1
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Ahmadi F, Tran H, Letourneau N, Little SR, Fortin A, Moraitis AN, Shih SCC. An Automated Single-Cell Droplet-Digital Microfluidic Platform for Monoclonal Antibody Discovery. SMALL (WEINHEIM AN DER BERGSTRASSE, GERMANY) 2024; 20:e2308950. [PMID: 38441226 DOI: 10.1002/smll.202308950] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Revised: 01/30/2024] [Indexed: 06/27/2024]
Abstract
Monoclonal antibody (mAb) discovery plays a prominent role in diagnostic and therapeutic applications. Droplet microfluidics has become a standard technology for high-throughput screening of antibody-producing cells due to high droplet single-cell confinement frequency and rapid analysis and sorting of the cells of interest with their secreted mAbs. In this work, a new method is described for on-demand co-encapsulation of cells that eliminates the difficulties associated with washing in between consecutive steps inside the droplets and enables the washing and addition of fresh media. The new platform identifies hybridoma cells that are expressing antibodies of interest using antibody-characterization assays to find the best-performing or rare-cell antibody candidates.
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Affiliation(s)
- Fatemeh Ahmadi
- Department of Electrical and Computer Engineering, Concordia University, 1455 de Maisonneuve Blvd. West, Montréal, Québec, H3G 1M8, Canada
- Centre for Applied Synthetic Biology, Concordia University, 7141 Sherbrooke Street West, Montréal, Québec, H4B 1R6, Canada
| | - Hao Tran
- Department of Electrical and Computer Engineering, Concordia University, 1455 de Maisonneuve Blvd. West, Montréal, Québec, H3G 1M8, Canada
| | - Natasha Letourneau
- Department of Biology, Concordia University, 7141 Sherbrooke Street West, Montréal, Québec, H4B 1R6, Canada
| | - Samuel R Little
- Department of Electrical and Computer Engineering, Concordia University, 1455 de Maisonneuve Blvd. West, Montréal, Québec, H3G 1M8, Canada
- Centre for Applied Synthetic Biology, Concordia University, 7141 Sherbrooke Street West, Montréal, Québec, H4B 1R6, Canada
| | - Annie Fortin
- Human Health Therapeutics Research Centre, National Research Council Canada, Montréal, Québec, H4P 2R2, Canada
| | - Anna N Moraitis
- Human Health Therapeutics Research Centre, National Research Council Canada, Montréal, Québec, H4P 2R2, Canada
| | - Steve C C Shih
- Department of Electrical and Computer Engineering, Concordia University, 1455 de Maisonneuve Blvd. West, Montréal, Québec, H3G 1M8, Canada
- Centre for Applied Synthetic Biology, Concordia University, 7141 Sherbrooke Street West, Montréal, Québec, H4B 1R6, Canada
- Department of Biology, Concordia University, 7141 Sherbrooke Street West, Montréal, Québec, H4B 1R6, Canada
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2
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Kim H, Kim S, Lim H, Chung AJ. Expanding CAR-T cell immunotherapy horizons through microfluidics. LAB ON A CHIP 2024; 24:1088-1120. [PMID: 38174732 DOI: 10.1039/d3lc00622k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
Chimeric antigen receptor (CAR)-T cell therapies have revolutionized cancer treatment, particularly in hematological malignancies. However, their application to solid tumors is limited, and they face challenges in safety, scalability, and cost. To enhance current CAR-T cell therapies, the integration of microfluidic technologies, harnessing their inherent advantages, such as reduced sample consumption, simplicity in operation, cost-effectiveness, automation, and high scalability, has emerged as a powerful solution. This review provides a comprehensive overview of the step-by-step manufacturing process of CAR-T cells, identifies existing difficulties at each production stage, and discusses the successful implementation of microfluidics and related technologies in addressing these challenges. Furthermore, this review investigates the potential of microfluidics-based methodologies in advancing cell-based therapy across various applications, including solid tumors, next-generation CAR constructs, T-cell receptors, and the development of allogeneic "off-the-shelf" CAR products.
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Affiliation(s)
- Hyelee Kim
- Department of Bioengineering, Korea University, 02841 Seoul, Republic of Korea
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
| | - Suyeon Kim
- Department of Bioengineering, Korea University, 02841 Seoul, Republic of Korea
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
| | - Hyunjung Lim
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
| | - Aram J Chung
- Department of Bioengineering, Korea University, 02841 Seoul, Republic of Korea
- Interdisciplinary Program in Precision Public Health (PPH), Korea University, 02841 Seoul, Republic of Korea.
- School of Biomedical Engineering, Korea University, 02841 Seoul, Republic of Korea.
- MxT Biotech, 04785 Seoul, Republic of Korea
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3
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Camunas-Soler J. Integrating single-cell transcriptomics with cellular phenotypes: cell morphology, Ca 2+ imaging and electrophysiology. Biophys Rev 2024; 16:89-107. [PMID: 38495444 PMCID: PMC10937895 DOI: 10.1007/s12551-023-01174-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 11/29/2023] [Indexed: 03/19/2024] Open
Abstract
I review recent technological advancements in coupling single-cell transcriptomics with cellular phenotypes including morphology, calcium signaling, and electrophysiology. Single-cell RNA sequencing (scRNAseq) has revolutionized cell type classifications by capturing the transcriptional diversity of cells. A new wave of methods to integrate scRNAseq and biophysical measurements is facilitating the linkage of transcriptomic data to cellular function, which provides physiological insight into cellular states. I briefly discuss critical factors of these phenotypical characterizations such as timescales, information content, and analytical tools. Dedicated sections focus on the integration with cell morphology, calcium imaging, and electrophysiology (patch-seq), emphasizing their complementary roles. I discuss their application in elucidating cellular states, refining cell type classifications, and uncovering functional differences in cell subtypes. To illustrate the practical applications and benefits of these methods, I highlight their use in tissues with excitable cell-types such as the brain, pancreatic islets, and the retina. The potential of combining functional phenotyping with spatial transcriptomics for a detailed mapping of cell phenotypes in situ is explored. Finally, I discuss open questions and future perspectives, emphasizing the need for a shift towards broader accessibility through increased throughput.
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Affiliation(s)
- Joan Camunas-Soler
- Department of Medical Biochemistry and Cell Biology, Institute of Biomedicine, University of Gothenburg, 405 30 Gothenburg, Sweden
- Wallenberg Centre for Molecular and Translational Medicine, Sahlgrenska Academy, University of Gothenburg, 405 30 Gothenburg, Sweden
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4
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Shapiro MB, Boucher J, Brousseau A, Dehkharghani A, Gabriel J, Kamat V, Patil K, Gao F, Walker J, Kelly R, Souders CA. Alpaca single B cell interrogation and heavy-chain-only antibody discovery on an optofluidic platform. Antib Ther 2023; 6:211-223. [PMID: 37680350 PMCID: PMC10481890 DOI: 10.1093/abt/tbad018] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 08/02/2023] [Accepted: 08/13/2023] [Indexed: 09/09/2023] Open
Abstract
In vivo VHH discovery approaches have been limited by the lack of methodologies for camelid B cell interrogation. Here, we report a novel application of the Beacon® optofluidic platform to the discovery of heavy-chain-only antibodies by screening alpaca B cells. Methods for alpaca B cell enrichment, culture, IgG2/3 detection, and sequencing were developed and used to discover target-specific VHH from an alpaca immunized with prostate-specific membrane antigen (PSMA) or a second target. PSMA-specific hits were expressed as VHH-Fc and characterized using label-free techniques. Anti-PSMA IgG2/3 titer plateaued on day 153, when on-Beacon IgG2/3 secretion and target binding rates peaked. Of 13 recombinantly expressed VHH-Fc, all but one bound with nanomolar affinity, and five were successfully humanized. Repertoire sequencing uncovered additional variants within the clonal lineages of the validated hits. The establishment of this workflow extends the powerful Beacon technology to enable rapid VHH discovery directly from natural camelid immune repertoires.
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Affiliation(s)
- Mariya B Shapiro
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Jacqueline Boucher
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Anna Brousseau
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Amin Dehkharghani
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Justin Gabriel
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Vishal Kamat
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Ketan Patil
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
- Department of Molecular and Cell Biology, Gennao Bio, Hopewell, NJ 08534, USA
| | - Feng Gao
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Jennifer Walker
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Ryan Kelly
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
| | - Colby A Souders
- Twist Biopharma Solutions, Twist Bioscience Corporation, Quincy, MA 02169, USA
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5
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Bunse L, Bunse T, Krämer C, Chih YC, Platten M. Clinical and Translational Advances in Glioma Immunotherapy. Neurotherapeutics 2022; 19:1799-1817. [PMID: 36303101 PMCID: PMC9723056 DOI: 10.1007/s13311-022-01313-9] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/03/2022] [Indexed: 02/06/2023] Open
Abstract
Gliomas are highly treatment refractory against immune checkpoint blockade, an immunotherapeutic modality that revolutionized therapy for many tumors. At the same time, technological innovation has dramatically accelerated the development of immunotherapeutic approaches such as personalized tumor-specific vaccine production, dendritic cell vaccine manufacture, patient-individual target selection and chimeric antigen receptor, and T cell receptor T cell manufacture. Here we review recent clinical and translational advances in glioma immunotherapy with a focus on targets and their cognate immune receptor derivates as well as concepts to improve intratumoral T cell effector functions.
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Affiliation(s)
- Lukas Bunse
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Neurology, Medical Faculty Mannheim, MCTN, Heidelberg University, Mannheim, Germany
| | - Theresa Bunse
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Department of Neurology, Medical Faculty Mannheim, MCTN, Heidelberg University, Mannheim, Germany
| | - Christopher Krämer
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Yu-Chan Chih
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany
- Faculty of Biosciences, Heidelberg University, Heidelberg, Germany
| | - Michael Platten
- DKTK Clinical Cooperation Unit (CCU) Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany.
- Department of Neurology, Medical Faculty Mannheim, MCTN, Heidelberg University, Mannheim, Germany.
- Immune Monitoring Unit, National Center for Tumor Diseases (NCT), Heidelberg, Germany.
- Helmholtz Institute of Translational Oncology (HI-TRON), Mainz, Germany.
- DKFZ Hector Cancer Institute at the University Medical Center Mannheim, Mannheim, Germany.
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6
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Lee JH, Park ES, Choi JR, Matthews K, Lam AV, Deng X, Duffy SP, Ma H. See-N-Seq: RNA sequencing of target single cells identified by microscopy via micropatterning of hydrogel porosity. Commun Biol 2022; 5:768. [PMID: 35908100 PMCID: PMC9338959 DOI: 10.1038/s42003-022-03703-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2021] [Accepted: 07/12/2022] [Indexed: 11/30/2022] Open
Abstract
Single cell RNA sequencing has the potential to elucidate transcriptional programs underlying key cellular phenotypes and behaviors. However, many cell phenotypes are incompatible with indiscriminate single cell sequencing because they are rare, transient, or can only be identified by imaging. Existing methods for isolating cells based on imaging for single cell sequencing are technically challenging, time-consuming, and prone to loss because of the need to physically transport single cells. Here, we developed See-N-Seq, a method to rapidly screen cells in microwell plates in order to isolate RNA from specific single cells without needing to physically extract each cell. Our approach involves encapsulating the cell sample in a micropatterned hydrogel with spatially varying porosity to selectively expose specific cells for targeted RNA extraction. Extracted RNA can then be captured, barcoded, reverse transcribed, amplified, and sequenced at high-depth. We used See-N-Seq to isolate and sequence RNA from cell-cell conjugates forming an immunological synapse between T-cells and antigen presenting cells. In the hours after synapsing, we found time-dependent bifurcation of single cell transcriptomic profiles towards Type 1 and Type 2 helper T-cells lineages. Our results demonstrate how See-N-Seq can be used to associate transcriptomic data with specific functions and behaviors in single cells. A selective sequencing method, termed SeeN-Seq, is presented to link morphological phenotypes to single-cell RNAseq using UV laser patterning of hydrogel porosity.
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Affiliation(s)
- Jeong Hyun Lee
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Emily S Park
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Jane Ru Choi
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Kerryn Matthews
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Alice V Lam
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Xiaoyan Deng
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada
| | - Simon P Duffy
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada.,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada.,British Columbia Institute of Technology, Vancouver, BC, Canada
| | - Hongshen Ma
- Department of Mechanical Engineering, University of British Columbia, Vancouver, BC, Canada. .,Centre for Blood Research, University of British Columbia, Vancouver, BC, Canada. .,School of Biomedical Engineering, University of British Columbia, Vancouver, BC, Canada. .,Vancouver Prostate Centre, Vancouver General Hospital, Vancouver, BC, Canada.
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7
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Woodruff MC, Nguyen DC, Faliti CE, Saini AS, Lee FEH, Sanz I. Response under pressure: deploying emerging technologies to understand B-cell-mediated immunity in COVID-19. Nat Methods 2022; 19:387-391. [PMID: 35396475 DOI: 10.1038/s41592-022-01450-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
- Matthew C Woodruff
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA.,Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Doan C Nguyen
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Caterina E Faliti
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA.,Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - Ankur Singh Saini
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA.,Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA
| | - F Eun-Hyung Lee
- Department of Medicine, Division of Pulmonary, Allergy, Critical Care and Sleep Medicine, Emory University, Atlanta, GA, USA
| | - Ignacio Sanz
- Department of Medicine, Division of Rheumatology, Lowance Center for Human Immunology, Emory University, Atlanta, GA, USA. .,Emory Autoimmunity Center of Excellence, Emory University, Atlanta, GA, USA.
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8
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Zablotsky DY, Mezulis A, Blums E, Maiorov MM. Optothermal grid activation of microflow with magnetic nanoparticle thermophoresis for microfluidics. PHILOSOPHICAL TRANSACTIONS. SERIES A, MATHEMATICAL, PHYSICAL, AND ENGINEERING SCIENCES 2022; 380:20200310. [PMID: 34974722 DOI: 10.1098/rsta.2020.0310] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 03/24/2021] [Indexed: 06/14/2023]
Abstract
We report focused light-induced activation of intense magnetic microconvection mediated by suspended magnetic nanoparticles in microscale two-dimensional optothermal grids. Fully anisotropic control of microflow and mass transport fluxes is achieved by engaging the magnetic field along one or the other preferred directions. The effect is based on the recently described thermal diffusion-magnetomechanical coupling in synthetic magnetic nanofluids. We expect that the new phenomenon can be applied as an efficient all-optical mixing strategy in integrated microfluidic devices. This article is part of the theme issue 'Transport phenomena in complex systems (part 2)'.
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Affiliation(s)
- D Y Zablotsky
- University of Latvia, Jelgavas 3, Riga 1004, Latvia
- Synthermion LLC, Deglava 126, Riga 1082, Latvia
| | - A Mezulis
- Institute of Solid State Physics, Kengaraga str. 8, Riga 1063, Latvia
| | - E Blums
- University of Latvia, Jelgavas 3, Riga 1004, Latvia
| | - M M Maiorov
- University of Latvia, Jelgavas 3, Riga 1004, Latvia
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9
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Miwa H, Dimatteo R, de Rutte J, Ghosh R, Di Carlo D. Single-cell sorting based on secreted products for functionally defined cell therapies. MICROSYSTEMS & NANOENGINEERING 2022; 8:84. [PMID: 35874174 PMCID: PMC9303846 DOI: 10.1038/s41378-022-00422-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2022] [Revised: 05/18/2022] [Accepted: 06/13/2022] [Indexed: 05/13/2023]
Abstract
Cell therapies have emerged as a promising new class of "living" therapeutics over the last decade and have been particularly successful for treating hematological malignancies. Increasingly, cellular therapeutics are being developed with the aim of treating almost any disease, from solid tumors and autoimmune disorders to fibrosis, neurodegenerative disorders and even aging itself. However, their therapeutic potential has remained limited due to the fundamental differences in how molecular and cellular therapies function. While the structure of a molecular therapeutic is directly linked to biological function, cells with the same genetic blueprint can have vastly different functional properties (e.g., secretion, proliferation, cell killing, migration). Although there exists a vast array of analytical and preparative separation approaches for molecules, the functional differences among cells are exacerbated by a lack of functional potency-based sorting approaches. In this context, we describe the need for next-generation single-cell profiling microtechnologies that allow the direct evaluation and sorting of single cells based on functional properties, with a focus on secreted molecules, which are critical for the in vivo efficacy of current cell therapies. We first define three critical processes for single-cell secretion-based profiling technology: (1) partitioning individual cells into uniform compartments; (2) accumulating secretions and labeling via reporter molecules; and (3) measuring the signal associated with the reporter and, if sorting, triggering a sorting event based on these reporter signals. We summarize recent academic and commercial technologies for functional single-cell analysis in addition to sorting and industrial applications of these technologies. These approaches fall into three categories: microchamber, microfluidic droplet, and lab-on-a-particle technologies. Finally, we outline a number of unmet needs in terms of the discovery, design and manufacturing of cellular therapeutics and how the next generation of single-cell functional screening technologies could allow the realization of robust cellular therapeutics for all patients.
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Affiliation(s)
- Hiromi Miwa
- Department of Bioengineering, University of California - Los Angeles, Los Angeles, CA 90095 USA
| | - Robert Dimatteo
- Department of Chemical and Biomolecular Engineering, University of California - Los Angeles, Los Angeles, CA 90095 USA
| | - Joseph de Rutte
- Department of Bioengineering, University of California - Los Angeles, Los Angeles, CA 90095 USA
- Partillion Bioscience, Los Angeles, CA 90095 USA
| | - Rajesh Ghosh
- Department of Bioengineering, University of California - Los Angeles, Los Angeles, CA 90095 USA
| | - Dino Di Carlo
- Department of Bioengineering, University of California - Los Angeles, Los Angeles, CA 90095 USA
- Department of Mechanical and Aerospace Engineering, University of California - Los Angeles, Los Angeles, CA 90095 USA
- California NanoSystems Institute (CNSI), University of California - Los Angeles, Los Angeles, CA 90095 USA
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10
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Zhang S, Xu B, Elsayed M, Nan F, Liang W, Valley JK, Liu L, Huang Q, Wu MC, Wheeler AR. Optoelectronic tweezers: a versatile toolbox for nano-/micro-manipulation. Chem Soc Rev 2022; 51:9203-9242. [DOI: 10.1039/d2cs00359g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
This review covers the fundamentals, recent progress and state-of-the-art applications of optoelectronic tweezers technology, and demonstrates that optoelectronic tweezers technology is a versatile and powerful toolbox for nano-/micro-manipulation.
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Affiliation(s)
- Shuailong Zhang
- School of Mechatronical Engineering, Beijing Institute of Technology, Room 711, Building No 6, Science and Technology Park, 5 Zhongguancun South St, Haidian District, Beijing, 100081, China
- Beijing Advanced Innovation Center for Intelligent Robots and Systems, Beijing Institute of Technology, Beijing, 100081, China
- Key Laboratory of Biomimetic Robots and Systems (Beijing Institute of Technology), Ministry of Education, Beijing 100081, China
| | - Bingrui Xu
- School of Mechatronical Engineering, Beijing Institute of Technology, Room 711, Building No 6, Science and Technology Park, 5 Zhongguancun South St, Haidian District, Beijing, 100081, China
- Beijing Advanced Innovation Center for Intelligent Robots and Systems, Beijing Institute of Technology, Beijing, 100081, China
| | - Mohamed Elsayed
- Institute of Biomedical Engineering, University of Toronto, Toronto, ON, M5S 3G9, Canada
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, M5S 3E1, Canada
| | - Fan Nan
- Institute of Nanophotonics, Jinan University, Guangzhou 511443, China
| | - Wenfeng Liang
- School of Mechanical Engineering, Shenyang Jianzhu University, Shenyang, 110168, China
| | - Justin K. Valley
- Berkeley Lights, Inc, 5858 Horton Street #320, Emeryville, CA 94608, USA
| | - Lianqing Liu
- State Key Laboratory of Robotics, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China
- Institutes for Robotics and Intelligent Manufacturing, Chinese Academy of Sciences, Shenyang 110016, China
| | - Qiang Huang
- School of Mechatronical Engineering, Beijing Institute of Technology, Room 711, Building No 6, Science and Technology Park, 5 Zhongguancun South St, Haidian District, Beijing, 100081, China
- Beijing Advanced Innovation Center for Intelligent Robots and Systems, Beijing Institute of Technology, Beijing, 100081, China
- Key Laboratory of Biomimetic Robots and Systems (Beijing Institute of Technology), Ministry of Education, Beijing 100081, China
| | - Ming C. Wu
- Department of Electrical Engineering and Computer Sciences, University of California, Berkeley, California 94720, USA
| | - Aaron R. Wheeler
- Institute of Biomedical Engineering, University of Toronto, Toronto, ON, M5S 3G9, Canada
- Donnelly Centre for Cellular and Biomolecular Research, University of Toronto, Toronto, ON, M5S 3E1, Canada
- Department of Chemistry, University of Toronto, Toronto, ON, M5S 3H6, Canada
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11
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Kerk YJ, Jameel A, Xing X, Zhang C. Recent advances of integrated microfluidic suspension cell culture system. ENGINEERING BIOLOGY 2021; 5:103-119. [PMID: 36970555 PMCID: PMC9996741 DOI: 10.1049/enb2.12015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2021] [Revised: 09/29/2021] [Accepted: 09/30/2021] [Indexed: 11/19/2022] Open
Abstract
Microfluidic devices with superior microscale fluid manipulation ability and large integration flexibility offer great advantages of high throughput, parallelisation and multifunctional automation. Such features have been extensively utilised to facilitate cell culture processes such as cell capturing and culturing under controllable and monitored conditions for cell-based assays. Incorporating functional components and microfabricated configurations offered different levels of fluid control and cell manipulation strategies to meet diverse culture demands. This review will discuss the advances of single-phase flow and droplet-based integrated microfluidic suspension cell culture systems and their applications for accelerated bioprocess development, high-throughput cell selection, drug screening and scientific research to insight cell biology. Challenges and future prospects for this dynamically developing field are also highlighted.
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Affiliation(s)
- Yi Jing Kerk
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
| | - Aysha Jameel
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- MOE Key Laboratory of Industrial BiocatalysisDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
| | - Xin‐Hui Xing
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- MOE Key Laboratory of Industrial BiocatalysisDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- Center for Synthetic and Systems BiologyTsinghua UniversityBeijingChina
| | - Chong Zhang
- Institute of Biochemical EngineeringDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- MOE Key Laboratory of Industrial BiocatalysisDepartment of Chemical Engineering, Tsinghua UniversityBeijingChina
- Center for Synthetic and Systems BiologyTsinghua UniversityBeijingChina
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12
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Pedrioli A, Oxenius A. Single B cell technologies for monoclonal antibody discovery. Trends Immunol 2021; 42:1143-1158. [PMID: 34743921 DOI: 10.1016/j.it.2021.10.008] [Citation(s) in RCA: 44] [Impact Index Per Article: 14.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2021] [Revised: 10/11/2021] [Accepted: 10/11/2021] [Indexed: 11/18/2022]
Abstract
Monoclonal antibodies (mAbs) are often selected from antigen-specific single B cells derived from different hosts, which are notably short-lived in ex vivo culture conditions and hence, arduous to interrogate. The development of several new techniques and protocols has facilitated the isolation and retrieval of antibody-coding sequences of antigen-specific B cells by also leveraging miniaturization of reaction volumes. Alternatively, mAbs can be generated independently of antigen-specific B cells, comprising display technologies and, more recently, artificial intelligence-driven algorithms. Consequently, a considerable variety of techniques are used, raising the demand for better consolidation. In this review, we present and discuss the major techniques available to interrogate antigen-specific single B cells to isolate antigen-specific mAbs, including their main advantages and disadvantages.
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Affiliation(s)
- Alessandro Pedrioli
- Institute of Microbiology, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland
| | - Annette Oxenius
- Institute of Microbiology, ETH Zürich, Vladimir-Prelog-Weg 4, 8093 Zürich, Switzerland.
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13
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Gulezian E, Crivello C, Bednenko J, Zafra C, Zhang Y, Colussi P, Hussain S. Membrane protein production and formulation for drug discovery. Trends Pharmacol Sci 2021; 42:657-674. [PMID: 34270922 DOI: 10.1016/j.tips.2021.05.006] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 05/22/2021] [Accepted: 05/25/2021] [Indexed: 02/07/2023]
Abstract
Integral membrane proteins (MPs) are important drug targets across most fields of medicine, but historically have posed a major challenge for drug discovery due to difficulties in producing them in functional forms. We review the state of the art in drug discovery strategies using recombinant multipass MPs, and outline methods to successfully express, stabilize, and formulate them for small-molecule and monoclonal antibody therapeutics development. Advances in structure-based drug design and high-throughput screening are allowing access to previously intractable targets such as ion channels and transporters, propelling the field towards the development of highly specific therapies targeting desired conformations.
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Affiliation(s)
- Ellen Gulezian
- TetraGenetics Inc., 91 Mystic Street, Arlington, MA 02474, USA
| | | | - Janna Bednenko
- TetraGenetics Inc., 91 Mystic Street, Arlington, MA 02474, USA
| | - Claudia Zafra
- TetraGenetics Inc., 91 Mystic Street, Arlington, MA 02474, USA
| | - Yihui Zhang
- TetraGenetics Inc., 91 Mystic Street, Arlington, MA 02474, USA
| | - Paul Colussi
- TetraGenetics Inc., 91 Mystic Street, Arlington, MA 02474, USA
| | - Sunyia Hussain
- TetraGenetics Inc., 91 Mystic Street, Arlington, MA 02474, USA.
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14
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High-throughput screening for high-efficiency small-molecule biosynthesis. Metab Eng 2020; 63:102-125. [PMID: 33017684 DOI: 10.1016/j.ymben.2020.09.004] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 08/31/2020] [Accepted: 09/01/2020] [Indexed: 01/14/2023]
Abstract
Systems metabolic engineering faces the formidable task of rewiring microbial metabolism to cost-effectively generate high-value molecules from a variety of inexpensive feedstocks for many different applications. Because these cellular systems are still too complex to model accurately, vast collections of engineered organism variants must be systematically created and evaluated through an enormous trial-and-error process in order to identify a manufacturing-ready strain. The high-throughput screening of strains to optimize their scalable manufacturing potential requires execution of many carefully controlled, parallel, miniature fermentations, followed by high-precision analysis of the resulting complex mixtures. This review discusses strategies for the design of high-throughput, small-scale fermentation models to predict improved strain performance at large commercial scale. Established and promising approaches from industrial and academic groups are presented for both cell culture and analysis, with primary focus on microplate- and microfluidics-based screening systems.
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15
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Bounab Y, Eyer K, Dixneuf S, Rybczynska M, Chauvel C, Mistretta M, Tran T, Aymerich N, Chenon G, Llitjos JF, Venet F, Monneret G, Gillespie IA, Cortez P, Moucadel V, Pachot A, Troesch A, Leissner P, Textoris J, Bibette J, Guyard C, Baudry J, Griffiths AD, Védrine C. Dynamic single-cell phenotyping of immune cells using the microfluidic platform DropMap. Nat Protoc 2020; 15:2920-2955. [PMID: 32788719 DOI: 10.1038/s41596-020-0354-0] [Citation(s) in RCA: 52] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2018] [Accepted: 05/06/2020] [Indexed: 02/08/2023]
Abstract
Characterization of immune responses is currently hampered by the lack of systems enabling quantitative and dynamic phenotypic characterization of individual cells and, in particular, analysis of secreted proteins such as cytokines and antibodies. We recently developed a simple and robust microfluidic platform, DropMap, to measure simultaneously the kinetics of secretion and other cellular characteristics, including endocytosis activity, viability and expression of cell-surface markers, from tens of thousands of single immune cells. Single cells are compartmentalized in 50-pL droplets and analyzed using fluorescence microscopy combined with an immunoassay based on fluorescence relocation to paramagnetic nanoparticles aligned to form beadlines in a magnetic field. The protocol typically takes 8-10 h after preparation of microfluidic chips and chambers, which can be done in advance. By contrast, enzyme-linked immunospot (ELISPOT), flow cytometry, time-of-flight mass cytometry (CyTOF), and single-cell sequencing enable only end-point measurements and do not enable direct, quantitative measurement of secreted proteins. We illustrate how this system can be used to profile downregulation of tumor necrosis factor-α (TNF-α) secretion by single monocytes in septic shock patients, to study immune responses by measuring rates of cytokine secretion from single T cells, and to measure affinity of antibodies secreted by single B cells.
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Affiliation(s)
- Yacine Bounab
- BIOASTER Technology Research Institute, Lyon, France.,Laboratoire de Biochimie (LBC), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France
| | - Klaus Eyer
- Laboratoire de Colloïdes et Matériaux Divisés (LCMD), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France.,Laboratory for Functional Immune Repertoire Analysis, Institute of Pharmaceutical Sciences, D-CHAB, ETH Zürich, Zurich, Switzerland
| | - Sophie Dixneuf
- Biological Microsystems and Advanced Optics Engineering Unit, BIOASTER Technology Research Institute, Paris, France
| | - Magda Rybczynska
- Laboratoire de Colloïdes et Matériaux Divisés (LCMD), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France
| | - Cécile Chauvel
- Biological Microsystems and Advanced Optics Engineering Unit, BIOASTER Technology Research Institute, Paris, France
| | | | - Trang Tran
- Biological Microsystems and Advanced Optics Engineering Unit, BIOASTER Technology Research Institute, Paris, France
| | - Nathan Aymerich
- Laboratoire de Colloïdes et Matériaux Divisés (LCMD), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France
| | - Guilhem Chenon
- Laboratoire de Colloïdes et Matériaux Divisés (LCMD), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France
| | | | - Fabienne Venet
- EA7426-Pathophysiology of Injury-Induced Immunosuppression, Université Claude Bernard Lyon-1 - HCL - bioMérieux, Lyon, France.,Immunology Laboratory, Hospices Civils de Lyon, Lyon, France
| | - Guillaume Monneret
- EA7426-Pathophysiology of Injury-Induced Immunosuppression, Université Claude Bernard Lyon-1 - HCL - bioMérieux, Lyon, France.,Immunology Laboratory, Hospices Civils de Lyon, Lyon, France
| | - Iain A Gillespie
- Value, Evidence & Outcomes, GlaxoSmithKline, Stevenage, Hertfordshire, UK
| | | | - Virginie Moucadel
- EA7426-Pathophysiology of Injury-Induced Immunosuppression, Université Claude Bernard Lyon-1 - HCL - bioMérieux, Lyon, France.,Medical Diagnostic Discovery Department (MD3), bioMérieux S.A., Lyon, France
| | - Alexandre Pachot
- Medical Diagnostic Discovery Department (MD3), bioMérieux S.A., Lyon, France
| | - Alain Troesch
- Biological Microsystems and Advanced Optics Engineering Unit, BIOASTER Technology Research Institute, Paris, France
| | - Philippe Leissner
- Biological Microsystems and Advanced Optics Engineering Unit, BIOASTER Technology Research Institute, Paris, France
| | - Julien Textoris
- EA7426-Pathophysiology of Injury-Induced Immunosuppression, Université Claude Bernard Lyon-1 - HCL - bioMérieux, Lyon, France.,Medical Diagnostic Discovery Department (MD3), bioMérieux S.A., Lyon, France.,Anesthesiology and Critical Care Medicine, Hospices Civils de Lyon (HCL), Lyon, France
| | - Jérôme Bibette
- Laboratoire de Colloïdes et Matériaux Divisés (LCMD), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France
| | - Cyril Guyard
- Biological Microsystems and Advanced Optics Engineering Unit, BIOASTER Technology Research Institute, Paris, France
| | - Jean Baudry
- Laboratoire de Colloïdes et Matériaux Divisés (LCMD), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France.
| | - Andrew D Griffiths
- Laboratoire de Biochimie (LBC), École Supérieure de Physique et de Chimie Industrielles de la Ville de Paris (ESPCI Paris), Université Paris Sciences et Lettres (PSL), CNRS UMR8231, Paris, France.
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16
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Yamagishi M, Ohara O, Shirasaki Y. Microfluidic Immunoassays for Time-Resolved Measurement of Protein Secretion from Single Cells. ANNUAL REVIEW OF ANALYTICAL CHEMISTRY (PALO ALTO, CALIF.) 2020; 13:67-84. [PMID: 32031877 DOI: 10.1146/annurev-anchem-091619-101212] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Measurement of humoral factors secreted from cells has served as an indispensable method to monitor the states of a cell ensemble because humoral factors play crucial roles in cell-cell interaction and aptly reflect the states of individual cells. Although a cell ensemble consisting of a large number of cells has conventionally been the object of such measurements, recent advances in microfluidic technology together with highly sensitive immunoassays have enabled us to quantify secreted humoral factors even from individual cells in either a population or a temporal context. Many groups have reported various miniaturized platforms for immunoassays of proteins secreted from single cells. This review focuses on the current status of time-resolved assay platforms for protein secretion with single-cell resolution. We also discuss future perspectives of time-resolved immunoassays from the viewpoint of systems biology.
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Affiliation(s)
- Mai Yamagishi
- Department of Biological Sciences, The University of Tokyo, Tokyo 113-0033, Japan;
| | - Osamu Ohara
- Department of Applied Genomics, Kazusa DNA Research Institute, Chiba 292-0818, Japan
- Laboratory for Integrative Genomics, RIKEN Center for Integrative Medical Sciences, Kanagawa 230-0045, Japan
- The Futuristic Medical Care Education and Research Organization, Chiba University, Chiba 260-8670, Japan
| | - Yoshitaka Shirasaki
- Department of Biological Sciences, The University of Tokyo, Tokyo 113-0033, Japan;
- Precursory Research for Embryonic Science and Technology (PRESTO), Japan Science and Technology Agency (JST), Saitama 332-0012, Japan
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17
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Hochstetter A. Lab-on-a-Chip Technologies for the Single Cell Level: Separation, Analysis, and Diagnostics. MICROMACHINES 2020; 11:E468. [PMID: 32365567 PMCID: PMC7281269 DOI: 10.3390/mi11050468] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/08/2020] [Revised: 04/25/2020] [Accepted: 04/25/2020] [Indexed: 12/14/2022]
Abstract
In the last three decades, microfluidics and its applications have been on an exponential rise, including approaches to isolate rare cells and diagnose diseases on the single-cell level. The techniques mentioned herein have already had significant impacts in our lives, from in-the-field diagnosis of disease and parasitic infections, through home fertility tests, to uncovering the interactions between SARS-CoV-2 and their host cells. This review gives an overview of the field in general and the most notable developments of the last five years, in three parts: 1. What can we detect? 2. Which detection technologies are used in which setting? 3. How do these techniques work? Finally, this review discusses potentials, shortfalls, and an outlook on future developments, especially in respect to the funding landscape and the field-application of these chips.
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Affiliation(s)
- Axel Hochstetter
- Experimentalphysik, Universität des Saarlandes, D-66123 Saarbrücken, Germany
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18
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Le K, Tan C, Le H, Tat J, Zasadzinska E, Diep J, Zastrow R, Chen C, Stevens J. Assuring Clonality on the Beacon Digital Cell Line Development Platform. Biotechnol J 2019; 15:e1900247. [DOI: 10.1002/biot.201900247] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2019] [Revised: 09/27/2019] [Indexed: 12/20/2022]
Affiliation(s)
- Kim Le
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Christopher Tan
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Huong Le
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Jasmine Tat
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Ewelina Zasadzinska
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Jonathan Diep
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Ryan Zastrow
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Chun Chen
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
| | - Jennitte Stevens
- Drug Substance TechnologiesProcess DevelopmentAmgen, Inc. One Amgen Center Drive Thousand Oaks CA 91320 USA
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19
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Jorgolli M, Nevill T, Winters A, Chen I, Chong S, Lin F, Mock M, Chen C, Le K, Tan C, Jess P, Xu H, Hamburger A, Stevens J, Munro T, Wu M, Tagari P, Miranda LP. Nanoscale integration of single cell biologics discovery processes using optofluidic manipulation and monitoring. Biotechnol Bioeng 2019; 116:2393-2411. [PMID: 31112285 PMCID: PMC6771990 DOI: 10.1002/bit.27024] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 05/16/2019] [Accepted: 05/16/2019] [Indexed: 12/12/2022]
Abstract
The new and rapid advancement in the complexity of biologics drug discovery has been driven by a deeper understanding of biological systems combined with innovative new therapeutic modalities, paving the way to breakthrough therapies for previously intractable diseases. These exciting times in biomedical innovation require the development of novel technologies to facilitate the sophisticated, multifaceted, high-paced workflows necessary to support modern large molecule drug discovery. A high-level aspiration is a true integration of "lab-on-a-chip" methods that vastly miniaturize cellulmical experiments could transform the speed, cost, and success of multiple workstreams in biologics development. Several microscale bioprocess technologies have been established that incrementally address these needs, yet each is inflexibly designed for a very specific process thus limiting an integrated holistic application. A more fully integrated nanoscale approach that incorporates manipulation, culture, analytics, and traceable digital record keeping of thousands of single cells in a relevant nanoenvironment would be a transformative technology capable of keeping pace with today's rapid and complex drug discovery demands. The recent advent of optical manipulation of cells using light-induced electrokinetics with micro- and nanoscale cell culture is poised to revolutionize both fundamental and applied biological research. In this review, we summarize the current state of the art for optical manipulation techniques and discuss emerging biological applications of this technology. In particular, we focus on promising prospects for drug discovery workflows, including antibody discovery, bioassay development, antibody engineering, and cell line development, which are enabled by the automation and industrialization of an integrated optoelectronic single-cell manipulation and culture platform. Continued development of such platforms will be well positioned to overcome many of the challenges currently associated with fragmented, low-throughput bioprocess workflows in biopharma and life science research.
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Affiliation(s)
| | - Tanner Nevill
- Product ApplicationsBerkeley Lights, IncEmeryvilleCalifornia
| | - Aaron Winters
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
| | - Irwin Chen
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
| | - Su Chong
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
| | - Fen‐Fen Lin
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
| | - Marissa Mock
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
| | - Ching Chen
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
| | - Kim Le
- Drug Substance Technologies, One Amgen Center DriveThousand OaksCalifornia
| | - Christopher Tan
- Drug Substance Technologies, One Amgen Center DriveThousand OaksCalifornia
| | - Philip Jess
- Product ApplicationsBerkeley Lights, IncEmeryvilleCalifornia
| | - Han Xu
- Drug DiscoveryA2 BiotherapeuticsWestlake VillageCalifornia
| | - Agi Hamburger
- Drug DiscoveryA2 BiotherapeuticsWestlake VillageCalifornia
| | - Jennitte Stevens
- Drug Substance Technologies, One Amgen Center DriveThousand OaksCalifornia
| | - Trent Munro
- Drug Substance Technologies, One Amgen Center DriveThousand OaksCalifornia
| | - Ming Wu
- Department of Electrical Engineering and Computer SciencesUniversity of California at BerkeleyBerkeleyCalifornia
| | - Philip Tagari
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
| | - Les P. Miranda
- Amgen ResearchOne Amgen Center DriveThousand OaksCalifornia
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