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Li X, Wu S, Feng Z, Ning K, Ji D, Yu L, Hu W. Label-Free and Real-Time Optical Detection of Affinity Binding of the Antibody on Adherent Live Cells. Anal Chem 2024; 96:1112-1120. [PMID: 38181398 DOI: 10.1021/acs.analchem.3c03899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2024]
Abstract
Oblique-incidence reflectivity difference (OIRD) is a novel real-time, label-free, and nondestructive optical detection method and exhibits encouraging application in the detection of antibody/DNA microarrays. In this study, for the first time, an OIRD label-free immunoassay was achieved by using adherent live cells as the probe. The cells were cultured on glass cells, and the affinity binding of antibodies targeted on the HLA class I antigen of the cell surface was detected with an OIRD. The results show that an OIRD is able to detect the binding process of anti-human HLA-A, B, and C antibodies on MDA-MB-231 cells and HUVEC cells. Control experiments and complementary fluorescence analysis confirmed the high detection specificity and good quantitative virtue of the OIRD label-free immunoassay. Label-free OIRD imaging analysis of cell microarrays was further demonstrated successfully, and the underlying optical mechanism was revealed by combining the theoretical modeling. This work explores the use of live cells as probes for an OIRD immunoassay, thus expanding the potential applications of the OIRD in the field of pathological analysis, disease diagnosis, and drug screening, among others.
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Affiliation(s)
- Xiaoyi Li
- Key Laboratory of Luminescence Analysis and Molecular Sensing (Southwest University), Ministry of Education, School of Materials and Energy, Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Southwest University, Chongqing 400715, P. R. China
| | - Shiming Wu
- Key Laboratory of Luminescence Analysis and Molecular Sensing (Southwest University), Ministry of Education, School of Materials and Energy, Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Southwest University, Chongqing 400715, P. R. China
| | - Zhihao Feng
- Key Laboratory of Luminescence Analysis and Molecular Sensing (Southwest University), Ministry of Education, School of Materials and Energy, Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Southwest University, Chongqing 400715, P. R. China
| | - Ke Ning
- Key Laboratory of Luminescence Analysis and Molecular Sensing (Southwest University), Ministry of Education, School of Materials and Energy, Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Southwest University, Chongqing 400715, P. R. China
| | - Dandan Ji
- Key Laboratory of Luminescence Analysis and Molecular Sensing (Southwest University), Ministry of Education, School of Materials and Energy, Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Southwest University, Chongqing 400715, P. R. China
| | - Ling Yu
- Key Laboratory of Luminescence Analysis and Molecular Sensing (Southwest University), Ministry of Education, School of Materials and Energy, Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Southwest University, Chongqing 400715, P. R. China
| | - Weihua Hu
- Key Laboratory of Luminescence Analysis and Molecular Sensing (Southwest University), Ministry of Education, School of Materials and Energy, Chongqing Key Laboratory for Advanced Materials and Technologies of Clean Energies, Southwest University, Chongqing 400715, P. R. China
- Key Laboratory of Laser Technology and Optoelectronic Functional Materials of Hainan Province, Key Laboratory of Functional Materials and Photoelectrochemistry of Haikou, College of Chemistry and Chemical Engineering, Hainan Normal University, Haikou 571158, P. R. China
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2
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Shi L, Liu S, Li X, Huang X, Luo H, Bai Q, Li Z, Wang L, Du X, Jiang C, Liu S, Li C. Droplet microarray platforms for high-throughput drug screening. Mikrochim Acta 2023; 190:260. [PMID: 37318602 DOI: 10.1007/s00604-023-05833-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Accepted: 05/15/2023] [Indexed: 06/16/2023]
Abstract
High-throughput screening platforms are fundamental for the rapid and efficient processing of large amounts of experimental data. Parallelization and miniaturization of experiments are important for improving their cost-effectiveness. The development of miniaturized high-throughput screening platforms is essential in the fields of biotechnology, medicine, and pharmacology. Currently, most laboratories use 96- or 384-well microtiter plates for screening; however, they have disadvantages, such as high reagent and cell consumption, low throughput, and inability to avoid cross-contamination, which need to be further optimized. Droplet microarrays, as novel screening platforms, can effectively avoid these shortcomings. Here, the preparation method of the droplet microarray, method of adding compounds in parallel, and means to read the results are briefly described. Next, the latest research on droplet microarray platforms in biomedicine is presented, including their application in high-throughput culture, cell screening, high-throughput nucleic acid screening, drug development, and individualized medicine. Finally, the challenges and future trends in droplet microarray technology are summarized.
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Affiliation(s)
- Lina Shi
- School of Medicine, University of Electronic Science and Technology of China, Chengdu, 610054, China
| | - Sutong Liu
- Juxing College of Digital Economics, Haikou University of Economics, Haikou, 570100, China
| | - Xue Li
- Sichuan Hanyuan County People's Hospital, Hanyuan, 625300, China
| | - Xiwei Huang
- Ministry of Education Key Lab of RFCircuits and Systems, Hangzhou Dianzi University, Hangzhou, 310038, China
| | - Hongzhi Luo
- Department of Laboratory Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, 563002, China
| | - Qianwen Bai
- Department of Laboratory Medicine, The Third Affiliated Hospital of Zunyi Medical University (The First People's Hospital of Zunyi), Zunyi, 563002, China
| | - Zhu Li
- College of Medical Technology, Chengdu University of Traditional Chinese Medicine, Chengdu, 610075, China
| | - Lijun Wang
- Department of Ophthalmology, The Third People's Hospital of Chengdu, The Affiliated Hospital of Southwest Jiaotong University, Chengdu, 610031, China
| | - Xiaoxin Du
- Office of Scientific Research & Development, University of Electronic Science and Technology, Chengdu, 610054, China
| | - Cheng Jiang
- Biomedical Engineering, School of Medicine, The Chinese University of Hong Kong, Shenzhen, 518172, China
| | - Shan Liu
- Sichuan Provincial Key Laboratory for Human Disease Gene Study, Department of Medical Genetics, Sichuan Academy of Medical Sciences & Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, 610072, China.
| | - Chenzhong Li
- Biomedical Engineering, School of Medicine, The Chinese University of Hong Kong, Shenzhen, 518172, China
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3
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Wlodkowic D, Jansen M. High-throughput screening paradigms in ecotoxicity testing: Emerging prospects and ongoing challenges. CHEMOSPHERE 2022; 307:135929. [PMID: 35944679 DOI: 10.1016/j.chemosphere.2022.135929] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/13/2022] [Revised: 06/09/2022] [Accepted: 07/31/2022] [Indexed: 06/15/2023]
Abstract
The rapidly increasing number of new production chemicals coupled with stringent implementation of global chemical management programs necessities a paradigm shift towards boarder uses of low-cost and high-throughput ecotoxicity testing strategies as well as deeper understanding of cellular and sub-cellular mechanisms of ecotoxicity that can be used in effective risk assessment. The latter will require automated acquisition of biological data, new capabilities for big data analysis as well as computational simulations capable of translating new data into in vivo relevance. However, very few efforts have been so far devoted into the development of automated bioanalytical systems in ecotoxicology. This is in stark contrast to standardized and high-throughput chemical screening and prioritization routines found in modern drug discovery pipelines. As a result, the high-throughput and high-content data acquisition in ecotoxicology is still in its infancy with limited examples focused on cell-free and cell-based assays. In this work we outline recent developments and emerging prospects of high-throughput bioanalytical approaches in ecotoxicology that reach beyond in vitro biotests. We discuss future importance of automated quantitative data acquisition for cell-free, cell-based as well as developments in phytotoxicity and in vivo biotests utilizing small aquatic model organisms. We also discuss recent innovations such as organs-on-a-chip technologies and existing challenges for emerging high-throughput ecotoxicity testing strategies. Lastly, we provide seminal examples of the small number of successful high-throughput implementations that have been employed in prioritization of chemicals and accelerated environmental risk assessment.
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Affiliation(s)
- Donald Wlodkowic
- The Neurotox Lab, School of Science, RMIT University, Melbourne, VIC, 3083, Australia.
| | - Marcus Jansen
- LemnaTec GmbH, Nerscheider Weg 170, 52076, Aachen, Germany
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4
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Jiang R, Suzuki YA, Du X, Lönnerdal B. Lactoferrin and the lactoferrin-sophorolipids-assembly can be internalized by dermal fibroblasts and regulate gene expression. Biochem Cell Biol 2016; 95:110-118. [PMID: 28169552 DOI: 10.1139/bcb-2016-0090] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Lactoferrin (Lf) is an iron-binding multifunctional protein, mainly present in external secretions. Lf is known to penetrate skin and may thus exert its multiple functions in skin. Sophorolipids (SLs) are glycolipid biosurfactants, which have been shown to enhance absorption of commercial bovine Lf (CbLf) in model skin via forming an assembly with CbLf. In this study, uptake and post-internalization localization of bovine Lf (bLf), CbLf, and human Lf (hLf) with or without forming assemblies with SLs in human dermal fibroblasts (HDFn) were determined using 125I-labeled Lfs and confocal microscopy, respectively. Our results show that all 3 Lfs were internalized by HDFn; although SLs did not significantly affect the uptake of Lfs, it changed Lf localization by accumulating Lfs in the perinuclear region. Furthermore, microarrays were used to investigate transcriptional profiling in HDFn in response to CbLf, SLs, or CbLf-SLs-assembly treatments. Transcriptome profiling indicates that CbLf may play roles in the protection of skin from oxidative stress, immunomodulatory activities, and enhancement of wound healing. The assembly had similar effects but dramatically modulated the transcription of some genes. SLs alone modified signaling pathways related to lipid metabolism, as well as synthesis of sex hormones and vitamins. Thus, CbLf may exert beneficial effects on skin, and these effects may be modulated by SLs.
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Affiliation(s)
- Rulan Jiang
- a Department of Nutrition, University of California, 3135 Meyer Hall, One Shields Avenue, Davis, CA 95616-5270, USA
| | - Yasushi A Suzuki
- b Biochemical Laboratory, Saraya Co. Ltd., 24-12 Tamate-cho, Kashiwara, Osaka 582-0028, Japan
| | - Xiaogu Du
- a Department of Nutrition, University of California, 3135 Meyer Hall, One Shields Avenue, Davis, CA 95616-5270, USA
| | - Bo Lönnerdal
- a Department of Nutrition, University of California, 3135 Meyer Hall, One Shields Avenue, Davis, CA 95616-5270, USA
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5
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Popova AA, Depew C, Permana KM, Trubitsyn A, Peravali R, Ordiano JÁG, Reischl M, Levkin PA. Evaluation of the Droplet-Microarray Platform for High-Throughput Screening of Suspension Cells. SLAS Technol 2016; 22:163-175. [PMID: 28095175 DOI: 10.1177/2211068216677204] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Phenotypic cell-based high-throughput screenings play a central role in drug discovery and toxicology. The main tendency in cell screenings is the increase of the throughput and decrease of reaction volume in order to accelerate the experiments, reduce the costs, and enable screenings of rare cells. Conventionally, cell-based assays are performed in microtiter plates, which exist in 96- to 1536-wells formats and cannot be further miniaturized. In addition, performing screenings of suspension cells is associated with risk of losing cell content during the staining procedures and incompatibility with high-content microscopy. Here, we evaluate the Droplet-Microarray screening platform for culturing, screening, and imaging of suspension cells. We demonstrate pipetting-free cell seeding and proliferation of cells in individual droplets of 3-80 nL in volume. We developed a methodology to perform parallel treatment, staining, and fixation of suspension cells in individual droplets. Automated imaging of live suspension cells directly in the droplets combined with algorithms for pattern recognition for image analysis is demonstrated. We evaluated the developed methodology by performing a dose-response study with antineoplastic drugs. We believe that the DMA screening platform carries great potential to be adopted for broad spectrum of screenings of suspension cells.
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Affiliation(s)
- Anna A Popova
- 1 Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Eggenstein-Leopoldshafen, Germany
| | - Claire Depew
- 1 Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Eggenstein-Leopoldshafen, Germany
| | - Katya Manuella Permana
- 1 Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Eggenstein-Leopoldshafen, Germany
| | - Alexander Trubitsyn
- 1 Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Eggenstein-Leopoldshafen, Germany
| | - Ravindra Peravali
- 1 Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Eggenstein-Leopoldshafen, Germany
| | | | - Markus Reischl
- 2 Karlsruhe Institute of Technology, Institute for Applied Computer Science, Eggenstein-Leopoldshafen, Germany
| | - Pavel A Levkin
- 1 Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Eggenstein-Leopoldshafen, Germany.,3 Karlsruhe Institute of Technology, Institute of Organic Chemistry, Karlsruhe, Germany
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6
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Jonczyk R, Kurth T, Lavrentieva A, Walter JG, Scheper T, Stahl F. Living Cell Microarrays: An Overview of Concepts. MICROARRAYS (BASEL, SWITZERLAND) 2016; 5:E11. [PMID: 27600077 PMCID: PMC5003487 DOI: 10.3390/microarrays5020011] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/30/2016] [Revised: 05/09/2016] [Accepted: 05/11/2016] [Indexed: 02/06/2023]
Abstract
Living cell microarrays are a highly efficient cellular screening system. Due to the low number of cells required per spot, cell microarrays enable the use of primary and stem cells and provide resolution close to the single-cell level. Apart from a variety of conventional static designs, microfluidic microarray systems have also been established. An alternative format is a microarray consisting of three-dimensional cell constructs ranging from cell spheroids to cells encapsulated in hydrogel. These systems provide an in vivo-like microenvironment and are preferably used for the investigation of cellular physiology, cytotoxicity, and drug screening. Thus, many different high-tech microarray platforms are currently available. Disadvantages of many systems include their high cost, the requirement of specialized equipment for their manufacture, and the poor comparability of results between different platforms. In this article, we provide an overview of static, microfluidic, and 3D cell microarrays. In addition, we describe a simple method for the printing of living cell microarrays on modified microscope glass slides using standard DNA microarray equipment available in most laboratories. Applications in research and diagnostics are discussed, e.g., the selective and sensitive detection of biomarkers. Finally, we highlight current limitations and the future prospects of living cell microarrays.
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Affiliation(s)
- Rebecca Jonczyk
- Institute of Technical Chemistry, Leibniz University of Hannover, Callinstr. 5, Hannover 30167, Germany.
| | - Tracy Kurth
- Institute of Technical Chemistry, Leibniz University of Hannover, Callinstr. 5, Hannover 30167, Germany.
| | - Antonina Lavrentieva
- Institute of Technical Chemistry, Leibniz University of Hannover, Callinstr. 5, Hannover 30167, Germany.
| | - Johanna-Gabriela Walter
- Institute of Technical Chemistry, Leibniz University of Hannover, Callinstr. 5, Hannover 30167, Germany.
| | - Thomas Scheper
- Institute of Technical Chemistry, Leibniz University of Hannover, Callinstr. 5, Hannover 30167, Germany.
| | - Frank Stahl
- Institute of Technical Chemistry, Leibniz University of Hannover, Callinstr. 5, Hannover 30167, Germany.
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7
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Popova AA, Demir K, Hartanto TG, Schmitt E, Levkin PA. Droplet-microarray on superhydrophobic–superhydrophilic patterns for high-throughput live cell screenings. RSC Adv 2016. [DOI: 10.1039/c6ra06011k] [Citation(s) in RCA: 69] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Droplet-microarray platform based on superhydrophobic–superhydrophilic patterning allows for miniaturized high throughput drug and transfection screenings of live cells in separated nanoliter droplets.
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Affiliation(s)
- Anna A. Popova
- Karlsruhe Institute of Technology
- Institute of Toxicology and Genetics
- 76344 Eggenstein-Leopoldshafen
- Germany
| | - Konstantin Demir
- Karlsruhe Institute of Technology
- Institute of Toxicology and Genetics
- 76344 Eggenstein-Leopoldshafen
- Germany
| | - Titus Genisius Hartanto
- Karlsruhe Institute of Technology
- Institute of Toxicology and Genetics
- 76344 Eggenstein-Leopoldshafen
- Germany
| | - Eric Schmitt
- Karlsruhe Institute of Technology
- Institute of Toxicology and Genetics
- 76344 Eggenstein-Leopoldshafen
- Germany
| | - Pavel A. Levkin
- Karlsruhe Institute of Technology
- Institute of Toxicology and Genetics
- 76344 Eggenstein-Leopoldshafen
- Germany
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8
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Popova AA, Schillo SM, Demir K, Ueda E, Nesterov-Mueller A, Levkin PA. Droplet-Array (DA) Sandwich Chip: A Versatile Platform for High-Throughput Cell Screening Based on Superhydrophobic-Superhydrophilic Micropatterning. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2015; 27:5217-5222. [PMID: 26255809 DOI: 10.1002/adma.201502115] [Citation(s) in RCA: 137] [Impact Index Per Article: 13.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/03/2015] [Revised: 06/30/2015] [Indexed: 06/04/2023]
Abstract
A droplet-array (DA) sandwich chip is a miniaturized platform for cell-based high-throughput screening. It is based on sandwiching of a glass slide with a preprinted library and a superhydrophobic-superhydrophilic pattern, which consists of thousands of simultaneously formed microdroplets containing cells. The DA sandwich chip allows for one-step cell seeding, simultaneous initiation of screening, and 1000 times less reagent consumption than a regular 96-well plate.
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Affiliation(s)
- Anna A Popova
- Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Hermann-von-Helmholtz-Platz 1, 76344, Eggenstein-Leopoldshafen, Germany
| | - Sebastian M Schillo
- Karlsruhe Institute of Technology, Institute of Microstructure Technology, Hermann-von-Helmholtz-Platz 1, 76344, Eggenstein-Leopoldshafen, Germany
| | - Konstantin Demir
- Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Hermann-von-Helmholtz-Platz 1, 76344, Eggenstein-Leopoldshafen, Germany
| | - Erica Ueda
- Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Hermann-von-Helmholtz-Platz 1, 76344, Eggenstein-Leopoldshafen, Germany
| | - A Nesterov-Mueller
- Karlsruhe Institute of Technology, Institute of Microstructure Technology, Hermann-von-Helmholtz-Platz 1, 76344, Eggenstein-Leopoldshafen, Germany
| | - Pavel A Levkin
- Karlsruhe Institute of Technology, Institute of Toxicology and Genetics, Hermann-von-Helmholtz-Platz 1, 76344, Eggenstein-Leopoldshafen, Germany
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9
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Lagunas A, Martínez E, Samitier J. Surface-Bound Molecular Gradients for the High-Throughput Screening of Cell Responses. Front Bioeng Biotechnol 2015; 3:132. [PMID: 26380260 PMCID: PMC4553394 DOI: 10.3389/fbioe.2015.00132] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2015] [Accepted: 08/17/2015] [Indexed: 11/24/2022] Open
Abstract
Chemical gradient surfaces are described as surfaces with a gradually varying composition along their length. Continuous chemical gradients have recently been proposed as an alternative to discrete microarrays for the high-throughput screening of the effects of ligand concentration in cells. Here, we review some of the most recent examples in which gradients have been used to evaluate the effect of a varying ligand concentration in cell adhesion, morphology, growth, and differentiation of cells, including some of our recent findings. They show the importance of the organization of ligands at the nanoscale, which is highlighted by abrupt changes in cell behavior at critical concentration thresholds.
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Affiliation(s)
- Anna Lagunas
- Networking Biomedical Research Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN) , Madrid , Spain ; Nanobioengineering Group, Institute for Bioengineering of Catalonia (IBEC) , Barcelona , Spain
| | - Elena Martínez
- Networking Biomedical Research Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN) , Madrid , Spain ; Biomimetic Systems for Cell Engineering Group, Institute for Bioengineering of Catalonia (IBEC) , Barcelona , Spain ; Department of Electronics, University of Barcelona (UB) , Barcelona , Spain
| | - Josep Samitier
- Networking Biomedical Research Center in Bioengineering, Biomaterials and Nanomedicine (CIBER-BBN) , Madrid , Spain ; Nanobioengineering Group, Institute for Bioengineering of Catalonia (IBEC) , Barcelona , Spain ; Department of Electronics, University of Barcelona (UB) , Barcelona , Spain
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10
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Wegener J. Cell-Based Microarrays for In Vitro Toxicology. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2015; 8:335-358. [PMID: 26077916 DOI: 10.1146/annurev-anchem-071213-020051] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
DNA/RNA and protein microarrays have proven their outstanding bioanalytical performance throughout the past decades, given the unprecedented level of parallelization by which molecular recognition assays can be performed and analyzed. Cell microarrays (CMAs) make use of similar construction principles. They are applied to profile a given cell population with respect to the expression of specific molecular markers and also to measure functional cell responses to drugs and chemicals. This review focuses on the use of cell-based microarrays for assessing the cytotoxicity of drugs, toxins, or chemicals in general. It also summarizes CMA construction principles with respect to the cell types that are used for such microarrays, the readout parameters to assess toxicity, and the various formats that have been established and applied. The review ends with a critical comparison of CMAs and well-established microtiter plate (MTP) approaches.
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Affiliation(s)
- Joachim Wegener
- Institute for Analytical Chemistry, University of Regensburg, D-93053 Regensburg, Germany;
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11
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Vasiliu D, Clamons S, McDonough M, Rabe B, Saha M. A regression-based differential expression detection algorithm for microarray studies with ultra-low sample size. PLoS One 2015; 10:e0118198. [PMID: 25738861 PMCID: PMC4349782 DOI: 10.1371/journal.pone.0118198] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2014] [Accepted: 01/08/2015] [Indexed: 02/03/2023] Open
Abstract
Global gene expression analysis using microarrays and, more recently, RNA-seq, has allowed investigators to understand biological processes at a system level. However, the identification of differentially expressed genes in experiments with small sample size, high dimensionality, and high variance remains challenging, limiting the usability of these tens of thousands of publicly available, and possibly many more unpublished, gene expression datasets. We propose a novel variable selection algorithm for ultra-low-n microarray studies using generalized linear model-based variable selection with a penalized binomial regression algorithm called penalized Euclidean distance (PED). Our method uses PED to build a classifier on the experimental data to rank genes by importance. In place of cross-validation, which is required by most similar methods but not reliable for experiments with small sample size, we use a simulation-based approach to additively build a list of differentially expressed genes from the rank-ordered list. Our simulation-based approach maintains a low false discovery rate while maximizing the number of differentially expressed genes identified, a feature critical for downstream pathway analysis. We apply our method to microarray data from an experiment perturbing the Notch signaling pathway in Xenopus laevis embryos. This dataset was chosen because it showed very little differential expression according to limma, a powerful and widely-used method for microarray analysis. Our method was able to detect a significant number of differentially expressed genes in this dataset and suggest future directions for investigation. Our method is easily adaptable for analysis of data from RNA-seq and other global expression experiments with low sample size and high dimensionality.
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Affiliation(s)
- Daniel Vasiliu
- Department of Mathematics, College of William and Mary, Williamsburg, Virginia, United States of America
| | - Samuel Clamons
- Department of Biology, College of William and Mary, Williamsburg, Virginia, United States of America
| | - Molly McDonough
- Department of Biology, College of William and Mary, Williamsburg, Virginia, United States of America
| | - Brian Rabe
- Department of Biology, College of William and Mary, Williamsburg, Virginia, United States of America
| | - Margaret Saha
- Department of Biology, College of William and Mary, Williamsburg, Virginia, United States of America
- * E-mail:
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12
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Herbáth M, Papp K, Balogh A, Matkó J, Prechl J. Exploiting fluorescence for multiplex immunoassays on protein microarrays. Methods Appl Fluoresc 2014; 2:032001. [PMID: 29148470 DOI: 10.1088/2050-6120/2/3/032001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Protein microarray technology is becoming the method of choice for identifying protein interaction partners, detecting specific proteins, carbohydrates and lipids, or for characterizing protein interactions and serum antibodies in a massively parallel manner. Availability of the well-established instrumentation of DNA arrays and development of new fluorescent detection instruments promoted the spread of this technique. Fluorescent detection has the advantage of high sensitivity, specificity, simplicity and wide dynamic range required by most measurements. Fluorescence through specifically designed probes and an increasing variety of detection modes offers an excellent tool for such microarray platforms. Measuring for example the level of antibodies, their isotypes and/or antigen specificity simultaneously can offer more complex and comprehensive information about the investigated biological phenomenon, especially if we take into consideration that hundreds of samples can be measured in a single assay. Not only body fluids, but also cell lysates, extracted cellular components, and intact living cells can be analyzed on protein arrays for monitoring functional responses to printed samples on the surface. As a rapidly evolving area, protein microarray technology offers a great bulk of information and new depth of knowledge. These are the features that endow protein arrays with wide applicability and robust sample analyzing capability. On the whole, protein arrays are emerging new tools not just in proteomics, but glycomics, lipidomics, and are also important for immunological research. In this review we attempt to summarize the technical aspects of planar fluorescent microarray technology along with the description of its main immunological applications.
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Affiliation(s)
- Melinda Herbáth
- Department of Immunology, Eötvös Loránd University, Budapest, 1117 Hungary
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13
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Transcriptomic profiling of intestinal epithelial cells in response to human, bovine and commercial bovine lactoferrins. Biometals 2014; 27:831-41. [PMID: 24831230 DOI: 10.1007/s10534-014-9746-3] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/09/2014] [Accepted: 04/26/2014] [Indexed: 10/25/2022]
Abstract
Lactoferrin (Lf) is an iron-binding glycoprotein present in high concentration in human milk. It is a pleiotropic protein and involved in diverse bioactivities, such as stimulation of cell proliferation and immunomodulatory activities. Lf is partly resistant to proteolysis in the gastrointestinal tract. Thus, Lf may play important roles in intestinal development. Due to differences in amino acid sequences and isolation methods, Lfs from human and bovine milk as well as commercially available bovine Lf (CbLf) may differ functionally or exert their functions via various mechanisms. To provide a potential basis for further applications of CbLf, we compared effects of Lfs on intestinal transcriptomic profiling using an intestinal epithelial cell model, human intestinal epithelial crypt-like cells (HIEC). All Lfs significantly stimulated proliferation of HIEC and no significant differences were found among these three proteins. Microarray assays were used to investigate transcriptomic profiling of intestinal epithelial cells in response to Lfs. Selected genes were verified by RT-PCR with a high validation rate. Genes significantly regulated by hLf, bLf, and CbLf were 150, 395 and 453, respectively. Fifty-four genes were significantly regulated by both hLf and CbLf, whereas 129 genes were significantly modulated by bLf and CbLf. Although only a limited number of genes were regulated by all Lfs, the three Lfs positively influenced cellular development and immune functions based on pathway analysis using IPA (Ingenuity). Lfs stimulate cellular and intestinal development and immune functions via various signaling pathways, such as Wnt/β-catenin signaling, interferon signaling and IL-8 signaling.
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Diehnelt CW. Peptide array based discovery of synthetic antimicrobial peptides. Front Microbiol 2013; 4:402. [PMID: 24399997 PMCID: PMC3872314 DOI: 10.3389/fmicb.2013.00402] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2013] [Accepted: 12/06/2013] [Indexed: 12/26/2022] Open
Affiliation(s)
- Chris W Diehnelt
- Center for Innovations in Medicine, The Biodesign Institute at Arizona State University Tempe, AZ, USA
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15
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Bluth MH. Molecular Pathology in the Modern Era: Revisiting Jacob’s Spotted Sheep. Clin Lab Med 2013; 33:xi-xiii. [DOI: 10.1016/j.cll.2013.09.003] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
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16
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Beckwith KM, Sikorski P. Patterned cell arrays and patterned co-cultures on polydopamine-modified poly(vinyl alcohol) hydrogels. Biofabrication 2013; 5:045009. [DOI: 10.1088/1758-5082/5/4/045009] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
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17
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Ge X, Eleftheriou NM, Dahoumane SA, Brennan JD. Sol–Gel-Derived Materials for Production of Pin-Printed Reporter Gene Living-Cell Microarrays. Anal Chem 2013; 85:12108-17. [DOI: 10.1021/ac403220g] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Affiliation(s)
- Xin Ge
- Biointerfaces
Institute and Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON, Canada L8S 4L8
- Department
of Chemical and Environmental Engineering, University of California, Riverside, CA 92521
| | - Nikolas M. Eleftheriou
- Biointerfaces
Institute and Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON, Canada L8S 4L8
- Department
of Laboratory Medicine, Lund University, Lund, Sweden
| | - Si Amar Dahoumane
- Biointerfaces
Institute and Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON, Canada L8S 4L8
| | - John D. Brennan
- Biointerfaces
Institute and Department of Chemistry and Chemical Biology, McMaster University, Hamilton, ON, Canada L8S 4L8
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Szittner Z, Papp K, Sándor N, Bajtay Z, Prechl J. Application of fluorescent monocytes for probing immune complexes on antigen microarrays. PLoS One 2013; 8:e72401. [PMID: 24039758 PMCID: PMC3764206 DOI: 10.1371/journal.pone.0072401] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2013] [Accepted: 07/10/2013] [Indexed: 11/18/2022] Open
Abstract
Microarrayed antigens are used for identifying serum antibodies with given specificities and for generating binding profiles. Antibodies bind to these arrayed antigens forming immune complexes and are conventionally identified by secondary labelled antibodies.In the body immune complexes are identified by bone marrow derived phagocytic cells, such as monocytes. In our work we were looking into the possibility of replacing secondary antibodies with monocytoid cells for the generation of antibody profiles. Using the human monocytoid cell line U937, which expresses cell surface receptors for immune complex components, we show that cell adhesion is completely dependent on the interaction of IgG heavy chains and Fcγ receptors, and this recognition is susceptible to differences between heavy chain structures and their glycosylation. We also report data on a possible application of this system in autoimmune diagnostics.Compared to secondary antibodies, fluorescent monocytesas biosensors are superior in reflecting biological functions of microarray-bound antibodies and represent an easy and robust alternative for profiling interactions between serum proteins and antigens.
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Affiliation(s)
- Zoltán Szittner
- Department of Immunology, EötvösLoránd University, Budapest, Hungary
- Diagnosticum Ltd., Budapest, Hungary
| | - Krisztián Papp
- Immunology Research Group of the Hungarian Academy of Sciences at EötvösLoránd University, Budapest, Hungary
- Diagnosticum Ltd., Budapest, Hungary
| | - Noémi Sándor
- Immunology Research Group of the Hungarian Academy of Sciences at EötvösLoránd University, Budapest, Hungary
| | - Zsuzsa Bajtay
- Department of Immunology, EötvösLoránd University, Budapest, Hungary
| | - József Prechl
- Immunology Research Group of the Hungarian Academy of Sciences at EötvösLoránd University, Budapest, Hungary
- Diagnosticum Ltd., Budapest, Hungary
- * E-mail:
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Ueda E, Levkin PA. Emerging applications of superhydrophilic-superhydrophobic micropatterns. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2013; 25:1234-47. [PMID: 23345109 DOI: 10.1002/adma.201204120] [Citation(s) in RCA: 236] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/02/2012] [Revised: 12/05/2012] [Indexed: 05/24/2023]
Abstract
Water on superhydrophilic surfaces spreads or is absorbed very quickly, and exhibits water contact angles close to zero. We encounter superhydrophilic materials in our daily life (e.g., paper, sponges, textiles) and they are also ubiquitous in nature (e.g., plant and tree leaves, Nepenthes pitcher plant). On the other hand, water on completely non-wettable, superhydrophobic surfaces forms spherical droplets and rolls off the surface easily. One of the most well-known examples of a superhydrophobic surface is the lotus leaf. Creating novel superhydrophobic surfaces has led to exciting new properties such as complete water repellency, self-cleaning, separation of oil and water, and antibiofouling. However, combining these two extreme states of superhydrophilicity and superhydrophobicity on the same surface in precise two-dimensional micropatterns opens exciting new functionalities and possibilities in a wide variety of applications from cell, droplet, and hydrogel microarrays for screening to surface tension confined microchannels for separation and diagnostic devices. In this Progress Report, we briefly describe the methods for fabricating superhydrophilic-superhydrophobic patterns and highlight some of the newer and emerging applications of these patterned substrates that are currently being explored. We also give an outlook on current and future applications that would benefit from using such superhydrophilic-superhydrophobic micropatterns.
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Affiliation(s)
- Erica Ueda
- Institute of Toxicology and Genetics, Karlsruhe Institute of Technology, Postfach 3640, 76021 Karlsruhe, Germany
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Lagunas A, Comelles J, Oberhansl S, Hortigüela V, Martínez E, Samitier J. Continuous bone morphogenetic protein-2 gradients for concentration effect studies on C2C12 osteogenic fate. NANOMEDICINE-NANOTECHNOLOGY BIOLOGY AND MEDICINE 2013; 9:694-701. [PMID: 23313904 DOI: 10.1016/j.nano.2012.12.002] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2012] [Accepted: 12/26/2012] [Indexed: 11/20/2022]
Abstract
UNLABELLED Cells can respond to small changes in a varying concentration of exogenous signaling molecules. Here we propose the use of continuous surface chemical gradients for the in-depth study of dose-dependent effects on cells. A continuous surface gradient of bone morphogenetic protein-2 (BMP-2) is presented. The gradient covers a narrow range of surface densities (from 1.4 to 2.3 pmol/cm(2)) with a shallow slope (0.9 pmol/cm(3)). These characteristics represent a quasi-homogeneous surface concentration at the cell scale, which is crucial for cell screening studies. Cell fate evaluation at early stages of osteogenesis in C2C12 cells, indicates the potential of continuous gradients for in vitro screening applications. FROM THE CLINICAL EDITOR The authors propose the use of surface-applied continuous chemical gradients for in-depth study of dose-dependent effects on cells. The method is demonstrated using BMP-2 proteins on C2C12 cells as a model system.
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Affiliation(s)
- Anna Lagunas
- Centro de Investigación Biomédica en Red. Bioingeniería, Biomateriales y Nanomedicina (Ciber-bbn), C/ María de Luna 11, Edificio CEEI, 50018 Zaragoza, Spain.
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