1
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Pan X, Zhang Z, Yun Y, Zhang X, Sun Y, Zhang Z, Wang H, Yang X, Tan Z, Yang Y, Xie H, Bogdanov B, Zmaga G, Senyushkin P, Wei X, Song Y, Su M. Machine Learning-Assisted High-Throughput Identification and Quantification of Protein Biomarkers with Printed Heterochains. J Am Chem Soc 2024; 146:19239-19248. [PMID: 38949598 DOI: 10.1021/jacs.4c04460] [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: 07/02/2024]
Abstract
Advanced in vitro diagnosis technologies are highly desirable in early detection, prognosis, and progression monitoring of diseases. Here, we engineer a multiplex protein biosensing strategy based on the tunable liquid confinement self-assembly of multi-material heterochains, which show improved sensitivity, throughput, and accuracy compared to standard ELISA kits. By controlling the material combination and the number of ligand nanoparticles (NPs), we observe robust near-field enhancement as well as both strong electromagnetic resonance in polymer-semiconductor heterochains. In particular, their optical signals show a linear response to the coordination number of the semiconductor NPs in a wide range. Accordingly, a visible nanophotonic biosensor is developed by functionalizing antibodies on central polymer chains that can identify target proteins attached to semiconductor NPs. This allows for the specific detection of multiple protein biomarkers from healthy people and pancreatic cancer patients in one step with an ultralow detection limit (1 pg/mL). Furthermore, rapid and high-throughput quantification of protein expression levels in diverse clinical samples such as buffer, urine, and serum is achieved by combining a neural network algorithm, with an average accuracy of 97.3%. This work demonstrates that the heterochain-based biosensor is an exemplary candidate for constructing next-generation diagnostic tools and suitable for many clinical settings.
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Affiliation(s)
- Xiangyu Pan
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Zeying Zhang
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Yang Yun
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Xu Zhang
- Department of Clinical Laboratory, the first Medical Centre, Chinese PLA General Hospital, Beijing 100853, China
| | - Yali Sun
- School of Physics and Engineering, ITMO University, Saint Petersburg 197101, Russia
| | - Zixuan Zhang
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Huadong Wang
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Xu Yang
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Zhiyu Tan
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Yaqi Yang
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Hongfei Xie
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Bogdan Bogdanov
- School of Physics and Engineering, ITMO University, Saint Petersburg 197101, Russia
| | - Georgii Zmaga
- School of Physics and Engineering, ITMO University, Saint Petersburg 197101, Russia
| | - Pavel Senyushkin
- School of Physics and Engineering, ITMO University, Saint Petersburg 197101, Russia
| | - Xuemei Wei
- Department of Clinical Laboratory, the first Medical Centre, Chinese PLA General Hospital, Beijing 100853, China
| | - Yanlin Song
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
| | - Meng Su
- Key Laboratory of Green Printing, CAS Research/Education Center for Excellence in Molecular Sciences, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, PR China
- University of Chinese Academy of Sciences (UCAS), Beijing 100049, PR China
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2
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Trier NH, Houen G. Sequential Double Immunoblotting with Peptide Antibodies. Methods Mol Biol 2024; 2821:237-248. [PMID: 38997494 DOI: 10.1007/978-1-0716-3914-6_19] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/14/2024]
Abstract
Immunoblotting, also termed western blotting, is a powerful method for detection and characterization of proteins separated by various electrophoretic techniques. The combination of sodium dodecyl sulfate-poly acrylamide gel electrophoresis (SDS-PAGE), having high separating power, immunoblotting to synthetic membranes, and detection with highly specific peptide antibodies, is especially useful for studying individual proteins in relation to cellular processes, disease mechanisms, etc. Here, we describe a protocol for the sequential detection of various forms of an individual protein using peptide antibodies, exemplified by the characterization of antibody specificity for different forms of the protein calreticulin by double SDS-PAGE immunoblotting.
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Affiliation(s)
- Nicole Hartwig Trier
- Department of Neurology and Institute of Translational Research, Rigshospitalet, Glostrup, Denmark.
| | - Gunnar Houen
- Department of Neurology and Translational Research Center, Rigshospitalet, Glostrup, Denmark
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3
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Sule R, Rivera G, Gomes AV. Western blotting (immunoblotting): history, theory, uses, protocol and problems. Biotechniques 2023; 75:99-114. [PMID: 36971113 DOI: 10.2144/btn-2022-0034] [Citation(s) in RCA: 26] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2023] Open
Abstract
Western blotting (immunoblotting) is a powerful and commonly used technique that is capable of detecting or semiquantifying an individual protein from complex mixtures of proteins extracted from cells or tissues. The history surrounding the origin of western blotting, the theory behind the western blotting technique, a comprehensive protocol and the uses of western blotting are presented. Lesser known and significant problems in the western blotting field and troubleshooting of common problems are highlighted and discussed. This work is a comprehensive primer and guide for new western blotting researchers and those interested in a better understanding of the technique or getting better results.
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Affiliation(s)
- Rasheed Sule
- Department of Neurobiology, Physiology & Behavior, University of California, Davis, Davis, CA 95616, USA
| | - Gabriela Rivera
- Department of Neurobiology, Physiology & Behavior, University of California, Davis, Davis, CA 95616, USA
| | - Aldrin V Gomes
- Department of Neurobiology, Physiology & Behavior, University of California, Davis, Davis, CA 95616, USA
- Department of Physiology & Membrane Biology, University of California, Davis, Davis, CA 95616, USA
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Pearson C, Wang Y, Alkurdi E, Zhang Y, Yin K, Rustandi RR, Loughney JW. Quantitation of host cell proteins in biopharmaceuticals from chinese hamster ovarian and vero cell lines using capillary electrophoresis western blots. J Pharm Biomed Anal 2023; 233:115420. [PMID: 37207489 DOI: 10.1016/j.jpba.2023.115420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2023] [Revised: 04/12/2023] [Accepted: 04/24/2023] [Indexed: 05/21/2023]
Abstract
Quantitation of host cell proteins (HCPs) is essential in the process of preparation of many biological and vaccine products. Common methods of quantitation include the widely applied enzyme-linked immunosorbent assays (ELISAs), mass spectrometry (MS) and other orthogonal assays. Prior to using these techniques, critical reagents need to be evaluated, for example, antibodies need to be assessed for HCP coverage. Percent of HCP coverage is often established by denatured 2D Western blot. However, ELISAs measure the amount of HCP only in a native state. There are limited studies linking reagents validated by 2D-Western to ensure adequate coverage in the final ELISA. ProteinSimple's newly developed capillary Western blot technology allows for separation, blotting, and detection of proteins in a semi-automated and simplified format. Capillary Westerns are similar to slab Westerns, with the added benefit of being quantitative. Here we outline the capillary Western method that links the 2D Western coverage and ultimately ELISAs for more efficient HCP quantitation. This study describes the development of the capillary Western analytical method to quantitively evaluate HCPs in Vero and Chinese Hamster Ovarian (CHO) cell lines. The amount of CHO HCPs decreases as the sample is purified as expected. Using this approach, we determined that the detected Vero HCPs amount was similar irrespective of denatured (capillary Western) versus native assay format (ELISA). This new method can also be potentially employed to quantitatively assess the anti-HCP antibody reagent coverage used in commercial HCP ELISA kits.
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Affiliation(s)
- Cara Pearson
- Analytical Research & Development Merck & Co., Inc., Rahway, NJ, USA
| | - Yi Wang
- Analytical Research & Development Merck & Co., Inc., Rahway, NJ, USA
| | - Eman Alkurdi
- Analytical Research & Development Merck & Co., Inc., Rahway, NJ, USA
| | - Young Zhang
- Analytical Research & Development Merck & Co., Inc., Rahway, NJ, USA
| | - Kuo Yin
- Analytical Research & Development Merck & Co., Inc., Rahway, NJ, USA
| | | | - John W Loughney
- Analytical Research & Development Merck & Co., Inc., Rahway, NJ, USA.
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5
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Desire CT, Arrua RD, Strudwick XL, Kopecki Z, Cowin AJ, Hilder EF. The development of microfluidic-based western blotting: Technical advances and future perspectives. J Chromatogr A 2023; 1691:463813. [PMID: 36709548 DOI: 10.1016/j.chroma.2023.463813] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Revised: 01/11/2023] [Accepted: 01/18/2023] [Indexed: 01/22/2023]
Abstract
Over the past two decades significant technical advancement in the field of western blotting has been made possible through the utilization of microfluidic technologies. In this review we provide a critical overview of these advancements, highlighting the advantages and disadvantages of each approach. Particular attention is paid to the development of now commercially available systems, including those for single cell analysis. This review also discusses more recent developments, including algorithms for automation and/or improved quantitation, the utilization of different materials/chemistries, use of projection electrophoresis, and the development of triBlots. Finally, the review includes commentary on future advances in the field based on current developments, and the potential of these systems for use as point-of-care devices in healthcare.
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Affiliation(s)
- Christopher T Desire
- Future Industries Institute, University of South Australia, GPO Box 2471, Adelaide, SA 5001, Australia
| | - R Dario Arrua
- Future Industries Institute, University of South Australia, GPO Box 2471, Adelaide, SA 5001, Australia
| | - Xanthe L Strudwick
- Future Industries Institute, University of South Australia, GPO Box 2471, Adelaide, SA 5001, Australia
| | - Zlatko Kopecki
- Future Industries Institute, University of South Australia, GPO Box 2471, Adelaide, SA 5001, Australia
| | - Allison J Cowin
- Future Industries Institute, University of South Australia, GPO Box 2471, Adelaide, SA 5001, Australia
| | - Emily F Hilder
- Future Industries Institute, University of South Australia, GPO Box 2471, Adelaide, SA 5001, Australia.
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6
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Stutz H. Advances and applications of electromigration methods in the analysis of therapeutic and diagnostic recombinant proteins – A Review. J Pharm Biomed Anal 2022; 222:115089. [DOI: 10.1016/j.jpba.2022.115089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2022] [Revised: 09/28/2022] [Accepted: 09/29/2022] [Indexed: 11/29/2022]
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7
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Booth PPM, Lamb DT, Anderson JP, Furtaw MD, Kennedy RT. Capillary electrophoresis Western blot using inkjet transfer to membrane. J Chromatogr A 2022; 1679:463389. [PMID: 35933772 DOI: 10.1016/j.chroma.2022.463389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2022] [Revised: 07/15/2022] [Accepted: 07/29/2022] [Indexed: 10/16/2022]
Abstract
Traditional Western blots are commonly used to separate and assay proteins; however, they have limitations including a long, cumbersome process and large sample requirements. Here, we describe a system for Western blotting where capillary gel electrophoresis is used to separate sodium dodecyl sulfate-protein complexes. The capillary outlet is threaded into a piezoelectric inkjetting head that deposits the separated proteins in a quasi-continuous stream of <100 pL droplets onto a moving membrane. Through separations at 400 V/cm and protein capture on a membrane moving at 2 mm/min, we are able to detect actin with a limit of detection at 8 pM, or an estimated 5 fg injected. Separation and membrane capture of sample containing 10 proteins ranging in molecular weights from 11 - 250 kDa was achieved in 15 min. The system was demonstrated with Western blots for actin, β-tubulin, ERK1/2, and STAT3 in human A431 epidermoid carcinoma cell lysate.
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8
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Xie H, Ding X. The Intriguing Landscape of Single-Cell Protein Analysis. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2022; 9:e2105932. [PMID: 35199955 PMCID: PMC9036017 DOI: 10.1002/advs.202105932] [Citation(s) in RCA: 25] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/22/2021] [Revised: 01/27/2022] [Indexed: 05/15/2023]
Abstract
Profiling protein expression at single-cell resolution is essential for fundamental biological research (such as cell differentiation and tumor microenvironmental examination) and clinical precision medicine where only a limited number of primary cells are permitted. With the recent advances in engineering, chemistry, and biology, single-cell protein analysis methods are developed rapidly, which enable high-throughput and multiplexed protein measurements in thousands of individual cells. In combination with single cell RNA sequencing and mass spectrometry, single-cell multi-omics analysis can simultaneously measure multiple modalities including mRNAs, proteins, and metabolites in single cells, and obtain a more comprehensive exploration of cellular signaling processes, such as DNA modifications, chromatin accessibility, protein abundance, and gene perturbation. Here, the recent progress and applications of single-cell protein analysis technologies in the last decade are summarized. Current limitations, challenges, and possible future directions in this field are also discussed.
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Affiliation(s)
- Haiyang Xie
- State Key Laboratory of Oncogenes and Related GenesInstitute for Personalized MedicineSchool of Biomedical EngineeringShanghai Jiao Tong UniversityShanghai200030China
| | - Xianting Ding
- State Key Laboratory of Oncogenes and Related GenesInstitute for Personalized MedicineSchool of Biomedical EngineeringShanghai Jiao Tong UniversityShanghai200030China
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9
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Maqbool I, Ali SI, Paul V, Muzaffer U. Immunognetics: a tool for the identification of novel therapeutic targets in immune disorders. CLINICAL APPLICATIONS OF IMMUNOGENETICS 2022:355-376. [DOI: 10.1016/b978-0-323-90250-2.00015-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/03/2025]
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10
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Li W, Han JL, Entcheva E. Protein and mRNA Quantification in Small Samples of Human-Induced Pluripotent Stem Cell-Derived Cardiomyocytes in 96-Well Microplates. Methods Mol Biol 2022; 2485:15-37. [PMID: 35618896 PMCID: PMC9565115 DOI: 10.1007/978-1-0716-2261-2_2] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
We describe a method for protein quantification and for mRNA quantification in small sample quantities of human-induced pluripotent stem cell-derived cardiomyocytes (hiPSC-CMs). Demonstrated here is how the capillary-based protein detection system Wes™ by ProteinSimple and the Power SYBR™ Green Cells-to-CT™ Kit by Invitrogen can be applied to individual samples in a 96-well microplate format and thus made compatible with high-throughput (HT) cardiomyocyte assays. As an example of the usage, we illustrate that Cx43 protein and GJA1 mRNA levels in hiPSC-CMs are enhanced when the optogenetic actuator, channelrodopsin-2 (ChR2), is genetically expressed in them. Instructions are presented for cell culture and lysate preparations from hiPSC-CMs, along with optimized parameter settings and experimental protocol steps. Strategies to optimize primary antibody concentrations as well as ways for signal normalization are discussed, i.e., antibody multiplexing and total protein assay. The sensitivity of both the Wes and Cells-to-CT kit enables protein and mRNA quantification in a HT format, which is important when dealing with precious small samples. In addition to being able to handle small cardiomyocyte samples, these streamlined and semi-automated processes enable quick mechanistic analysis.
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Affiliation(s)
- Weizhen Li
- Department of Biomedical Engineering, School of Engineering and Applied Science, The George Washington University, Washington, DC, USA
| | - Julie L Han
- Department of Biomedical Engineering, School of Engineering and Applied Science, The George Washington University, Washington, DC, USA
| | - Emilia Entcheva
- Department of Biomedical Engineering, School of Engineering and Applied Science, The George Washington University, Washington, DC, USA.
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11
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Hennig S, Shu Z, Gutzweiler L, Koltay P, von Stetten F, Zengerle R, Früh SM. Paper-based open microfluidic platform for protein electrophoresis and immunoprobing. Electrophoresis 2021; 43:621-631. [PMID: 34902175 DOI: 10.1002/elps.202100327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2021] [Revised: 12/02/2021] [Accepted: 12/02/2021] [Indexed: 11/10/2022]
Abstract
Protein electrophoresis and immunoblotting are indispensable analytical tools for the characterization of proteins and posttranslational modifications in complex sample matrices. Owing to the lack of automation, commonly employed slab-gel systems suffer from high time demand, significant sample/antibody consumption, and limited reproducibility. To overcome these limitations, we developed a paper-based open microfluidic platform for electrophoretic protein separation and subsequent transfer to protein-binding membranes for immunoprobing. Electrophoresis microstructures were digitally printed into cellulose acetate membranes that provide mechanical stability while maintaining full accessibility of the microstructures for consecutive immunological analysis. As a proof-of-concept, we demonstrate separation of fluorescently labeled marker proteins in a wide molecular weight range (15-120 kDa) within only 15 min, reducing the time demand for the entire workflow (from sample preparation to immunoassay) to approximately one hour. Sample consumption was reduced 10- to 150-fold compared to slab-gel systems, owing to system miniaturization. Moreover, we successfully applied the paper-based approach to complex samples such as crude bacterial cell extracts. We envisage that this platform will find its use in protein analysis workflows for scarce and precious samples, providing a unique opportunity to extract profound immunological information from limited sample amounts in a fast fashion with minimal hands-on time.
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Affiliation(s)
| | - Zhe Shu
- Hahn-Schickard, Freiburg, Germany.,Laboratory for MEMS Applications, IMTEK - Department of Microsystems Engineering, University of Freiburg, Freiburg, Germany
| | | | - Peter Koltay
- Hahn-Schickard, Freiburg, Germany.,Laboratory for MEMS Applications, IMTEK - Department of Microsystems Engineering, University of Freiburg, Freiburg, Germany
| | - Felix von Stetten
- Hahn-Schickard, Freiburg, Germany.,Laboratory for MEMS Applications, IMTEK - Department of Microsystems Engineering, University of Freiburg, Freiburg, Germany
| | - Roland Zengerle
- Hahn-Schickard, Freiburg, Germany.,Laboratory for MEMS Applications, IMTEK - Department of Microsystems Engineering, University of Freiburg, Freiburg, Germany
| | - Susanna M Früh
- Hahn-Schickard, Freiburg, Germany.,Laboratory for MEMS Applications, IMTEK - Department of Microsystems Engineering, University of Freiburg, Freiburg, Germany
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12
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Tian Y, Xu W, Ma K, Cong L, Shen Y, Han X, Liang C, Liang L, Qi G, Jin Y, Xu S. Label-Free Analysis of Cell Membrane Proteins via Evanescent Field Excited Surface-Enhanced Raman Scattering. J Phys Chem Lett 2021; 12:10720-10727. [PMID: 34709838 DOI: 10.1021/acs.jpclett.1c02966] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Challenges in studying the structures and functions of cell membrane proteins lie in their lipophilicity, which makes them hard to be stabilized, crystallized, and expressed by E. coli. Herein, we propose an evanescent field excited surface-enhanced Raman scattering (EF-SERS) strategy for label-free analysis of membrane proteins in situ. Extracted cell membranes tightly wrapped the metal nanoparticles by an extruder, which ensures the SERS signals of the membrane proteins precisely benefit from the localized surface plasmons (LSPs). The leaky mode of a waveguide was employed to improve the plasmon excitation coupling. Thus, the LSPs and waveguide modes together enable the achievement of high-quality SERS profiles of membrane proteins. By spectral analysis, the structural changes of membrane proteins can be deeply understood at the molecular level. This method has broader applicability in establishing the Ramanomics of membrane proteins and unraveling the exact changes of membrane proteins during physiological processes.
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Affiliation(s)
- Yu Tian
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
- Institute of Theoretical Chemistry, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
| | - Weiqing Xu
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
- Institute of Theoretical Chemistry, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
| | - Kongshuo Ma
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, 5625 Renmin Avenue, Changchun 130022, Jilin, P.R. China
| | - Lili Cong
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
| | - Yanting Shen
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
- Institute of Theoretical Chemistry, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
| | - Xiaoxia Han
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
- Institute of Theoretical Chemistry, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
| | - Chongyang Liang
- Institute of Frontier Medical Science, Jilin University, 1163 Xinmin Avenue, Changchun 130021, P.R. China
| | - Lijia Liang
- Cardiovascular Research Center of Chongqing College, University of Chinese Academy of Sciences, 266 Fangzheng Avenue, Chongqing 400700, P.R. China
| | - Guohua Qi
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, 5625 Renmin Avenue, Changchun 130022, Jilin, P.R. China
| | - Yongdong Jin
- State Key Laboratory of Electroanalytical Chemistry, Changchun Institute of Applied Chemistry, Chinese Academy of Sciences, 5625 Renmin Avenue, Changchun 130022, Jilin, P.R. China
| | - Shuping Xu
- State Key Laboratory of Supramolecular Structure and Materials, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
- Institute of Theoretical Chemistry, College of Chemistry, Jilin University, 2699 Qianjin Avenue, Changchun 130012, Jilin, P.R. China
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13
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Vlassakis J, Yamauchi KA, Herr AE. Summit: Automated Analysis of Arrayed Single-Cell Gel Electrophoresis. SLAS Technol 2021; 26:637-649. [PMID: 34474610 DOI: 10.1177/24726303211036869] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
New pipelines are required to automate the quantitation of emerging high-throughput electrophoretic (EP) assessment of DNA damage, or proteoform expression in single cells. EP cytometry consists of thousands of Western blots performed on a microscope slide-sized gel microwell array for single cells. Thus, EP cytometry images pose an analysis challenge that blends requirements for accurate and reproducible analysis encountered for both standard Western blots and protein microarrays. Here, we introduce the Summit algorithm to automate array segmentation, peak background subtraction, and Gaussian fitting for EP cytometry. The data structure storage of parameters allows users to perform quality control on identically processed data, yielding a ~6.5% difference in coefficient of quartile variation (CQV) of protein peak area under the curve (AUC) distributions measured by four users. Further, inspired by investigations of background subtraction methods to reduce technical variation in protein microarray measurements, we aimed to understand the trade-offs between EP cytometry analysis throughput and variation. We found an 11%-50% increase in protein peaks that passed quality control with a subtraction method similar to microarray "average on-boundary" versus an axial subtraction method. The background subtraction method only mildly influences AUC CQV, which varies between 1% and 4.5%. Finally, we determined that the narrow confidence interval for peak location and peak width parameters from Gaussian fitting yield minimal uncertainty in protein sizing. The AUC CQV differed by only ~1%-2% when summed over the peak width bounds versus the 95% peak width confidence interval. We expect Summit to be broadly applicable to other arrayed EP separations, or traditional Western blot analysis.
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Affiliation(s)
- Julea Vlassakis
- Department of Bioengineering, University of California Berkeley, Berkeley, CA, USA
| | - Kevin A Yamauchi
- Department of Bioengineering, University of California Berkeley, Berkeley, CA, USA.,The Friedrich Miescher Institute for Biomedical Research, Basel, Switzerland
| | - Amy E Herr
- Department of Bioengineering, University of California Berkeley, Berkeley, CA, USA
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14
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Mourdoukoutas AP, Grist SM, Herr AE. Rapid electrotransfer probing for improved detection sensitivity in in-gel immunoassays. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2020; 12:4638-4648. [PMID: 33030469 PMCID: PMC7552878 DOI: 10.1039/d0ay01203c] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Protein electrotransfer in conventional western blotting facilitates detection of size-separated proteins by diffusive immunoprobing, as analytes are transferred from a small-pore sizing gel to a blotting membrane for detection. This additional transfer step can, however, impair detection sensitivity through protein losses and confound protein localization. To overcome challenges associated with protein transfer, in-gel immunoassays immobilize target proteins to the hydrogel matrix for subsequent in-gel immunoprobing. Yet, detection sensitivity in diffusive immunoprobing of hydrogels is determined by the gel pore size relative to the probe size, and in-gel immunoprobing results in (i) reduced in-gel probe concentration compared to surrounding free-solution, and (ii) slow in-gel probe transfer compared to immunocomplex dissociation. Here, we demonstrate electrotransfer probing for effective and rapid immunoprobing of in-gel immunoassays. Critically, probe (rather than target protein) is electrotransferred from an inert, large-pore 'loading gel' to a small-pore protein sizing gel. Electric field is used as a tuneable parameter for electromigration velocity, providing electrotransfer probing with a fundamental advantage over diffusive probing. Using electrotransfer probing, we observe 6.5 ± 0.1× greater probe concentration loaded in-gel in ∼82× time reduction, and 2.7 ± 0.4× less probe concentration remaining in-gel after unloading in ∼180× time reduction (compared to diffusive probing). We then apply electrotransfer probing to detect OVA immobilized in-gel and achieve 4.1 ± 3.4× greater signal-to-noise ratio and 30× reduction in total immunoprobing duration compared to diffusive probing. We demonstrate electrotransfer probing as a substantially faster immunoprobing method for improved detection sensitivity of protein sizing in-gel immunoassays.
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Affiliation(s)
- Andoni P Mourdoukoutas
- The UC Berkeley/UCSF Graduate Program in Bioengineering, University of California, Berkeley, Berkeley, California 94720, USA.
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15
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Arvin NE, Dawod M, Lamb DT, Anderson JP, Furtaw MD, Kennedy RT. Fast Immunoassay for Microfluidic Western Blotting by Direct Deposition of Reagents onto Capture Membrane. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2020; 12:1606-1616. [PMID: 32661464 PMCID: PMC7357712 DOI: 10.1039/d0ay00207k] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/10/2023]
Abstract
Western blotting is a widely used protein assay platform, but the technique requires long analysis times and multiple manual steps. Microfluidic systems are currently being explored for increased automation and reduction of analysis times, sample volumes, and reagent consumption for western blots. Previous work has demonstrated that proteins separated by microchip electrophoresis can be captured on membranes by dragging the microchip outlet across the membrane. This process reduces the separation and transfer time of a western blot to a few minutes. To further improve the speed and miniaturization of a complete western blot, a microscale immunoassay with direct deposition of immunoassay reagents has been developed. Flow deposition of antibodies is used to overcome diffusion limited binding kinetics so that the entire immunoassay can be completed in 1 h with detection sensitivity comparable to incubation steps requiring 20 h. The use of low microliter/min flow rates with antibody reagents applied directly and locally to the membrane where the target proteins have been captured, reduced antibody consumption ~30-fold. The complete western blot was applied to the detection of GAPDH and β-Tubulin from A431 cell lysate.
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Affiliation(s)
- Natalie E. Arvin
- Department of Chemistry, University of Michigan, 930 N. University Ave., Ann Arbor, Michigan 48109, United States
| | - Mohamed Dawod
- Department of Chemistry, University of Michigan, 930 N. University Ave., Ann Arbor, Michigan 48109, United States
- Vaccine Analytical R&D, Merck Research Laboratories, 770 Sumneytown Pike, West Point, Pennsylvania 19486, United States
| | - Don T. Lamb
- LI-COR Biosciences, 4647 Superior St., Lincoln, Nebraska 68504, United States
| | - Jon P. Anderson
- LI-COR Biosciences, 4647 Superior St., Lincoln, Nebraska 68504, United States
| | - Michael D. Furtaw
- LI-COR Biosciences, 4647 Superior St., Lincoln, Nebraska 68504, United States
| | - Robert T. Kennedy
- Department of Chemistry, University of Michigan, 930 N. University Ave., Ann Arbor, Michigan 48109, United States
- Department of Pharmacology, University of Michigan, 1150 W. Medical Center Dr., Ann Arbor, Michigan 48109, United States
- Corresponding author: Robert T. Kennedy, , Tel: 734-615-4363, Fax: 745-615-6462
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16
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Shlyapnikov YM, Kanev IL, Shlyapnikova EA. Rapid Ultrasensitive Gel-Free Immunoblotting with Magnetic Labels. Anal Chem 2020; 92:4146-4153. [PMID: 32023039 DOI: 10.1021/acs.analchem.0c00314] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Immunoblotting is widely used for the detection of proteins using specific antibodies. We present here a new immunoblotting method, which is characterized by exceptional sensitivity, rapidness, and low consumption of antibodies. A thin conductive layer between touching hydrophilic cellulose membranes instead of polyacrylamide gel is used for the electrophoretic separation of proteins. Contrary to common Western blotting, the separation occurs in nondenaturing conditions. The membrane surface is smoothed by deposition of the cellulose layer and modified with azidophenyl groups, allowing for the photochemical in situ immobilization of proteins, which are carried out after the electrophoresis. Thus, the additional step of transferring the protein from the gel onto the membrane is eliminated. Specific protein bands are then visualized by decoration with magnetic beads. The limit of detection of interleukin IL-1β reaches 0.3 fg or ∼104 molecules, whereas the total blotting time is about 5 min. The application of the technique is demonstrated by the detection of IL-1β, total IgA, and IgA specific to Mycobacterium tuberculosis antigen in the exhaled breath samples, obtained from healthy subjects and tuberculosis patients.
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Affiliation(s)
- Yuri M Shlyapnikov
- Institute of Theoretical and Experimental Biophysics, Russian Academy of Sciences, Pushchino, Moscow Region 142290 Russia
| | - Igor L Kanev
- Institute of Theoretical and Experimental Biophysics, Russian Academy of Sciences, Pushchino, Moscow Region 142290 Russia
| | - Elena A Shlyapnikova
- Institute of Theoretical and Experimental Biophysics, Russian Academy of Sciences, Pushchino, Moscow Region 142290 Russia
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17
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Fourier A, Escal J, Bernard E, Lachman I, Perret-Liaudet A, Leblanc P, Quadrio I. Development of an automated capillary nano-immunoassay-Simple Western assay-to quantify total TDP43 protein in human platelet samples. Anal Bioanal Chem 2018; 411:267-275. [PMID: 30374726 DOI: 10.1007/s00216-018-1437-4] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2018] [Revised: 10/11/2018] [Accepted: 10/18/2018] [Indexed: 12/11/2022]
Abstract
Frontotemporal lobar degeneration syndrome is the second cause of young-onset dementia. Unfortunately, reliable biomarkers are currently lacking for the diagnosis of this disease. As TDP43 protein is one of the proteins pathologically involved in frontotemporal lobar degeneration, many studies have been performed to assess TDP43 protein diagnostic performances. Mixed results were obtained using cerebrospinal fluid and plasma samples so far. The aim of the study was to develop an automated capillary nano-immunoassay-Simple Western assay-to detect and quantify TDP43 protein simultaneously in human blood-based samples. Simple Western assay was developed with two different cell lysates used as positive controls and was compared to Western blot. TDP43 protein profiles in plasma samples were disappointing, as they were discordant to our positive controls. On the contrary, similar TDP43 patterns were obtained between platelet samples and cell lysates using both assays. Simple Western assay provided good quantitative performances in platelet samples: a linearity of signals could be observed (r2 = 0.994), associated to a within-run variability at 5.7%. Preliminary results based on a cohort of patients suffering from frontotemporal lobar degeneration showed large inter-individual variations superior to Simple Western's analytical variability. Simple Western assay seems to be suitable for detecting and quantifying TDP43 protein in platelet samples, providing a potential candidate biomarker in this disease. Further confirmation studies should now be performed on larger cohorts of patients to assess diagnostic performances of TDP43 protein in platelet samples.
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Affiliation(s)
- Anthony Fourier
- Neurochemistry Laboratory, Biochemistry Department, Centre de Biologie et Pathologie Est, Hospices Civils de Lyon, 59 Bd Pinel, 69677, Bron, France. .,BIORAN Team, Lyon Neuroscience Research Center, CNRS UMR 5292 - INSERM U1028, Université de Lyon - Université Claude Bernard, 95 Bd Pinel, 69675, Bron, France.
| | - Jean Escal
- Neurochemistry Laboratory, Biochemistry Department, Centre de Biologie et Pathologie Est, Hospices Civils de Lyon, 59 Bd Pinel, 69677, Bron, France.,BIORAN Team, Lyon Neuroscience Research Center, CNRS UMR 5292 - INSERM U1028, Université de Lyon - Université Claude Bernard, 95 Bd Pinel, 69675, Bron, France
| | - Emilien Bernard
- Hôpital Neurologique Pierre Wertheimer, 59 Bd Pinel, 69677, Bron, France
| | - Ingolf Lachman
- AJ Roboscreen GmbH, Hohmannstraße 7, 04129, Leipzig, Germany
| | - Armand Perret-Liaudet
- Neurochemistry Laboratory, Biochemistry Department, Centre de Biologie et Pathologie Est, Hospices Civils de Lyon, 59 Bd Pinel, 69677, Bron, France.,BIORAN Team, Lyon Neuroscience Research Center, CNRS UMR 5292 - INSERM U1028, Université de Lyon - Université Claude Bernard, 95 Bd Pinel, 69675, Bron, France.,Center for Memory Resources and Research, Hospices Civils de Lyon, Charpennes Hospital, Lyon 1 University, 69100, Villeurbanne, France
| | - Pascal Leblanc
- Institut NeuroMyoGène (INMG), CNRS UMR5310 - INSERM U1217, Université de Lyon - Université Claude Bernard, 69008, Lyon, France
| | - Isabelle Quadrio
- Neurochemistry Laboratory, Biochemistry Department, Centre de Biologie et Pathologie Est, Hospices Civils de Lyon, 59 Bd Pinel, 69677, Bron, France.,BIORAN Team, Lyon Neuroscience Research Center, CNRS UMR 5292 - INSERM U1028, Université de Lyon - Université Claude Bernard, 95 Bd Pinel, 69675, Bron, France.,Center for Memory Resources and Research, Hospices Civils de Lyon, Charpennes Hospital, Lyon 1 University, 69100, Villeurbanne, France
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18
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Abdel-Sayed P, Yamauchi KA, Gerver RE, Herr AE. Fabrication of an Open Microfluidic Device for Immunoblotting. Anal Chem 2017; 89:9643-9648. [PMID: 28825964 DOI: 10.1021/acs.analchem.7b02406] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Given the wide adoption of polydimethylsiloxane (PDMS) for the rapid fabrication of microfluidic networks and the utility of polyacrylamide gel electrophoresis (PAGE), we develop a technique for fabrication of PAGE molecular sieving gels in PDMS microchannel networks. In developing the fabrication protocol, we trade-off constraints on materials properties of these two polymer materials: PDMS is permeable to O2 and the presence of O2 inhibits the polymerization of polyacrylamide. We present a fabrication method compatible with performing PAGE protein separations in a composite PDMS-glass microdevice, that toggles from an "enclosed" microchannel for PAGE and blotting to an "open" PA gel lane for immunoprobing and readout. To overcome the inhibitory effects of O2, we coat the PDMS channel with a 10% benzophenone solution, which quenches the inhibiting effect of O2 when exposed to UV, resulting in a PAGE-in-PDMS device. We then characterize the PAGE separation performance. Using a ladder of small-to-mid mass proteins (Trypsin Inhibitor (TI); Ovalbumin (OVA); Bovine Serum Albumin (BSA)), we observe resolution of the markers in <60 s, with separation resolution exceeding 1.0 and CVs of 8.4% for BSA-OVA and 2.4% for OVA-TI, with comparable reproducibility to glass microdevice PAGE. We show that benzophenone groups incorporated into the gel through methacrylamide can be UV-activated multiple times to photocapture protein. PDMS microchannel network is reversibly bonded to a glass slide allowing direct access to separated proteins and subsequent in situ diffusion-driven immunoprobing and total protein Sypro red staining. We see this PAGE-in-PDMS fabrication technique as expanding the application and use of microfluidic PAGE without the need for a glass microfabrication infrastructure.
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Affiliation(s)
- Philippe Abdel-Sayed
- Department of Bioengineering, University of California Berkeley , Berkeley, California 94720, United States
| | - Kevin A Yamauchi
- Department of Bioengineering, University of California Berkeley , Berkeley, California 94720, United States
| | - Rachel E Gerver
- Department of Bioengineering, University of California Berkeley , Berkeley, California 94720, United States
| | - Amy E Herr
- Department of Bioengineering, University of California Berkeley , Berkeley, California 94720, United States
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19
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Dawod M, Arvin NE, Kennedy RT. Recent advances in protein analysis by capillary and microchip electrophoresis. Analyst 2017; 142:1847-1866. [PMID: 28470231 PMCID: PMC5516626 DOI: 10.1039/c7an00198c] [Citation(s) in RCA: 91] [Impact Index Per Article: 11.4] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
This review article describes the significant recent advances in the analysis of proteins by capillary and microchip electrophoresis during the period from mid-2014 to early 2017. This review highlights the progressions, new methodologies, innovative instrumental modifications, and challenges for efficient protein analysis in human specimens, animal tissues, and plant samples. The protein analysis fields covered in this review include analysis of native, reduced, and denatured proteins in addition to Western blotting, protein therapeutics and proteomics.
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Affiliation(s)
- Mohamed Dawod
- Department of Chemistry, University of Michigan, 930 N. University Ave, Ann Arbor, Michigan 48109, USA.
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20
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Kong Z, Shi Q, Nie J, Tong TK, Song L, Yi L, Hu Y. High-Intensity Interval Training in Normobaric Hypoxia Improves Cardiorespiratory Fitness in Overweight Chinese Young Women. Front Physiol 2017; 8:175. [PMID: 28386234 PMCID: PMC5362639 DOI: 10.3389/fphys.2017.00175] [Citation(s) in RCA: 24] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2016] [Accepted: 03/07/2017] [Indexed: 12/18/2022] Open
Abstract
Previous studies have investigated the effects of high-intensity interval training (HIIT) on cardiorespiratory fitness and body composition in overweight populations. However, the additive effect of HIIT and hypoxia on health parameters is not clear. This study compared the effects of HIIT under hypoxic conditions on cardiometabolic function with that under normoxia in overweight Chinese young women. Methods: A double-blind randomized controlled experimental design was applied. Twenty-four sedentary overweight Chinese young women (weight: 68.8 ± 7.0 kg, BMI: 25.8 ± 2.3 kg·m−2) participated in the HIIT under either normoxia (NORM, n = 13, PIO2: 150 mmHg, FIO2: 0.21) or normobaric hypoxia (HYP, n = 11, PIO2: 117 mmHg, FIO2: 0.15) for 5 weeks. HIIT was composed of 60 repetitions of 8 s maximal cycling effort interspersed with 12-s recovery per day, for 4 days per week. Cardiorespiratory fitness [peak oxygen uptake (V·O2peak), and peak oxygen pulse (peak O2 pulse)], serum lipid profile [triglycerides (TG), total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), and low-density lipoprotein cholesterol (LDL-C)], and body composition (regional and whole-body), were assessed at pre- and post-intervention during the days beyond the self-reported menstrual phase of the participants. Habitual physical activity and diary behavior were maintained during the intervention period. Results: With similar daily energy intake and physical activity, the increases in V·O2peak [NORM: 0.26 ± 0.37 L·min−1 (+11.8%) vs. HYP: 0.54 ± 0.34 L·min−1 (+26.1%)] and peak O2 pulse (NORM: +13.4% vs. HYP: +25.9%) for HYP were twice-larger than for NORM (p < 0.05). Although the 5-wk HIIT led to significant improvements in the ratios of TC/HDL-C (p = 0.035) and TG/HDL-C (p = 0.027), no significant group effects were found on the serum variables. Further, no significant changes in body composition or serum fasting leptin were observed in either group. Conclusion: 5-wk of HIIT improved cardiorespiratory fitness and blood lipids in overweight Chinese young females, while the additive effect of the HIIT under normobaric hypoxia solely enhanced cardiorespiratory fitness, but not body composition or serum lipid profile.
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Affiliation(s)
- Zhaowei Kong
- Faculty of Education, University of Macau Macau, China
| | - Qingde Shi
- School of Physical Education and Sports, Macao Polytechnic Institute Macau, China
| | - Jinlei Nie
- School of Physical Education and Sports, Macao Polytechnic Institute Macau, China
| | - Tomas K Tong
- Department of Physical Education, Dr. Stephen Hui Research Centre for Physical Recreation and Wellness, Hong Kong Baptist University Hong Kong, China
| | - Lili Song
- Faculty of Education, University of Macau Macau, China
| | - Longyan Yi
- Sports Science Research Center, Beijing Sport University Beijing, China
| | - Yang Hu
- Sports Science Research Center, Beijing Sport University Beijing, China
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21
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Sanders BJ, Kim DC, Dunn RC. Recent Advances in Microscale Western Blotting. ANALYTICAL METHODS : ADVANCING METHODS AND APPLICATIONS 2016; 8:7002-7013. [PMID: 28392839 PMCID: PMC5383213 DOI: 10.1039/c6ay01947a] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Western blotting is a ubiquitous tool used extensively in the clinical and research settings to identify proteins and characterize their levels. It has rapidly become a mainstay in research laboratories due to its specificity, low cost, and ease of use. The specificity arises from the orthogonal processes used to identify proteins. Samples are first separated based on size and then probed with antibodies specific for the protein of interest. This confirmatory approach helps avoid pitfalls associated with antibody cross-reactivity and specificity issues. While the technique has evolved since its inception, the last decade has witnessed a paradigm shift in Western blotting technology. The introduction of capillary and microfluidic platforms has significantly decreased time and sample requirements while enabling high-throughput capabilities. These advances have enabled Western analysis down to the single cell level in highly parallel formats, opening vast new opportunities for studying cellular heterogeneity. Recent innovations in microscale Western blotting are surveyed, and the potential for enhancing detection using advances in label-free biosensing is briefly discussed.
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Affiliation(s)
- Brittany J Sanders
- Ralph Adams Institute of Bioanalytical Chemistry, Department of Chemistry, University of Kansas
| | - Daniel C Kim
- Ralph Adams Institute of Bioanalytical Chemistry, Department of Chemistry, University of Kansas
| | - Robert C Dunn
- Ralph Adams Institute of Bioanalytical Chemistry, Department of Chemistry, University of Kansas
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22
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Jin S, Furtaw MD, Chen H, Lamb DT, Ferguson SA, Arvin NE, Dawod M, Kennedy RT. Multiplexed Western Blotting Using Microchip Electrophoresis. Anal Chem 2016; 88:6703-10. [PMID: 27270033 DOI: 10.1021/acs.analchem.6b00705] [Citation(s) in RCA: 36] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Abstract
Western blotting is a commonly used protein assay that combines the selectivity of electrophoretic separation and immunoassay. The technique is limited by long time, manual operation with mediocre reproducibility, and large sample consumption, typically 10-20 μg per assay. Western blots are also usually used to measure only one protein per assay with an additional housekeeping protein for normalization. Measurement of multiple proteins is possible; however, it requires stripping membranes of antibody and then reprobing with a second antibody. Miniaturized alternatives to Western blot based on microfluidic or capillary electrophoresis have been developed that enable higher-throughput, automation, and greater mass sensitivity. In one approach, proteins are separated by electrophoresis on a microchip that is dragged along a polyvinylidene fluoride membrane so that as proteins exit the chip they are captured on the membrane for immunoassay. In this work, we improve this method to allow multiplexed protein detection. Multiple injections made from the same sample can be deposited in separate tracks so that each is probed with a different antibody. To further enhance multiplexing capability, the electrophoresis channel dimensions were optimized for resolution while keeping separation and blotting times to less than 8 min. Using a 15 μm deep × 50 μm wide × 8.6 cm long channel, it is possible to achieve baseline resolution of proteins that differ by 5% in molecular weight, e.g., ERK1 (44 kDa) from ERK2 (42 kDa). This resolution allows similar proteins detected by cross-reactive antibodies in a single track. We demonstrate detection of 11 proteins from 9 injections from a single Jurkat cell lysate sample consisting of 400 ng of total protein using this procedure. Thus, multiplexed Western blots are possible without cumbersome stripping and reprobing steps.
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Affiliation(s)
- Shi Jin
- Department of Chemistry, University of Michigan , Ann Arbor, Michigan 48109, United States
| | - Michael D Furtaw
- LI-COR Biosciences , 4647 Superior Street, Lincoln, Nebraska 68504, United States
| | - Huaxian Chen
- LI-COR Biosciences , 4647 Superior Street, Lincoln, Nebraska 68504, United States
| | - Don T Lamb
- LI-COR Biosciences , 4647 Superior Street, Lincoln, Nebraska 68504, United States
| | - Stephen A Ferguson
- Department of Chemistry, University of Michigan , Ann Arbor, Michigan 48109, United States
| | - Natalie E Arvin
- Department of Chemistry, University of Michigan , Ann Arbor, Michigan 48109, United States
| | - Mohamed Dawod
- Department of Chemistry, University of Michigan , Ann Arbor, Michigan 48109, United States
| | - Robert T Kennedy
- Department of Chemistry, University of Michigan , Ann Arbor, Michigan 48109, United States
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23
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Anti-TNF Withdrawal in Inflammatory Bowel Disease. GE-PORTUGUESE JOURNAL OF GASTROENTEROLOGY 2016; 23:153-161. [PMID: 28868451 PMCID: PMC5580146 DOI: 10.1016/j.jpge.2015.11.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/04/2015] [Accepted: 11/30/2015] [Indexed: 01/03/2023]
Abstract
The introduction of the anti-tumor necrosis factorα agents (anti-TNFα) in clinical practice has greatly advanced the treatment of inflammatory bowel disease. The use of these medications results in durable remission in a subset of patients, preventing surgery and hospitalizations. However, there are some concerns about safety and costs associated with their long-term use. Therefore, anti-TNF withdrawal has emerged as an important consideration in clinical practice. Herein our goal was to discuss the available evidence about anti-TNFα discontinuation in IBD that could inform the clinician on the expected rates of relapse, the potential predictors of relapse, as well the response to re-treatment.
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24
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Liu C, Yamaguchi Y, Sekine S, Ni Y, Li Z, Zhu X, Dou X. Gene analysis of multiple oral bacteria by the polymerase chain reaction coupled with capillary polymer electrophoresis. J Sep Sci 2015; 39:986-92. [PMID: 26648455 DOI: 10.1002/jssc.201501087] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2015] [Revised: 11/09/2015] [Accepted: 11/30/2015] [Indexed: 12/16/2022]
Abstract
Capillary polymer electrophoresis is identified as a promising technology for the analysis of DNA from bacteria, virus and cell samples. In this paper, we propose an innovative capillary polymer electrophoresis protocol for the quantification of polymerase chain reaction products. The internal standard method was modified and applied to capillary polymer electrophoresis. The precision of our modified internal standard protocol was evaluated by measuring the relative standard deviation of intermediate capillary polymer electrophoresis experiments. Results showed that the relative standard deviation was reduced from 12.4-15.1 to 0.6-2.3%. Linear regression tests were also implemented to validate our protocol. The modified internal standard method showed good linearity and robust properties. Finally, the ease of our method was illustrated by analyzing a real clinical oral sample using a one-run capillary polymer electrophoresis experiment.
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Affiliation(s)
- Chenchen Liu
- Engineering Research Center of Optical Instrument and System, University of Shanghai for Science and Technology, Shanghai, China.,Institute of Photonics and Bio-medicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), Shanghai, China
| | - Yoshinori Yamaguchi
- Institute of Photonics and Bio-medicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), Shanghai, China.,Department of Applied Physics, Graduate School of Engineering, Osaka University, Osaka, Japan
| | - Shinichi Sekine
- Division of Special Care Dentistry, Osaka University Dental Hospital, Osaka University, Osaka, Japan.,Department of Preventive Dentistry, Osaka University Graduate School of Dentistry Osaka University, Osaka, Japan
| | - Yi Ni
- Institute of Photonics and Bio-medicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), Shanghai, China
| | - Zhenqing Li
- Engineering Research Center of Optical Instrument and System, University of Shanghai for Science and Technology, Shanghai, China
| | - Xifang Zhu
- School of Optoelectronic Engineering, ChangZhou Institute of Technology, Changzhou, Jiangsu, China
| | - Xiaoming Dou
- Institute of Photonics and Bio-medicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), Shanghai, China.,School of Optoelectronic Engineering, ChangZhou Institute of Technology, Changzhou, Jiangsu, China
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25
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Rustandi RR, Hamm M, Loughney JW, Ha S. Detection of ADP ribosylation in PARP-1 and bacterial toxins using a capillary-based western system. Electrophoresis 2015; 36:2798-2804. [DOI: 10.1002/elps.201500173] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2015] [Revised: 05/26/2015] [Accepted: 05/27/2015] [Indexed: 11/10/2022]
Affiliation(s)
| | - Melissa Hamm
- Vaccine Analytical Development; Merck Research Laboratories; PA USA
| | - John W. Loughney
- Vaccine Analytical Development; Merck Research Laboratories; PA USA
| | - Sha Ha
- Vaccine Analytical Development; Merck Research Laboratories; PA USA
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26
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Wade J, Alsop AT, Vertin NR, Yang H, Johnson MD, Bailey RC. Rapid, Multiplexed Phosphoprotein Profiling Using Silicon Photonic Sensor Arrays. ACS CENTRAL SCIENCE 2015; 1:374-382. [PMID: 26539563 PMCID: PMC4626792 DOI: 10.1021/acscentsci.5b00250] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2015] [Indexed: 05/04/2023]
Abstract
Extracellular signaling is commonly mediated through post-translational protein modifications that propagate messages from membrane-bound receptors to ultimately regulate gene expression. Signaling cascades are ubiquitously intertwined, and a full understanding of function can only be gleaned by observing dynamics across multiple key signaling nodes. Importantly, targets within signaling cascades often represent opportunities for therapeutic development or can serve as diagnostic biomarkers. Protein phosphorylation is a particularly important post-translational modification that controls many essential cellular signaling pathways. Not surprisingly, aberrant phosphorylation is found in many human diseases, including cancer, and phosphoprotein-based biomarker signatures hold unrealized promise for disease monitoring. Moreover, phosphoprotein analysis has wide-ranging applications across fundamental chemical biology, as many drug discovery efforts seek to target nodes within kinase signaling pathways. For both fundamental and translational applications, the analysis of phosphoprotein biomarker targets is limited by a reliance on labor-intensive and/or technically challenging methods, particularly when considering the simultaneous monitoring of multiplexed panels of phosphoprotein biomarkers. We have developed a technology based upon arrays of silicon photonic microring resonator sensors that fills this void, facilitating the rapid and automated analysis of multiple phosphoprotein levels from both cell lines and primary human tumor samples requiring only minimal sample preparation.
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Affiliation(s)
- James
H. Wade
- Department
of Chemistry, University of Illinois at
Urbana−Champaign, 600 South Mathews Avenue, Urbana, Illinois 61801, United
States
| | - Aurora T. Alsop
- Department
of Chemistry, University of Illinois at
Urbana−Champaign, 600 South Mathews Avenue, Urbana, Illinois 61801, United
States
| | - Nicholas R. Vertin
- Department
of Chemistry, University of Illinois at
Urbana−Champaign, 600 South Mathews Avenue, Urbana, Illinois 61801, United
States
| | - Hongwei Yang
- Department
of Neurological Surgery, Brigham and Women’s
Hospital and Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Mark D. Johnson
- Department
of Neurological Surgery, Brigham and Women’s
Hospital and Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Ryan C. Bailey
- Department
of Chemistry, University of Illinois at
Urbana−Champaign, 600 South Mathews Avenue, Urbana, Illinois 61801, United
States
- E-mail:
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27
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Yamaguchi Y, Li Z, Zhu X, Liu C, Zhang D, Dou X. Polyethylene Oxide (PEO) and Polyethylene Glycol (PEG) Polymer Sieving Matrix for RNA Capillary Electrophoresis. PLoS One 2015; 10:e0123406. [PMID: 25933347 PMCID: PMC4416823 DOI: 10.1371/journal.pone.0123406] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2014] [Accepted: 02/18/2015] [Indexed: 11/18/2022] Open
Abstract
The selection of sieving polymer for RNA fragments separation by capillary electrophoresis is imperative. We investigated the separation of RNA fragments ranged from 100 to 10,000 nt in polyethylene glycol (PEG) and polyethylene oxide (PEO) solutions with different molecular weight and different concentration. We found that the separation performance of the small RNA fragments (<1000 nt) was improved with the increase of polymer concentration, whereas the separation performance for the large ones (>4000 nt) deteriorated in PEG/PEO solutions when the concentration was above 1.0%/0.6%, respectively. By double logarithmic plot of mobility and RNA fragment size, we revealed three migration regimes for RNA in PEG (300-500k) and PEO (4,000k). Moreover, we calculated the smallest resolvable nucleotide length (Nmin) from the resolution length analysis.
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Affiliation(s)
- Yoshinori Yamaguchi
- Engineering Research Center of Optical Instrument and System, Ministry of Education, Shanghai Key Lab of Modern Optical System, University of Shanghai for Science and Technology, No. 516 Jungong Road, Shanghai 200093, China
- Department of Applied Physics, Graduate School of Engineering, Osaka University, Yamadaoka, Suita-city, Osaka, 565–0871, Japan
| | - Zhenqing Li
- Institute of Photonics and Bio-medicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), 130 Meilong Road, Shanghai 200237, China
- * E-mail: (ZL); (XD)
| | - Xifang Zhu
- College of Photoelectric Engineering, Changzhou Institute of Technology, No.299, Tongjiangnan Road, Changzhou, 213002, China
| | - Chenchen Liu
- Institute of Photonics and Bio-medicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), 130 Meilong Road, Shanghai 200237, China
| | - Dawei Zhang
- Institute of Photonics and Bio-medicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), 130 Meilong Road, Shanghai 200237, China
| | - Xiaoming Dou
- Engineering Research Center of Optical Instrument and System, Ministry of Education, Shanghai Key Lab of Modern Optical System, University of Shanghai for Science and Technology, No. 516 Jungong Road, Shanghai 200093, China
- * E-mail: (ZL); (XD)
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28
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Liu C, Yamaguchi Y, Zhu X, Li Z, Ni Y, Dou X. Analysis of small interfering RNA by capillary electrophoresis in hydroxyethylcellulose solutions. Electrophoresis 2015; 36:1651-7. [PMID: 25867445 DOI: 10.1002/elps.201500018] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2014] [Revised: 03/18/2015] [Accepted: 03/18/2015] [Indexed: 11/10/2022]
Abstract
The analysis of small interfering RNA (siRNA) is important for gene function studies and drug developments. We employed CE to study the separation of siRNA ladder marker, which were ten double-stranded RNA (dsRNA) fragments ranged from 20 to 1000 bp, in solutions of hydroxyethylcellulose (HEC) polymer with different concentrations and molecular weights (Mws). Migration mechanism of dsRNA during CE was studied by the mobility and resolution length (RL) plots. We found that the RL depended on not only the concentration of HEC, but also the Mw of HEC. For instance, RL of small dsRNA fragment was more influenced by concentration of high Mw HEC than large dsRNA fragment and RL of large dsRNA fragment was more influenced by concentration of low Mw HEC than small dsRNA fragment. In addition, we found electrophoretic evidence that the structure of dsRNA was more compact than dsDNA with the same length. In practice, we succeeded to separate the glyceraldehyde 3-phosphate dehydrogenase siRNA in the mixture of the siRNA ladder marker within 4 min.
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Affiliation(s)
- Chenchen Liu
- Engineering Research Center of Optical Instrument and System, University of Shanghai for Science and Technology, Shanghai, P. R. China
| | - Yoshinori Yamaguchi
- Institute of Photonics and Biomedicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), Shanghai, P. R. China.,Department of Applied Physics, Graduate School of Engineering, Osaka University, Yamadaoka, Suita-city, Osaka, Japan
| | - Xifang Zhu
- School of Optoelectronic Engineering, Changzhou Institute of Technology, Changzhou, Jiangsu, P. R. China
| | - Zhenqing Li
- Engineering Research Center of Optical Instrument and System, University of Shanghai for Science and Technology, Shanghai, P. R. China
| | - Yi Ni
- Institute of Photonics and Biomedicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), Shanghai, P. R. China
| | - Xiaoming Dou
- Institute of Photonics and Biomedicine (IPBM), Graduate School of Science, East China University of Science and Technology (ECUST), Shanghai, P. R. China.,School of Optoelectronic Engineering, Changzhou Institute of Technology, Changzhou, Jiangsu, P. R. China
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29
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30
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Abstract
Western blot technology has continually evolved to enhance sensitivity, speed, and ease of operation. For enhancing awareness to these developments, this brief review outlines a representative selection of methods and devices, many of which are commercial products. In particular, the steps taken towards partial and full automation of western blotting are addressed.
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Affiliation(s)
- Biji T Kurien
- Arthritis and Clinical Immunology, Oklahoma Medical Research Foundation, Oklahoma City, OK, 73104, USA
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31
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Gerver R, Herr AE. Microfluidic Western blotting of low-molecular-mass proteins. Anal Chem 2014; 86:10625-32. [PMID: 25268977 PMCID: PMC4222625 DOI: 10.1021/ac5024588] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2014] [Accepted: 09/30/2014] [Indexed: 12/01/2022]
Abstract
We describe a microfluidic Western blot assay (μWestern) using a Tris tricine discontinuous buffer system suitable for analyses of a wide molecular mass range (6.5-116 kDa). The Tris tricine μWestern is completed in an enclosed, straight glass microfluidic channel housing a photopatterned polyacrylamide gel that incorporates a photoactive benzophenone methacrylamide monomer. Upon brief ultraviolet (UV) light exposure, the hydrogel toggles from molecular sieving for size-based separation to a covalent immobilization scaffold for in situ antibody probing. Electrophoresis controls all assay stages, affording purely electronic operation with no pumps or valves needed for fluid control. Electrophoretic introduction of antibody into and along the molecular sieving gel requires that the probe must traverse through (i) a discontinuous gel interface central to the transient isotachophoresis used to achieve high-performance separations and (ii) the full axial length of the separation gel. In-channel antibody probing of small molecular mass species is especially challenging, since the gel must effectively sieve small proteins while permitting effective probing with large-molecular-mass antibodies. To create a well-controlled gel interface, we introduce a fabrication method that relies on a hydrostatic pressure mismatch between the buffer and polymer precursor solution to eliminate the interfacial pore-size control issues that arise when a polymerizing polymer abuts a nonpolymerizing polymer solution. Combined with a new swept antibody probe plug delivery scheme, the Tris tricine μWestern blot enables 40% higher separation resolution as compared to a Tris glycine system, destacking of proteins down to 6.5 kDa, and a 100-fold better signal-to-noise ratio (SNR) for small pore gels, expanding the range of applicable biological targets.
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Affiliation(s)
- Rachel
E. Gerver
- University of California Berkeley
and University of California San
Francisco Graduate Program in Bioengineering, and Department of Bioengineering, University of California Berkeley, Berkeley, California 94720, United States
| | - Amy E. Herr
- University of California Berkeley
and University of California San
Francisco Graduate Program in Bioengineering, and Department of Bioengineering, University of California Berkeley, Berkeley, California 94720, United States
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32
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A high-throughput semi-automated preparation for filtered synaptoneurosomes. J Neurosci Methods 2014; 235:35-40. [DOI: 10.1016/j.jneumeth.2014.05.036] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2014] [Revised: 05/28/2014] [Accepted: 05/28/2014] [Indexed: 11/20/2022]
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33
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Ghosh R, Gilda JE, Gomes AV. The necessity of and strategies for improving confidence in the accuracy of western blots. Expert Rev Proteomics 2014; 11:549-60. [PMID: 25059473 DOI: 10.1586/14789450.2014.939635] [Citation(s) in RCA: 188] [Impact Index Per Article: 17.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Western blotting is one of the most commonly used laboratory techniques for identifying proteins and semi-quantifying protein amounts; however, several recent findings suggest that western blots may not be as reliable as previously assumed. This is not surprising since many labs are unaware of the limitations of western blotting. In this manuscript, we review essential strategies for improving confidence in the accuracy of western blots. These strategies include selecting the best normalization standard, proper sample preparation, determining the linear range for antibodies and protein stains relevant to the sample of interest, confirming the quality of the primary antibody, preventing signal saturation and accurately quantifying the signal intensity of the target protein. Although western blotting is a powerful and indispensable scientific technique that can be used to accurately quantify relative protein levels, it is necessary that proper experimental techniques and strategies are employed.
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Affiliation(s)
- Rajeshwary Ghosh
- Department of Neurobiology, Physiology, and Behavior, University of California, Davis, 191 Briggs Hall, One Shields Avenue, CA 95616, USA
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34
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Yen YK, Jiang YW, Chang SC, Wang AB. Western Blotting by Thin-Film Direct Coating. Anal Chem 2014; 86:5164-70. [DOI: 10.1021/ac5010162] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Yi-Kuang Yen
- Institute of Applied Mechanics and ‡Department of Biochemical Science & Technology, National Taiwan University, Taipei 106, Taiwan
| | - Yi-Wei Jiang
- Institute of Applied Mechanics and ‡Department of Biochemical Science & Technology, National Taiwan University, Taipei 106, Taiwan
| | - Shih-Chung Chang
- Institute of Applied Mechanics and ‡Department of Biochemical Science & Technology, National Taiwan University, Taipei 106, Taiwan
| | - An-Bang Wang
- Institute of Applied Mechanics and ‡Department of Biochemical Science & Technology, National Taiwan University, Taipei 106, Taiwan
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35
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Saedinia S, Nastiuk KL, Krolewski JJ, Li GP, Bachman M. Laminated microfluidic system for small sample protein analysis. BIOMICROFLUIDICS 2014; 8:014107. [PMID: 24753728 PMCID: PMC3977839 DOI: 10.1063/1.4865675] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/09/2013] [Accepted: 02/02/2014] [Indexed: 06/03/2023]
Abstract
We describe a technology based on lamination that allows for the production of highly integrated 3D devices suitable for performing a wide variety of microfluidic assays. This approach uses a suite of microfluidic coupons ("microfloupons") that are intended to be stacked as needed to produce an assay of interest. Microfloupons may be manufactured in paper, plastic, gels, or other materials, in advance, by different manufacturers, then assembled by the assay designer as needed. To demonstrate this approach, we designed, assembled, and characterized a microfloupon device that performs sodium-dodecyl-sulfate polyacrylamide gel electrophoresis on a small sample of protein. This device allowed for the manipulation and transport of small amounts of protein sample, tight injection into a thin polyacrylamide gel, electrophoretic separation of the proteins into bands, and subsequent removal of the gel from the device for imaging and further analysis. The microfloupons are rugged enough to handle and can be easily aligned and laminated, allowing for a variety of different assays to be designed and configured by selecting appropriate microfloupons. This approach provides a convenient way to perform assays that have multiple steps, relieving the need to design highly sophisticated devices that incorporate all functions in a single unit, while still achieving the benefits of small sample size, automation, and high speed operation.
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Affiliation(s)
- Sara Saedinia
- University of California, Irvine, 3317 Engineering Gateway, Irvine, California 92697, USA
| | - Kent L Nastiuk
- University of Rochester Medical Center, 601 Elmwood Ave., Box 626, Rochester, New York 14642, USA
| | - John J Krolewski
- University of Rochester Medical Center, 601 Elmwood Ave., Box 626, Rochester, New York 14642, USA
| | - G P Li
- University of California, Irvine, 3317 Engineering Gateway, Irvine, California 92697, USA
| | - Mark Bachman
- University of California, Irvine, 3317 Engineering Gateway, Irvine, California 92697, USA
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36
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Tang F, Zhang S, Zhala G, Huo J, Tu Y, Xu Z, Fan R, Li W, Chen X, Chen X. Gold-nanoparticle-modified polyvinylidene fluoride membranes used for western blotting with high sensitivity. RSC Adv 2014. [DOI: 10.1039/c4ra05378h] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022] Open
Abstract
In this study, we report an ultrasensitive western blotting method by introducing gold nanoparticles (AuNPs) onto modified polyvinylidene fluoride (PVDF) membranes via atom transfer radical polymerization (ATRP).
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Affiliation(s)
- Fengwu Tang
- Affiliated Hospital
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300162, China
| | - Sai Zhang
- Affiliated Hospital
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300162, China
| | - Gahu Zhala
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300309, China
| | - Jingrui Huo
- Daxing Economic Development District
- Beijing Vicnovo Sci-TechCo., Ltd
- Beijing 102600, China
| | - Yue Tu
- Affiliated Hospital
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300162, China
| | - Zhongwei Xu
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300309, China
| | - Rong Fan
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300309, China
| | - Wei Li
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300309, China
| | - Xuyi Chen
- Affiliated Hospital
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300162, China
| | - Xiaoyi Chen
- Logistics University of Chinese People's Armed Police Forces
- Tianjin 300309, China
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37
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Kašička V. Recent developments in capillary and microchip electroseparations of peptides (2011-2013). Electrophoresis 2013; 35:69-95. [PMID: 24255019 DOI: 10.1002/elps.201300331] [Citation(s) in RCA: 64] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2013] [Revised: 09/10/2013] [Accepted: 09/10/2013] [Indexed: 01/15/2023]
Abstract
The review presents a comprehensive survey of recent developments and applications of capillary and microchip electroseparation methods (zone electrophoresis, ITP, IEF, affinity electrophoresis, EKC, and electrochromatography) for analysis, isolation, purification, and physicochemical and biochemical characterization of peptides. Advances in the investigation of electromigration properties of peptides, in the methodology of their analysis, including sample preseparation, preconcentration and derivatization, adsorption suppression and EOF control, as well as in detection of peptides, are presented. New developments in particular CE and CEC modes are reported and several types of their applications to peptide analysis are described: conventional qualitative and quantitative analysis, determination in complex (bio)matrices, monitoring of chemical and enzymatical reactions and physical changes, amino acid, sequence and chiral analysis, and peptide mapping of proteins. Some micropreparative peptide separations are shown and capabilities of CE and CEC techniques to provide relevant physicochemical characteristics of peptides are demonstrated.
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Affiliation(s)
- Václav Kašička
- Institute of Organic Chemistry and Biochemistry, Academy of Sciences of the Czech Republic, Prague, Czech Republic
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38
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Abstract
Perhaps paradoxically, we argue that the biological sciences are "data-limited". In contrast to the glut of DNA sequencing data available, high-throughput protein analysis is expensive and largely inaccessible. Hence, we posit that access to robust protein-level data is inadequate. Here, we use the framework of the formal engineering design process to both identify and understand the problems facing measurement science in the 21st century. In particular, discussion centers on the notable challenge of realizing protein analyses that are as effective (and transformative) as genomics tools. This Perspective looks through the lens of a case study on protein biomarker validation and verification, to highlight the importance of iterative design in realizing significant advances over currently available measurement capabilities in the candidate or targeted proteomics space. The Perspective follows a podium presentation given by the author at The 16th International Conference on Miniaturized Systems for Chemistry and Life Sciences (μTAS 2012), specifically focusing on novel targeted proteomic measurement tools based in microfluidic design. The role of unmet needs identification, iteration in concept generation and development, and the existing gap in rapid prototyping tools for separations are all discussed.
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Affiliation(s)
- Amy E Herr
- The UC Berkeley/UCSF Graduate Program in Bioengineering, Berkeley, California, United States.
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39
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Duncombe TA, Herr AE. Photopatterned free-standing polyacrylamide gels for microfluidic protein electrophoresis. LAB ON A CHIP 2013; 13:2115-2123. [PMID: 23609800 DOI: 10.1039/c3lc50269d] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Designed for compatibility with slab-gel polyacrylamide gel electrophoresis (PAGE) reagents and instruments, we detail development of free-standing polyacrylamide gel (fsPAG) microstructures supporting electrophoretic performance rivalling that of microfluidic platforms. For the protein electrophoresis study described here, fsPAGE lanes are comprised of a sample reservoir and contiguous separation gel. No enclosed microfluidic channels are employed. The fsPAG devices (120 μm tall) are directly photopatterned atop of and covalently attached to planar polymer or glass surfaces. Leveraging the fast <1 h design-prototype-test cycle - significantly faster than mold based fabrication techniques - we optimize the fsPAG architecture to minimize injection dispersion for rapid (<1 min) and short (1 mm) protein separations. The facile fabrication and prototyping of the fsPAGE provides researchers a powerful tool for developing custom analytical assays. We highlight the utility of assay customization by fabricating a polyacrylamide gel with a spatial pore-size distribution and demonstrate the resulting enhancement in separation performance over a uniform gel. Further, we up-scale from a unit separation to an array of 96 concurrent fsPAGE assays in 10 min run time driven by one electrode pair. The fsPAG array layout matches that of a 96-well plate to facilitate integration of the planar free standing gel array with multi-channel pipettes while remaining compatible with conventional slab-gel PAGE reagents, such as staining for label-free protein detection. Notably, the entire fsPAGE workflow from fabrication, to operation, and readout uses readily available materials and instruments - making this technique highly accessible.
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Affiliation(s)
- Todd A Duncombe
- University of California, Berkeley-University of California, San Francisco Graduate Program in Bioengineering, 342 Stanley Hall, Berkeley, California 94720, USA
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40
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Ban E, Song EJ. Recent developments and applications of capillary electrophoresis with laser-induced fluorescence detection in biological samples. J Chromatogr B Analyt Technol Biomed Life Sci 2013; 929:180-6. [DOI: 10.1016/j.jchromb.2013.04.028] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2012] [Revised: 04/18/2013] [Accepted: 04/20/2013] [Indexed: 12/15/2022]
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41
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Jin S, Anderson GJ, Kennedy RT. Western blotting using microchip electrophoresis interfaced to a protein capture membrane. Anal Chem 2013; 85:6073-9. [PMID: 23672369 DOI: 10.1021/ac400940x] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Western blotting is a commonly used assay for proteins. Despite the utility of the method, it is also characterized by long analysis times, manual operation, and lack of established miniaturized counterpart. We report a new way to Western blot that addresses these limitations. In the method, sodium dodecyl sulfate (SDS)-protein complexes are separated by sieving electrophoresis in a microfluidic device or chip. The chip is interfaced to a moving membrane so that proteins are captured in discrete zones as they migrate from the chip. Separations of SDS-protein complexes in the molecular weight range of 11-155 kDa were completed in 2 min with 4 × 10(4) theoretical plates at 460 V/cm. Migration time and peak area relative standard deviations were 3-6% and 0.2%, respectively. Detection limit for actin was 0.7 nM. Assays for actin, AMP-kinase, carbonic anhydrase, and lysozyme are shown to demonstrate versatility of the method. Total analysis time including immunoassay was 22-32 min for a single sample. Because processing membrane for immunoassay is the slow step of the assay, sequential injections from different reservoirs on the chip and capture in different tracks on the same membrane allow increased throughput. As a demonstration, 9 injections were collected on one membrane and analyzed in 43 min (~5 min/sample). Further improvements in throughput are possible with more reservoirs or parallel channels.
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Affiliation(s)
- Shi Jin
- Department of Chemistry, University of Michigan, Ann Arbor, Michigan 48109, USA
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42
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Hou C, Herr AE. Microfluidic integration of Western blotting is enabled by electrotransfer-assisted sodium dodecyl sulfate dilution. Analyst 2013; 138:158-63. [DOI: 10.1039/c2an36033k] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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43
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Xu W, Allbritton N, Lawrence DS. SRC kinase regulation in progressively invasive cancer. PLoS One 2012; 7:e48867. [PMID: 23145001 PMCID: PMC3492248 DOI: 10.1371/journal.pone.0048867] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2012] [Accepted: 10/01/2012] [Indexed: 11/18/2022] Open
Abstract
Metastatic progression is a multistep process that involves tumor growth and survival, motility and invasion, and subsequent proliferation in an inappropriate environment. The Src protein tyrosine kinase has been implicated in many of the biochemical pathways that drive these behaviors. Although Src itself is only rarely mutated in human tumors, its aberrant activity has been noted in various cancers and suggested to serve as a barometer of metastatic potential. With these features in mind, we examined Src kinase regulation at the structural, enzymatic, and expression levels as a function of progressively invasive prostate cancer cell lines. Surprisingly, both total Src content and kinase activity decrease with increasing cell line aggressiveness, an observation that appears to be inconsistent with the well-documented role of Src in the signaling pathways that drive growth and invasion. However, we do observe a direct correlation between Src kinase specific activity (total Src kinase activity/total Src content) and metastatic aggressiveness, possibly suggesting that in highly aggressive cell lines, key signaling enzymes are globally recruited to drive the cancerous phenotype. In addition, although the expected enhanced phosphorylation of Src at Tyr-416 (activation site) is present in the most aggressive prostate cancer cell lines, unexpectedly high phosphorylation levels at the Tyr-527 inhibitory site are observed as well. The latter, rather than representative of inhibited enzyme, is more indicative of primed Src responsive to local phosphorylated binding partners.
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Affiliation(s)
- Weichen Xu
- Division of Chemical Biology and Medicinal Chemistry, Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Nancy Allbritton
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Biomedical Engineering, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Pharmacology, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - David S. Lawrence
- Department of Chemistry, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Division of Chemical Biology and Medicinal Chemistry, Eshelman School of Pharmacy, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Pharmacology, School of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- * E-mail:
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44
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Abstract
A dearth of protein isoform-based clinical diagnostics currently hinders advances in personalized medicine. A well-organized protein biomarker validation process that includes facile measurement of protein isoforms would accelerate development of effective protein-based diagnostics. Toward scalable protein isoform analysis, we introduce a microfluidic "single-channel, multistage" immunoblotting strategy. The multistep assay performs all immunoblotting steps: separation, immobilization of resolved proteins, antibody probing of immobilized proteins, and all interim wash steps. Programmable, low-dispersion electrophoretic transport obviates the need for pumps and valves. A three-dimensional bulk photoreactive hydrogel eliminates manual blotting. In addition to simplified operation and interfacing, directed electrophoretic transport through our 3D nanoporous reactive hydrogel yields superior performance over the state-of-the-art in enhanced capture efficiency (on par with membrane electroblotting) and sparing consumption of reagents (ca. 1 ng antibody), as supported by empirical and by scaling analyses. We apply our fully integrated microfluidic assay to protein measurements of endogenous prostate specific antigen isoforms in (i) minimally processed human prostate cancer cell lysate (1.1 pg limit of detection) and (ii) crude sera from metastatic prostate cancer patients. The single-instrument functionality establishes a scalable microfluidic framework for high-throughput targeted proteomics, as is relevant to personalized medicine through robust protein biomarker verification, systematic characterization of new antibody probes for functional proteomics, and, more broadly, to characterization of human biospecimen repositories.
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45
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Kim D, Karns K, Tia SQ, He M, Herr AE. Electrostatic Protein Immobilization Using Charged Polyacrylamide Gels and Cationic Detergent Microfluidic Western Blotting. Anal Chem 2012; 84:2533-40. [DOI: 10.1021/ac3000013] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Dohyun Kim
- Department of Bioengineering, University of California, Berkeley, 342 Stanley Hall,
Berkeley, California 94720, United States
| | - Kelly Karns
- The UC Berkeley − UCSF Graduate Program in Bioengineering, Berkeley,
California 94720, United States
| | - Samuel Q. Tia
- The UC Berkeley − UCSF Graduate Program in Bioengineering, Berkeley,
California 94720, United States
| | - Mei He
- Department of Bioengineering, University of California, Berkeley, 342 Stanley Hall,
Berkeley, California 94720, United States
| | - Amy E. Herr
- Department of Bioengineering, University of California, Berkeley, 342 Stanley Hall,
Berkeley, California 94720, United States
- The UC Berkeley − UCSF Graduate Program in Bioengineering, Berkeley,
California 94720, United States
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46
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Lin H, Huo J, Zhang A, Liu Y, Wang Q, Cai Y, Ying W, Qin W, Zhang Y, Qian X. A sensitive dual signal amplification method for western blotting based on antibody-functionalised graphene oxide and gold nanoparticles. Analyst 2012; 137:3620-3. [DOI: 10.1039/c2an35242g] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
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47
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Affiliation(s)
- Matthew Geiger
- University of Minnesota, Department of Chemistry, 207
Pleasant Street South East, Minneapolis, Minnesota 55455, United States
| | - Amy L. Hogerton
- University of Minnesota, Department of Chemistry, 207
Pleasant Street South East, Minneapolis, Minnesota 55455, United States
| | - Michael T. Bowser
- University of Minnesota, Department of Chemistry, 207
Pleasant Street South East, Minneapolis, Minnesota 55455, United States
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48
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He M, Novak J, Julian BA, Herr AE. Membrane-assisted online renaturation for automated microfluidic lectin blotting. J Am Chem Soc 2011; 133:19610-3. [PMID: 22070432 PMCID: PMC3267544 DOI: 10.1021/ja207963f] [Citation(s) in RCA: 28] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Aberrant glycosylation plays a pivotal role in a diverse set of diseases, including cancer. A microfluidic lectin blotting platform is introduced to enable and expedite the identification of protein glycosylation based on protein size and affinity for specific lectins. The integrated multistage assay eliminates manual intervention steps required for slab-gel lectin blotting, increases total assay throughput, limits reagent and sample consumption, and is completed using one instrument. The assay comprises non-reducing sodium dodecyl sulfate polyacrylamide gel electrophoresis (SDS-PAGE) followed by online post-sizing SDS filtration and lectin-based affinity blotting. Important functionality is conferred through both device and assay advances that enable integration of nanoporous membranes flanking a central microchamber to create sub-nanoliter volume compartments that trap SDS-protein complexes and allow electrophoretic SDS removal with buffer exchange. Recapitulation of protein binding for lectin was optimized through quantitative assessment of SDS-treated green fluorescent protein. Immunoglobulin A1 aberrantly glycosylated with galactose-deficient O-glycans was probed in ~6 min using ~3 μL of sample. This new microfluidic lectin blotting platform provides a rapid and automated assay for the assessment of aberrant glycosylation.
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Affiliation(s)
- Mei He
- Bioengineering, University of California, Berkeley, California 94720, United States
| | - Jan Novak
- Departments of Microbiology and Medicine, University of Alabama, Birmingham, Alabama 35294, United States
| | - Bruce A. Julian
- Departments of Microbiology and Medicine, University of Alabama, Birmingham, Alabama 35294, United States
| | - Amy E. Herr
- Bioengineering, University of California, Berkeley, California 94720, United States
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49
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Kašička V. Recent developments in CE and CEC of peptides (2009-2011). Electrophoresis 2011; 33:48-73. [DOI: 10.1002/elps.201100419] [Citation(s) in RCA: 95] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/30/2011] [Revised: 09/19/2011] [Accepted: 09/20/2011] [Indexed: 12/12/2022]
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50
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Abstract
We introduce and characterize multiplexed native Western blotting in an automated and unified microfluidic format. While slab gel Western blotting is slow and laborious, conventional multiplexed blotting ("reblotting": probing one sample with multiple antibodies) requires even more resources. Here we detail three key advances that enable an automated and rapid microfluidic alternative to slab gel reblotting. First, we introduce both assay and microdevice designs that integrate protein blotting against multiple antibody blotting regions with native polyacrylamide gel electrophoresis. This microfluidic integration strategy overcomes nonspecific material losses inherent to harsh antibody stripping steps typically needed for conventional reblotting; said conditions can severely limit analyte quantitation. Second, to inform rational design of the multiplexed microfluidic device we develop an analytical model for analyte capture on the blotting regions. Comparison to empirical observations is reported, with capture efficiencies of >85%. Third, we introduce label free detection that makes simultaneous and quantitative multiplexed measurements possible without the need for prelabeling of sample. Assay linear dynamic range spans 8-800 nM with assay completion in 5 min. Owing to the speed, automation, enhanced quantitation capability, and the difficulty of conventional slab gel Western reblotting, microfluidic multiplexed native Western blotting should find use in systems biology, in particular in analyses of protein isoforms and multimeric protein complexes.
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Affiliation(s)
- Samuel Q Tia
- Department of Bioengineering, University of California, Berkeley, 94720, United States
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