
| | - Alan P Sprague
- Computer and Information Sciences department, University of Alabama at Birmingham, Birmingham, USA
| | - Bernard S Gorman
- Department of Psychology, Hauser Hall, Hofstra University, NY 11550, USA
| | - David B Allison
- Department of Biostatistics, Section of Statistical Genetics, Ryals Public Health Building Suite 327, University of Alabama at Birmingham, Birmingham, USA
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Hong H, Dragan Y, Epstein J, Teitel C, Chen B, Xie Q, Fang H, Shi L, Perkins R, Tong W. Quality control and quality assessment of data from surface-enhanced laser desorption/ionization (SELDI) time-of flight (TOF) mass spectrometry (MS). BMC Bioinformatics 2005; 6 Suppl 2:S5. [PMID: 16026602 PMCID: PMC1637033 DOI: 10.1186/1471-2105-6-s2-s5] [Citation(s) in RCA: 51] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Background Proteomic profiling of complex biological mixtures by the ProteinChip technology of surface-enhanced laser desorption/ionization time-of-flight (SELDI-TOF) mass spectrometry (MS) is one of the most promising approaches in toxicological, biological, and clinic research. The reliable identification of protein expression patterns and associated protein biomarkers that differentiate disease from health or that distinguish different stages of a disease depends on developing methods for assessing the quality of SELDI-TOF mass spectra. The use of SELDI data for biomarker identification requires application of rigorous procedures to detect and discard low quality spectra prior to data analysis. Results The systematic variability from plates, chips, and spot positions in SELDI experiments was evaluated using biological and technical replicates. Systematic biases on plates, chips, and spots were not found. The reproducibility of SELDI experiments was demonstrated by examining the resulting low coefficient of variances of five peaks presented in all 144 spectra from quality control samples that were loaded randomly on different spots in the chips of six bioprocessor plates. We developed a method to detect and discard low quality spectra prior to proteomic profiling data analysis, which uses a correlation matrix to measure the similarities among SELDI mass spectra obtained from similar biological samples. Application of the correlation matrix to our SELDI data for liver cancer and liver toxicity study and myeloma-associated lytic bone disease study confirmed this approach as an efficient and reliable method for detecting low quality spectra. Conclusion This report provides evidence that systematic variability between plates, chips, and spots on which the samples were assayed using SELDI based proteomic procedures did not exist. The reproducibility of experiments in our studies was demonstrated to be acceptable and the profiling data for subsequent data analysis are reliable. Correlation matrix was developed as a quality control tool to detect and discard low quality spectra prior to data analysis. It proved to be a reliable method to measure the similarities among SELDI mass spectra and can be used for quality control to decrease noise in proteomic profiling data prior to data analysis.
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Affiliation(s)
- Huixiao Hong
- Division of Bioinformatics, Z-Tech at FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
| | - Yvonne Dragan
- Division of Systems Toxicology, FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
| | - Joshua Epstein
- Myleoma Institute for Research and Therapy, University of Arkansas for Medical Sciences, Arkansas Cancer Research Center, Little Rock, Arkansas 72205, USA
| | - Candee Teitel
- Division of Molecular Epidemiology, FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
| | - Bangzheng Chen
- Myleoma Institute for Research and Therapy, University of Arkansas for Medical Sciences, Arkansas Cancer Research Center, Little Rock, Arkansas 72205, USA
| | - Qian Xie
- Division of Bioinformatics, Z-Tech at FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
| | - Hong Fang
- Division of Bioinformatics, Z-Tech at FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
| | - Leming Shi
- Division of Systems Toxicology, FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
| | - Roger Perkins
- Division of Bioinformatics, Z-Tech at FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
| | - Weida Tong
- Division of Systems Toxicology, FDA's National Center for Toxicological Research, Jefferson, Arkansas 72079, USA
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Shi L, Tong W, Fang H, Scherf U, Han J, Puri RK, Frueh FW, Goodsaid FM, Guo L, Su Z, Han T, Fuscoe JC, Xu ZA, Patterson TA, Hong H, Xie Q, Perkins RG, Chen JJ, Casciano DA. Cross-platform comparability of microarray technology: intra-platform consistency and appropriate data analysis procedures are essential. BMC Bioinformatics 2005; 6 Suppl 2:S12. [PMID: 16026597 PMCID: PMC1637032 DOI: 10.1186/1471-2105-6-s2-s12] [Citation(s) in RCA: 149] [Impact Index Per Article: 7.8] [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] [Indexed: 12/02/2022] Open
Abstract
Background The acceptance of microarray technology in regulatory decision-making is being challenged by the existence of various platforms and data analysis methods. A recent report (E. Marshall, Science, 306, 630–631, 2004), by extensively citing the study of Tan et al. (Nucleic Acids Res., 31, 5676–5684, 2003), portrays a disturbingly negative picture of the cross-platform comparability, and, hence, the reliability of microarray technology. Results We reanalyzed Tan's dataset and found that the intra-platform consistency was low, indicating a problem in experimental procedures from which the dataset was generated. Furthermore, by using three gene selection methods (i.e., p-value ranking, fold-change ranking, and Significance Analysis of Microarrays (SAM)) on the same dataset we found that p-value ranking (the method emphasized by Tan et al.) results in much lower cross-platform concordance compared to fold-change ranking or SAM. Therefore, the low cross-platform concordance reported in Tan's study appears to be mainly due to a combination of low intra-platform consistency and a poor choice of data analysis procedures, instead of inherent technical differences among different platforms, as suggested by Tan et al. and Marshall. Conclusion Our results illustrate the importance of establishing calibrated RNA samples and reference datasets to objectively assess the performance of different microarray platforms and the proficiency of individual laboratories as well as the merits of various data analysis procedures. Thus, we are progressively coordinating the MAQC project, a community-wide effort for microarray quality control.
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Affiliation(s)
- Leming Shi
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Weida Tong
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Hong Fang
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Uwe Scherf
- Center for Devices and Radiological Health, U.S. Food and Drug Administration, 2098 Gaither Road, Rockville, Maryland 20850, USA
| | - Jing Han
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, NIH Campus Building 29B, 29 Lincoln Drive, Bethesda, Maryland 20892, USA
| | - Raj K Puri
- Center for Biologics Evaluation and Research, U.S. Food and Drug Administration, NIH Campus Building 29B, 29 Lincoln Drive, Bethesda, Maryland 20892, USA
| | - Felix W Frueh
- Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 1451 Rockville Pike, Rockville, Maryland 20852, USA
| | - Federico M Goodsaid
- Center for Drug Evaluation and Research, U.S. Food and Drug Administration, 1451 Rockville Pike, Rockville, Maryland 20852, USA
| | - Lei Guo
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Zhenqiang Su
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Tao Han
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - James C Fuscoe
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Z Alex Xu
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Tucker A Patterson
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Huixiao Hong
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Qian Xie
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Roger G Perkins
- Z-Tech Corporation, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - James J Chen
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
| | - Daniel A Casciano
- National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, Arkansas 72079, USA
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Pang S, Reeve J, Walker M, Foy C. Relative Quantification of Experimental Data from Antigen Particle Arrays. Clin Chem 2005; 51:1029-31. [PMID: 15914787 DOI: 10.1373/clinchem.2005.048512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [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)
- Susan Pang
- LGC Ltd, Teddington, Middlesex, United Kingdom.
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Lebrun SJ, Petchpud WN, Hui A, McLaughlin CS. Development of a sensitive, colorometric microarray assay for allergen-responsive human IgE. J Immunol Methods 2005; 300:24-31. [PMID: 15893759 DOI: 10.1016/j.jim.2005.01.019] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2004] [Revised: 10/13/2004] [Accepted: 01/30/2005] [Indexed: 11/30/2022]
Abstract
With the existence of several thousand unique human allergens, a multiplex format, such as protein microarrays, is an attractive option for allergy screening. To determine the feasibility and sensitivity of using an enzyme-based, colorimetric protein microarray assay, three common allergens (mold, dust-mite, grass) were arrayed and added sera assayed for responsive human IgE. Normal, low positive, and negative control samples were assayed to determine optimal reaction parameters. Sensitivity of the assay (in international units, IU) was determined by constructing a standard curve using World Health Organization (WHO) standards. The system described here can reliably detect allergen-specific IgE below 0.35 IU, the current WHO standard cutoff. By taking advantage of the sensitivity of enzyme-linked immunosorbent assays (ELISAs) and the multiplex format of microarrays, we have achieved a high throughput system, capable of screening patients for allergen-susceptibility with optimal sensitivity.
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Affiliation(s)
- Stewart J Lebrun
- Miragene, Inc., 5475 E. La Palma, Suite 206, Anaheim, CA 92807, USA.
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42
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Jiang LX, Guo ZB, Chen ZL, Wang J, Wazng HX, Yu SY, Yang RF. [Optimization of the conditions for protein chip preparation]. Di Yi Jun Yi Da Xue Xue Bao 2004; 24:1230-2. [PMID: 15567764] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 05/01/2023]
Abstract
OBJECTIVE To define the optimal conditions for preparing protein chips on aldehyde-coated slides. METHODS The proteins were diluted in PBS containing 40% glycerol and spotted on aldehyde-coated slides. After the spots were dried for 1 hour at room temperature, the slides were stored at 4 degrees Celsius;. Following block and rinse, the slides were used for immunoassay and the results detected with a scanner. Several key factors that might influence the results were tested, including the number of spots, concentration of protein in the spotting solution, time of immobilization and the blocking reagent. RESULTS Pre-spotting of 10 to 15 spots achieved good homogeneity of the subsequent spots on aldehyde-coated slides. The protein immobilized at 4 degrees Celsius; for 24 to 48 h showed higher fluorescence intensity and clearer images, and the slides blocked with 3% BSA produced the lowest background signal. The concentration of protein in the spotting solution significantly affected the fluorescence intensity. CONCLUSION To ensure good results in preparing protein chips on aldehyde slides, pre-spotting of 10-15 spots can be necessary followed by immobilization at 4 degrees Celsius; for 24-48 h and 3% BSA blocking.
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Affiliation(s)
- Ling-xiao Jiang
- Department of Epidemiology, Southern Medical University, Guangzhou 510515, China
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Schaub S, Wilkins J, Weiler T, Sangster K, Rush D, Nickerson P. Urine protein profiling with surface-enhanced laser-desorption/ionization time-of-flight mass spectrometry. Kidney Int 2004; 65:323-32. [PMID: 14675066 DOI: 10.1111/j.1523-1755.2004.00352.x] [Citation(s) in RCA: 244] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Abstract
BACKGROUND In the last few years there has been an increasing interest in exploring the human proteome. In particular, efforts have focused on developing strategies to generate reproducible protein maps of normal cells, tissues, and biologic fluids, from which studies can then compare protein expression between different groups (e.g., healthy individuals vs. those with a specific pathologic state). METHODS Various extrinsic factors (instrument settings, matrix composition, urine storage post void, freeze-thaw cycles) and intrinsic factors (blood in urine, urine dilution, first-void vs. midstream urine) were analyzed with respect to their impact on urine protein profiling using surface-enhanced laser-desorption/ionization time-of-flight mass spectrometry (SELDI-TOF-MS). RESULTS Extrinsic factors that critically influenced reproducibility and peak detection of urine protein profiling were matrix composition and instrument settings, while freeze-thaw cycles had minimal impact. Midstream urines samples did not undergo changes in their protein profile when stored for three days at 4 degrees C. Intrinsic factors that influenced normal urine protein profiling were blood in the urine and urine dilution. Female first-void urine had a significantly different ratio of proteins present compared to a midstream urine sample. Limitations of the SELDI-TOF-MS technique included ion suppression and quantification of individual proteins when protein composition was complex. CONCLUSION SELDI-TOF-MS offers a unique platform for high throughput urine protein profiling; however, standardization of analysis conditions is critical, and both extrinsic and intrinsic factors must be taken into account for accurate data interpretation.
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Affiliation(s)
- Stefan Schaub
- Immunogenetics Laboratory, Faculty of Medicine, Winnipeg, Manitoba, Canada
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Langner C, Ratschek M, Rehak P, Schips L, Zigeuner R. Are heterogenous results of EGFR immunoreactivity in renal cell carcinoma related to non-standardised criteria for staining evaluation? J Clin Pathol 2004; 57:773-5. [PMID: 15220376 PMCID: PMC1770368 DOI: 10.1136/jcp.2003.015743] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
AIMS To assess whether heterogeneity of epidermal growth factor receptor (EGFR) immunoreactivity in renal cell carcinoma (RCC) is related to non-standardised criteria for staining evaluation. METHODS EGFR expression was investigated in 132 primary and 55 metastatic conventional RCCs using a tissue microarray technique. RESULTS Overall, membranous and/or cytoplasmic EGFR immunostaining was present in 123 of 132 (93%) primary and 49 of 53 (92%) metastatic RCCs, with extensive immunoreactivity (> 50% of tumour cells) in 110 of 132 (83%) primary tumours and 39 of 53 (73%) metastases. Cytoplasmic staining was associated with high tumour stage and high tumour grade. In addition, strong membranous staining (score 3+) prevailed in high grade RCCs. Cytoplasmic immunostaining was associated with an unfavourable prognosis, whereas overall (cytoplasmic and membranous) immunoreactivity and intensity of membranous staining were not. CONCLUSIONS Different methods of immunohistochemical evaluation led to different results, strengthening the need for standardisation, especially against a background of rapidly evolving EGFR targeted cancer treatment strategies.
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Affiliation(s)
- C Langner
- Institute of Pathology, Medical University of Graz, Auenbruggerplatz 25, A-8036 Graz, Austria.
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45
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Copeland S, Siddiqui J, Remick D. Direct comparison of traditional ELISAs and membrane protein arrays for detection and quantification of human cytokines. J Immunol Methods 2004; 284:99-106. [PMID: 14736420 DOI: 10.1016/j.jim.2003.10.011] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.7] [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]
Abstract
Many labs wish to measure cytokines in an accurate, reproducible, and rapid manner. An antibody-based membrane array for measuring cytokines has been developed based on the same technology as the traditional ELISA. The aim of this study was to compare results obtained with the traditional ELISA method with those from the membrane array technology, a form of low-cost proteomics. Diluted human whole blood was stimulated with live bacteria (Escherichia coli, or Staphylococous aureus), or LPS and cytokines were measured both by ELISA and the membrane protein array. Of the 16 cytokines measured via ELISA, only IFN-gamma was below detection level. The other 15 cytokines were present in concentrations up to several thousand picograms/ml. Of the 20 cytokines measured via membrane protein array, only 3 could be detected (IL-6, IL-8 and MIP-1beta). Additionally, the membrane protein array did not detect TNF-alpha from the LPS-stimulated blood. These results indicate that the low-cost membrane protein array may lack sufficient sensitivity to adequately detect cytokines levels in complex biological fluids such as human plasma.
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Affiliation(s)
- S Copeland
- Department of Pathology, University of Michigan Medical School, M2210 Med. Sci. I, 1301 Catherine Road, Ann Arbor, MI 48109-0602, USA
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Mortuaire G, Marchetti P, Formstecher P, Danzé PM. [Micro-array based technologies to study the proteome: technological progress and applications]. Ann Biol Clin (Paris) 2004; 62:139-48. [PMID: 15047465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/29/2023]
Abstract
Since these twenty last years, there is an increasing interest for large-scale analysis of biological function. In the field of transcriptome, the emergence of microarray-based technologies and the design of DNA biochips allow high-throughput studies of RNA expression in cell and tissue at a given moment. In the field of proteome, methods of reference are still the 2D electrophoresis followed by analysis with mass spectrometry. Technological progress makes it possible to apply microarray methods to proteomics study : they are protein biochips or protein arrays. Expression analysis of proteins in a cell or a tissue in simultaneous and highly parallel way give further information for large-scale studies of signaling pathway. Numerous applications of protein microarray-based assays are described in basic biological research and in medical research to identify diagnostic biomarkers of inflammatory and cancerous pathologies and to find out news drugs and new therapeutic targets. This review summarizes concrete applications of microarray-based technology in the field of proteome, describes fundamental technical stages in protein array development and highlights critical points which will be useful to improve this emerging proteomic method.
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Affiliation(s)
- G Mortuaire
- Plate-forme de génomique fonctionnelle, Lille
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Jacquemier J, Ginestier C, Charafe-Jauffret E, Bertucci F, Bege T, Geneix J, Birnbaum D. [Small but high throughput: how "tissue-microarrays" became a favorite tool for pathologists and scientists]. Ann Pathol 2003; 23:623-32. [PMID: 15094604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/29/2023]
Abstract
Progress in the knowledge of molecular genetics and availability of high-throughput technologies offer the opportunity to identify new diagnostic and prognostic markers and new therapeutic targets in human cancer. The recently developed "tIssue microarrays" (TMA) technology allows parallel molecular profiling of clinical samples. Using this technique and immunohistochemistry (IHC), fluorescence in situ hybridisation (FISH), or RNA in situ hybridisation (ISH), the pathologist is now able to perform unprecedented large-scale analyses. The advantages are significant: large number of cases assessed simultaneously for numerous markers, processed in identical conditions, from reduced amount of archival tIssues, with an excellent correlation with standard methods, and a reduction in cost and time. This Article provides a short review of this technology, and points out several aspects of the TMA construction and its applications for clinical research.
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Affiliation(s)
- Jocelyne Jacquemier
- Département d'Oncologie Moléculaire, Institut Paoli-Calmettes, 232 Bd de Sainte Marguerite, 13273 Marseille Cedex 9, France.
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Coombes KR, Fritsche HA, Clarke C, Chen JN, Baggerly KA, Morris JS, Xiao LC, Hung MC, Kuerer HM. Quality control and peak finding for proteomics data collected from nipple aspirate fluid by surface-enhanced laser desorption and ionization. Clin Chem 2003; 49:1615-23. [PMID: 14500586 DOI: 10.1373/49.10.1615] [Citation(s) in RCA: 155] [Impact Index Per Article: 7.4] [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: 02/07/2023]
Abstract
BACKGROUND Recently, researchers have been using mass spectroscopy to study cancer. For use of proteomics spectra in a clinical setting, stringent quality-control procedures will be needed. METHODS We pooled samples of nipple aspirate fluid from healthy breasts and breasts with cancer to prepare a control sample. Aliquots of the control sample were used on two spots on each of three IMAC ProteinChip arrays (Ciphergen Biosystems, Inc.) on 4 successive days to generate 24 SELDI spectra. In 36 subsequent experiments, the control sample was applied to two spots of each ProteinChip array, and the resulting spectra were analyzed to determine how closely they agreed with the original 24 spectra. RESULTS We describe novel algorithms that (a) locate peaks in unprocessed proteomics spectra and (b) iteratively combine peak detection with baseline correction. These algorithms detected approximately 200 peaks per spectrum, 68 of which are detected in all 24 original spectra. The peaks were highly correlated across samples. Moreover, we could explain 80% of the variance, using only six principal components. Using a criterion that rejects a chip if the Mahalanobis distance from both control spectra to the center of the six-dimensional principal component space exceeds the 95% confidence limit threshold, we rejected 5 of the 36 chips. CONCLUSIONS Mahalanobis distance in principal component space provides a method for assessing the reproducibility of proteomics spectra that is robust, effective, easily computed, and statistically sound.
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Affiliation(s)
- Kevin R Coombes
- Department of Biostatistics, University of Texas M. D. Anderson Cancer Center, 1515 Holcombe Blvd., Box 447, Houston TX 77030, USA.
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Tong W, Cao X, Harris S, Sun H, Fang H, Fuscoe J, Harris A, Hong H, Xie Q, Perkins R, Shi L, Casciano D. ArrayTrack--supporting toxicogenomic research at the U.S. Food and Drug Administration National Center for Toxicological Research. Environ Health Perspect 2003; 111:1819-26. [PMID: 14630514 PMCID: PMC1241745 DOI: 10.1289/ehp.6497] [Citation(s) in RCA: 145] [Impact Index Per Article: 6.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
The mapping of the human genome and the determination of corresponding gene functions, pathways, and biological mechanisms are driving the emergence of the new research fields of toxicogenomics and systems toxicology. Many technological advances such as microarrays are enabling this paradigm shift that indicates an unprecedented advancement in the methods of understanding the expression of toxicity at the molecular level. At the National Center for Toxicological Research (NCTR) of the U.S. Food and Drug Administration, core facilities for genomic, proteomic, and metabonomic technologies have been established that use standardized experimental procedures to support centerwide toxicogenomic research. Collectively, these facilities are continuously producing an unprecedented volume of data. NCTR plans to develop a toxicoinformatics integrated system (TIS) for the purpose of fully integrating genomic, proteomic, and metabonomic data with the data in public repositories as well as conventional (Italic)in vitro(/Italic) and (Italic)in vivo(/Italic) toxicology data. The TIS will enable data curation in accordance with standard ontology and provide or interface a rich collection of tools for data analysis and knowledge mining. In this article the design, practical issues, and functions of the TIS are discussed through presenting its prototype version, ArrayTrack, for the management and analysis of DNA microarray data. ArrayTrack is logically constructed of three linked components: a) a library (LIB) that mirrors critical data in public databases; b) a database (MicroarrayDB) that stores microarray experiment information that is Minimal Information About a Microarray Experiment (MIAME) compliant; and c) tools (TOOL) that operate on experimental and public data for knowledge discovery. Using ArrayTrack, we can select an analysis method from the TOOL and apply the method to selected microarray data stored in the MicroarrayDB; the analysis results can be linked directly to gene information in the LIB.
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Affiliation(s)
- Weida Tong
- Center for Toxicoinformatics, Division of Biometry and Risk Assessment, National Center for Toxicological Research, U.S. Food and Drug Administration, 3900 NCTR Road, Jefferson, AR 72079, USA.
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Abstract
SUMMARY The University of Alabama at Birmingham (UAB) Proteomics Database (UPD) (http://www.uab.edu/proteinmenu) was created to provide a repository for the storage and linkage of two-dimensional (2D) gel images and the associated information obtained through mass spectrometry analysis of the proteins excised from the 2D gels in a manner similar to the SWISS-2DPAGE database and the Stanford Microarray Database. This was accomplished through the development of a web interface, a relational database, image maps and hyperlinks stored in the database. In addition to the internally generated data, UPD provides links to the National Center for Biotechnology Information via accession number hyperlinks. UPD currently contains information on 44 individual proteins derived from four experiments conducted by four UAB faculty members. Images of the gels from which each of these proteins was isolated are accessed by hyperlinks embedded in the database. AVAILABILITY The UAB Proteomics Database can be accessed at http://www.uab.edu/proteinmenu.
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Affiliation(s)
- Aubrey Hill
- UAB Comprehensive Cancer Center, UAB Mass Spectrometry and Proteomics Shared Facility, University of Alabama at Birmingham, 1530 3rd Ave South, Kaul 602A, Birmingham, AL 35294, USA.
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