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Lomakin YA, Ovchinnikova LA, Terekhov SS, Dzhelad SS, Yaroshevich I, Mamedov I, Smirnova A, Grigoreva T, Eliseev IE, Filimonova IN, Mokrushina YA, Abrikosova V, Rubtsova MP, Kostin NN, Simonova MA, Bobik TV, Aleshenko NL, Alekhin AI, Boitsov VM, Zhang H, Smirnov IV, Rubtsov YP, Gabibov AG. Two-dimensional high-throughput on-cell screening of immunoglobulins against broad antigen repertoires. Commun Biol 2024; 7:842. [PMID: 38987383 PMCID: PMC11237129 DOI: 10.1038/s42003-024-06500-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2023] [Accepted: 06/24/2024] [Indexed: 07/12/2024] Open
Abstract
Identifying high-affinity antibodies in human serum is challenging due to extremely low number of circulating B cells specific to the desired antigens. Delays caused by a lack of information on the immunogenic proteins of viral origin hamper the development of therapeutic antibodies. We propose an efficient approach allowing for enrichment of high-affinity antibodies against pathogen proteins with simultaneous epitope mapping, even in the absence of structural information about the pathogenic immunogens. To screen therapeutic antibodies from blood of recovered donors, only pathogen transcriptome is required to design an antigen polypeptide library, representing pathogen proteins, exposed on the bacteriophage surface. We developed a two-dimensional screening approach enriching lentiviral immunoglobulin libraries from the convalescent or vaccinated donors against bacteriophage library expressing the overlapping set of polypeptides covering the spike protein of SARS-CoV-2. This platform is suitable for pathogen-specific immunoglobulin enrichment and allows high-throughput selection of therapeutic human antibodies.
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Affiliation(s)
- Yakov A Lomakin
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia.
| | - Leyla A Ovchinnikova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Stanislav S Terekhov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Samir S Dzhelad
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Igor Yaroshevich
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
- Department of Biophysics, Faculty of Biology, Lomonosov Moscow State University, 119991, Moscow, Russia
| | - Ilgar Mamedov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Anastasia Smirnova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Tatiana Grigoreva
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Igor E Eliseev
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Ioanna N Filimonova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Yuliana A Mokrushina
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Victoria Abrikosova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Maria P Rubtsova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
- Chemistry Department, Lomonosov Moscow State University, 119991, Moscow, Russia
| | - Nikita N Kostin
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Maria A Simonova
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Tatiana V Bobik
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
| | - Natalia L Aleshenko
- Federal State Budgetary Scientific Institution «Petrovsky National Research Centre of Surgery» (FSBSI «Petrovsky NRCS»), Moscow, Russia
| | - Alexander I Alekhin
- Federal State Budgetary Scientific Institution «Petrovsky National Research Centre of Surgery» (FSBSI «Petrovsky NRCS»), Moscow, Russia
| | - Vitali M Boitsov
- Saint Petersburg National Research Academic University of the Russian Academy of Sciences, 194021, Saint Petersburg, Russia
| | - Hongkai Zhang
- College of Life Science, Nankai University, Tianjin, People's Republic of China
| | - Ivan V Smirnov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
- Endocrinology Research Centre, Ministry of Health of Russia, 117036, Moscow, Russia
| | - Yuri P Rubtsov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia
- Blokhin National Medical Research Center of Oncology, Ministry of Health, Moscow, Russia
| | - Alexander G Gabibov
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry RAS, 117997, Moscow, Russia.
- Faculty of Biology and Biotechnology, HSE University, 101000, Moscow, Russia.
- Faculty of Medicine, Lomonosov Moscow State University, 119192, Moscow, Russia.
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2
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Lim YW, Ramirez NJ, Asensio MA, Chiang Y, Müller G, Mrovecova P, Mitsuiki N, Krausz M, Camacho-Ordonez N, Warnatz K, Adler AS, Grimbacher B. Sequencing the B Cell Receptor Repertoires of Antibody-Deficient Individuals With and Without Infection Susceptibility. J Clin Immunol 2023; 43:940-950. [PMID: 36826743 PMCID: PMC10276080 DOI: 10.1007/s10875-023-01448-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2022] [Accepted: 02/07/2023] [Indexed: 02/25/2023]
Abstract
PURPOSE Most individuals with antibody deficiency (hypogammaglobulinemia) need immunoglobulin replacement therapy (IgG-RT) from healthy plasma donors to stay clear of infections. However, a small subset of hypogammaglobulinemic patients do not require this substitution therapy. We set out to investigate this clinical conundrum by asking whether the peripheral B cell receptor repertoires differ between antibody-deficient patients who do and do not need IgG-RT. METHODS We sequenced and analyzed IgG and IgM heavy chain B cell receptor repertoires from peripheral blood mononuclear cells (PBMCs) isolated from patients with low serum IgG concentrations who did or did not require IgG-RT. RESULTS Compared to the patients who did not need IgG-RT, those who needed IgG-RT had higher numbers of IgG antibody clones, higher IgM diversity, and less oligoclonal IgG and IgM repertoires. The patient cohorts had different heavy chain variable gene usage, and the patients who needed IgG-RT had elevated frequencies of IgG clones with higher germline identity (i.e., fewer somatic hypermutations). CONCLUSION Antibody-deficient patients with infection susceptibility who needed IgG-RT had more diverse peripheral antibody repertoires that were less diverged from germline and thus may not be as optimal for targeting pathogens, possibly contributing to infection susceptibility.
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Affiliation(s)
| | - Neftali Jose Ramirez
- Institute for Immunodeficiency, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
| | | | - Yao Chiang
- GigaGen, Inc. (A Grifols Company), San Carlos, CA, USA
| | - Gabriele Müller
- Institute for Immunodeficiency, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
| | - Pavla Mrovecova
- Institute for Immunodeficiency, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
| | - Noriko Mitsuiki
- Institute for Immunodeficiency, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Department of Pediatrics and Developmental Biology, Graduate School of Medical Sciences, Tokyo Medical and Dental University, Tokyo, Japan
| | - Máté Krausz
- Institute for Immunodeficiency, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Department of Rheumatology and Clinical Immunology, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
| | - Nadezhda Camacho-Ordonez
- Institute for Immunodeficiency, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Department of Rheumatology and Clinical Immunology, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Faculty of Biology, Albert-Ludwigs University, Freiburg, Germany
| | - Klaus Warnatz
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
- Department of Rheumatology and Clinical Immunology, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany
| | - Adam S Adler
- GigaGen, Inc. (A Grifols Company), San Carlos, CA, USA.
| | - Bodo Grimbacher
- Institute for Immunodeficiency, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany.
- Center for Chronic Immunodeficiency (CCI), Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany.
- Department of Rheumatology and Clinical Immunology, Medical Center, Faculty of Medicine, Albert-Ludwigs University, Freiburg, Germany.
- DZIF - German Center for Infection Research, Satellite Center Freiburg, Freiburg im Breisgau, Germany.
- CIBSS - Centre for Integrative Biological Signalling Studies, Albert-Ludwigs University, Freiburg, Germany.
- RESIST - Cluster of Excellence 2155 to Hanover Medical School, Satellite Center, Freiburg, Germany.
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3
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Ramirez Valdez K, Nzau B, Dorey-Robinson D, Jarman M, Nyagwange J, Schwartz JC, Freimanis G, Steyn AW, Warimwe GM, Morrison LJ, Mwangi W, Charleston B, Bonnet-Di Placido M, Hammond JA. A Customizable Suite of Methods to Sequence and Annotate Cattle Antibodies. Vaccines (Basel) 2023; 11:1099. [PMID: 37376488 PMCID: PMC10302312 DOI: 10.3390/vaccines11061099] [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: 05/12/2023] [Revised: 06/07/2023] [Accepted: 06/09/2023] [Indexed: 06/29/2023] Open
Abstract
Studying the antibody response to infection or vaccination is essential for developing more effective vaccines and therapeutics. Advances in high-throughput antibody sequencing technologies and immunoinformatic tools now allow the fast and comprehensive analysis of antibody repertoires at high resolution in any species. Here, we detail a flexible and customizable suite of methods from flow cytometry, single cell sorting, heavy and light chain amplification to antibody sequencing in cattle. These methods were used successfully, including adaptation to the 10x Genomics platform, to isolate native heavy-light chain pairs. When combined with the Ig-Sequence Multi-Species Annotation Tool, this suite represents a powerful toolkit for studying the cattle antibody response with high resolution and precision. Using three workflows, we processed 84, 96, and 8313 cattle B cells from which we sequenced 24, 31, and 4756 antibody heavy-light chain pairs, respectively. Each method has strengths and limitations in terms of the throughput, timeline, specialist equipment, and cost that are each discussed. Moreover, the principles outlined here can be applied to study antibody responses in other mammalian species.
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Affiliation(s)
| | - Benjamin Nzau
- The Pirbright Institute, Pirbright GU24 0NF, UK
- Roslin Institute, Royal (Dick) School of Veterinary Studies, University of Edinburgh, Midlothian EH25 9RG, UK
| | | | | | - James Nyagwange
- The Pirbright Institute, Pirbright GU24 0NF, UK
- KEMRI-Wellcome Trust Research Programme CGMRC, Kilifi P.O. Box 230-80108, Kenya
| | | | | | | | - George M Warimwe
- KEMRI-Wellcome Trust Research Programme CGMRC, Kilifi P.O. Box 230-80108, Kenya
| | - Liam J Morrison
- Roslin Institute, Royal (Dick) School of Veterinary Studies, University of Edinburgh, Midlothian EH25 9RG, UK
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Vollmer L, Krah S, Zielonka S, Yanakieva D. A Two-Step Golden Gate Cloning Procedure for the Generation of Natively Paired YSD Fab Libraries. Methods Mol Biol 2023; 2681:161-173. [PMID: 37405648 DOI: 10.1007/978-1-0716-3279-6_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/06/2023]
Abstract
In vitro antibody display libraries have emerged as powerful tools for a streamlined discovery of novel antibody binders. While in vivo antibody repertoires are matured and selected as a specific pair of variable heavy and light chains (VH and VL) with optimal specificity and affinity, during the recombinant generation of in vitro libraries, the native sequence pairing is not maintained. Here we describe a cloning method that combines the flexibility and versatility of in vitro antibody display with the advantages of natively paired VH-VL antibodies. In this regard, VH-VL amplicons are cloned via a two-step Golden Gate cloning procedure, allowing the display of Fab fragments on yeast cells.
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Affiliation(s)
- Lena Vollmer
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
| | - Simon Krah
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany
| | - Stefan Zielonka
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany
| | - Desislava Yanakieva
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany.
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5
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Yanakieva D, Vollmer L, Kumar S, Becker S, Toleikis L, Pekar L, Kolmar H, Zielonka S, Krah S. One-Pot Droplet RT-OE-PCR for the Generation of Natively Paired Antibody Immune Libraries. Methods Mol Biol 2023; 2681:213-229. [PMID: 37405650 DOI: 10.1007/978-1-0716-3279-6_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/06/2023]
Abstract
Classical yeast surface display (YSD) antibody immune libraries are generated by a separate amplification of heavy- and light-chain antibody variable regions (VH and VL, respectively) and subsequent random recombination during the molecular cloning procedure. However, each B cell receptor comprises a unique VH-VL combination, which has been selected and affinity matured in vivo for optimal stability and antigen binding. Thus, the native variable chain pairing is important for the functioning and biophysical properties of the respective antibody. Herein, we present a method for the amplification of cognate VH-VL sequences, compatible with both next-generation sequencing (NGS) and YSD library cloning. We employ a single B cell encapsulation in water-in-oil droplets, followed by a one-pot reverse transcription overlap extension PCR (RT-OE-PCR), resulting in a paired VH-VL repertoire from more than a million B cells in a single day.
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Affiliation(s)
- Desislava Yanakieva
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany
| | - Lena Vollmer
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
| | - Satyendra Kumar
- Protein Engineering and Antibody Technologies (PEAT), EMD Serono Research and Development Institute, Billerica, MA, USA
| | - Stefan Becker
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany
| | - Lars Toleikis
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany
| | - Lukas Pekar
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany
| | - Harald Kolmar
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
| | - Stefan Zielonka
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Darmstadt, Germany
| | - Simon Krah
- Protein Engineering and Antibody Technologies (PEAT), Merck Healthcare KGaA, Darmstadt, Germany.
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Mahendra A, Haque A, Prabakaran P, Mackness BC, Fuller TP, Liu X, Kathuria SV, Wang YH, Amatya N, Yu X, Hopke J, Hoffmann D, Bric-Furlong E, Zhang N, Cho HS, Zhang R, Sancho J, Saleh J, Rao SP, Wendt M, Chowdhury PS. Honing-in antigen-specific cells during antibody discovery: a user-friendly process to mine a deeper repertoire. Commun Biol 2022; 5:1157. [DOI: 10.1038/s42003-022-04129-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2021] [Accepted: 10/18/2022] [Indexed: 11/09/2022] Open
Abstract
AbstractImmunization based antibody discovery is plagued by the paucity of antigen-specific B cells. Identifying these cells is akin to finding needle in a haystack. Current and emerging technologies while effective, are limited in terms of capturing the antigen-specific repertoire. We report on the bulk purification of antigen-specific B-cells and the benefits it offers to various antibody discovery platforms. Using five different antigens, we show hit rates of 51–88%, compared to about 5% with conventional methods. We also show that this purification is highly efficient with loss of only about 2% antigen specific cells. Furthermore, we compared clones in which cognate chains are preserved with those from display libraries in which chains either from total B cells (TBC) or antigen-specific B cells (AgSC) underwent combinatorial pairing. We found that cognate chain paired clones and combinatorial clones from AgSC library had higher frequency of functional clones and showed greater diversity in sequence and paratope compared to clones from the TBC library. This antigen-specific B-cell selection technique exemplifies a process improvement with reduced cycle time and cost, by removing undesired clones prior to screening and increasing the chance of capturing desirable and rare functional clones in the repertoire.
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Merkuleva YA, Shcherbakov DN, Ilyichev AA. Methods to Produce Monoclonal Antibodies for the Prevention and Treatment of Viral Infections. RUSSIAN JOURNAL OF BIOORGANIC CHEMISTRY 2022; 48:256-272. [PMID: 35637780 PMCID: PMC9134727 DOI: 10.1134/s1068162022020169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/18/2021] [Revised: 06/07/2021] [Accepted: 06/17/2021] [Indexed: 11/23/2022]
Abstract
A viral threat can arise suddenly and quickly turn into a major epidemic or pandemic. In such a case, it is necessary to develop effective means of therapy and prevention in a short time. Vaccine development takes decades, and the use of antiviral compounds is often ineffective and unsafe. A quick response may be the use of convalescent plasma, but a number of difficulties associated with it forced researchers to switch to the development of safer and more effective drugs based on monoclonal antibodies (mAbs). In order to provide protection, such drugs must have a key characteristic-neutralizing properties, i.e., the ability to block viral infection. Currently, there are several approaches to produce mAbs in the researchers' toolkit, however, none of them may serve as a gold standard. Each approach has its own advantages and disadvantages. The choice of the method depends both on the characteristics of the virus and on time constraints and technical challenges. This review provides a comparative analysis of modern methods to produce neutralizing mAbs and describes current trends in the design of antibodies for therapy and prevention of viral diseases.
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Affiliation(s)
- Yu. A. Merkuleva
- Vector State Research Center of Virology and Biotechnology, Rospotrebnadzor, World-Class Genomic Research Center for Biological Safety and Technological Independence, Federal Scientific and Technical Program for the Development of Genetic Technologies, 630559 Koltsovo, Novosibirsk oblast Russia
| | - D. N. Shcherbakov
- Vector State Research Center of Virology and Biotechnology, Rospotrebnadzor, World-Class Genomic Research Center for Biological Safety and Technological Independence, Federal Scientific and Technical Program for the Development of Genetic Technologies, 630559 Koltsovo, Novosibirsk oblast Russia
| | - A. A. Ilyichev
- Vector State Research Center of Virology and Biotechnology, Rospotrebnadzor, World-Class Genomic Research Center for Biological Safety and Technological Independence, Federal Scientific and Technical Program for the Development of Genetic Technologies, 630559 Koltsovo, Novosibirsk oblast Russia
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8
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Sun H, Hu N, Wang J. Application of Microfluidic Technology in Antibody Screening. Biotechnol J 2022; 17:e2100623. [PMID: 35481726 DOI: 10.1002/biot.202100623] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/16/2021] [Revised: 04/13/2022] [Accepted: 04/23/2022] [Indexed: 11/07/2022]
Abstract
Specific antibodies are widely used in the biomedical field. Current screening methods for specific antibodies mainly involve hybridoma technology and antibody engineering techniques. However, these technologies suffer from tedious screening processes, long preparation periods, high costs, low efficiency, and a degree of automation, which have become a bottleneck for the screening of specific antibodies. To overcome these difficulties, microfluidics has been developed as a promising technology for high-throughput screening and high purity of antibody. In this review, we provide an overview of the recent advances in microfluidic applications for specific antibody screening. In particular, hybridoma technology and four antibody engineering techniques (including phage display, single B cell antibody screening, antibody expression, and cell-free protein synthesis) based on microfluidics have been introduced, challenges, and the future outlook of these technologies are also discussed. This article is protected by copyright. All rights reserved.
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Affiliation(s)
- Heng Sun
- Key Laboratory of Biorheological Science and Technology, Ministry of Education, College of Bioengineering, Chongqing University, Chongqing, 400044, China
| | - Ning Hu
- Key Laboratory of Biorheological Science and Technology, Ministry of Education, College of Bioengineering, Chongqing University, Chongqing, 400044, China
| | - Jianhua Wang
- Key Laboratory of Biorheological Science and Technology, Ministry of Education, College of Bioengineering, Chongqing University, Chongqing, 400044, China
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Khetan R, Curtis R, Deane CM, Hadsund JT, Kar U, Krawczyk K, Kuroda D, Robinson SA, Sormanni P, Tsumoto K, Warwicker J, Martin ACR. Current advances in biopharmaceutical informatics: guidelines, impact and challenges in the computational developability assessment of antibody therapeutics. MAbs 2022; 14:2020082. [PMID: 35104168 PMCID: PMC8812776 DOI: 10.1080/19420862.2021.2020082] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023] Open
Abstract
Therapeutic monoclonal antibodies and their derivatives are key components of clinical pipelines in the global biopharmaceutical industry. The availability of large datasets of antibody sequences, structures, and biophysical properties is increasingly enabling the development of predictive models and computational tools for the "developability assessment" of antibody drug candidates. Here, we provide an overview of the antibody informatics tools applicable to the prediction of developability issues such as stability, aggregation, immunogenicity, and chemical degradation. We further evaluate the opportunities and challenges of using biopharmaceutical informatics for drug discovery and optimization. Finally, we discuss the potential of developability guidelines based on in silico metrics that can be used for the assessment of antibody stability and manufacturability.
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Affiliation(s)
- Rahul Khetan
- Manchester Institute of Biotechnology, University of Manchester, Manchester, UK
| | - Robin Curtis
- Manchester Institute of Biotechnology, University of Manchester, Manchester, UK
| | | | | | - Uddipan Kar
- Department of Biological Engineering, Massachusetts Institute of Technology (MIT), Cambridge, MA, USA
| | | | - Daisuke Kuroda
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan.,Medical Device Development and Regulation Research Center, School of Engineering, The University of Tokyo, Tokyo, Japan.,Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, Tokyo, Japan
| | | | - Pietro Sormanni
- Chemistry of Health, Yusuf Hamied Department of Chemistry, University of Cambridge
| | - Kouhei Tsumoto
- Department of Bioengineering, School of Engineering, The University of Tokyo, Tokyo, Japan.,Medical Device Development and Regulation Research Center, School of Engineering, The University of Tokyo, Tokyo, Japan.,Department of Chemistry and Biotechnology, School of Engineering, The University of Tokyo, Tokyo, Japan.,The Institute of Medical Science, The University of Tokyo, Tokyo, Japan
| | - Jim Warwicker
- Manchester Institute of Biotechnology, University of Manchester, Manchester, UK
| | - Andrew C R Martin
- Institute of Structural and Molecular Biology, Division of Biosciences, University College London, London, UK
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10
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Schneider KT, Kirmann T, Wenzel EV, Grosch JH, Polten S, Meier D, Becker M, Matejtschuk P, Hust M, Russo G, Dübel S. Shelf-Life Extension of Fc-Fused Single Chain Fragment Variable Antibodies by Lyophilization. Front Cell Infect Microbiol 2021; 11:717689. [PMID: 34869052 PMCID: PMC8634725 DOI: 10.3389/fcimb.2021.717689] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/29/2021] [Accepted: 10/25/2021] [Indexed: 11/18/2022] Open
Abstract
Generation of sequence defined antibodies from universal libraries by phage display has been established over the past three decades as a robust method to cope with the increasing market demand in therapy, diagnostics and research. For applications requiring the bivalent antigen binding and an Fc part for detection, phage display generated single chain Fv (scFv) antibody fragments can rapidly be genetically fused to the Fc moiety of an IgG for the production in eukaryotic cells of antibodies with IgG-like properties. In contrast to conversion of scFv into IgG format, the conversion to scFv-Fc requires only a single cloning step, and provides significantly higher yields in transient cell culture production than IgG. ScFv-Fcs can be effective as neutralizing antibodies in vivo against a panel of pathogens and toxins. However, different scFv fragments are more heterologous in respect of stability than Fab fragments. While some scFv fragments can be made extremely stable, this may change due to few mutations, and is not predictable from the sequence of a newly selected antibody. To mitigate the necessity to assess the stability for every scFv-Fc antibody, we developed a generic lyophilization protocol to improve their shelf life. We compared long-term stability and binding activity of phage display-derived antibodies in the scFv-Fc and IgG format, either stored in liquid or lyophilized state. Conversion of scFv-Fcs into the full IgG format reduced protein degradation and aggregation, but in some cases compromised binding activity. Comparably to IgG conversion, lyophilization of scFv-Fc resulted in the preservation of the antibodies' initial properties after storage, without any drop in affinity for any of the tested antibody clones.
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Affiliation(s)
- Kai-Thomas Schneider
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
| | - Toni Kirmann
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
| | - Esther Veronika Wenzel
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
- Abcalis GmbH, Braunschweig, Germany
| | - Jan-Hendrik Grosch
- Institute of Biochemical Engineering, Technische Universität Braunschweig, Braunschweig, Germany
- Center of Pharmaceutical Engineering, Technische Universität Braunschweig, Braunschweig, Germany
| | - Saskia Polten
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
| | - Doris Meier
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
| | - Marlies Becker
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
| | - Paul Matejtschuk
- Standardisation Science, National Institute for Biological Standards & Control (NIBSC), Hertfordshire, United Kingdom
| | - Michael Hust
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
| | - Giulio Russo
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
- Abcalis GmbH, Braunschweig, Germany
| | - Stefan Dübel
- Department of Biotechnology, Technische Universität Braunschweig, Braunschweig, Germany
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11
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Van Lent J, Breukers J, Ven K, Ampofo L, Horta S, Pollet F, Imbrechts M, Geukens N, Vanhoorelbeke K, Declerck P, Lammertyn J. Miniaturized single-cell technologies for monoclonal antibody discovery. LAB ON A CHIP 2021; 21:3627-3654. [PMID: 34505611 DOI: 10.1039/d1lc00243k] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Antibodies (Abs) are among the most important class of biologicals, showcasing a high therapeutic and diagnostic value. In the global therapeutic Ab market, fully-human monoclonal Abs (FH-mAbs) are flourishing thanks to their low immunogenicity and high specificity. The rapidly emerging field of single-cell technologies has paved the way to efficiently discover mAbs by facilitating a fast screening of the antigen (Ag)-specificity and functionality of Abs expressed by B cells. This review summarizes the principles and challenges of the four key concepts to discover mAbs using these technologies, being confinement of single cells using either droplet microfluidics or microstructure arrays, identification of the cells of interest, retrieval of those cells and single-cell sequence determination required for mAb production. This review reveals the enormous potential for mix-and-matching of the above-mentioned strategies, which is illustrated by the plethora of established, highly integrated devices. Lastly, an outlook is given on the many opportunities and challenges that still lie ahead to fully exploit miniaturized single-cell technologies for mAb discovery.
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Affiliation(s)
- Julie Van Lent
- Department of Biosystems, Biosensors Group, KU Leuven, Leuven 3001, Belgium.
| | - Jolien Breukers
- Department of Biosystems, Biosensors Group, KU Leuven, Leuven 3001, Belgium.
| | - Karen Ven
- Department of Biosystems, Biosensors Group, KU Leuven, Leuven 3001, Belgium.
| | - Louanne Ampofo
- Department of Biosystems, Biosensors Group, KU Leuven, Leuven 3001, Belgium.
- Laboratory for Therapeutic and Diagnostic Antibodies, KU Leuven, Leuven 3000, Belgium
| | - Sara Horta
- Laboratory for Thrombosis Research, IRF Life Sciences, KU Leuven Campus Kulak Kortrijk, Kortrijk 8500, Belgium
| | - Francesca Pollet
- Department of Biosystems, Biosensors Group, KU Leuven, Leuven 3001, Belgium.
| | - Maya Imbrechts
- Laboratory for Therapeutic and Diagnostic Antibodies, KU Leuven, Leuven 3000, Belgium
- PharmAbs, The KU Leuven Antibody Center, KU Leuven, Leuven 3000, Belgium
| | - Nick Geukens
- PharmAbs, The KU Leuven Antibody Center, KU Leuven, Leuven 3000, Belgium
| | - Karen Vanhoorelbeke
- Laboratory for Thrombosis Research, IRF Life Sciences, KU Leuven Campus Kulak Kortrijk, Kortrijk 8500, Belgium
- PharmAbs, The KU Leuven Antibody Center, KU Leuven, Leuven 3000, Belgium
| | - Paul Declerck
- Laboratory for Therapeutic and Diagnostic Antibodies, KU Leuven, Leuven 3000, Belgium
- PharmAbs, The KU Leuven Antibody Center, KU Leuven, Leuven 3000, Belgium
| | - Jeroen Lammertyn
- Department of Biosystems, Biosensors Group, KU Leuven, Leuven 3001, Belgium.
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12
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Simons JF, Lim YW, Carter KP, Wagner EK, Wayham N, Adler AS, Johnson DS. Affinity maturation of antibodies by combinatorial codon mutagenesis versus error-prone PCR. MAbs 2021; 12:1803646. [PMID: 32744131 PMCID: PMC7531523 DOI: 10.1080/19420862.2020.1803646] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
IN VITRO affinity maturation of therapeutic monoclonal antibodies is commonly applied to achieve desired properties, such as improved binding kinetics and affinity. Currently there are no universally accepted protocols for generation of variegated antibody libraries or selection thereof. Here, we performed affinity maturation using a yeast-based single-chain variable fragment (scFv) expression system to compare two mutagenesis methods: random mutagenesis across the entire V(D)J region by error-prone PCR, and a novel combinatorial mutagenesis process limited to the complementarity-determining regions (CDRs). We applied both methods of mutagenesis to four human antibodies against well-known immuno-oncology target proteins. Detailed sequence analysis showed an even mutational distribution across the entire length of the scFv for the error-prone PCR method and an almost exclusive targeting of the CDRs for the combinatorial method. Though there were distinct mutagenesis profiles for each target antibody and mutagenesis method, we found that both methods improved scFv affinity with similar efficiency. When a subset of the affinity-matured antibodies was expressed as full-length immunoglobulin, the measured affinity constants were mostly comparable to those of the respective scFv, but the full-length antibodies were inferior to their scFv counterparts for one of the targets. Furthermore, we found that improved affinity for the full-length antibody did not always translate into enhanced binding to cell-surface expressed antigen or improved immune checkpoint blocking ability, suggesting that screening with full-length antibody or antigen-binding fragment formats might be advantageous and the subject of a future study.
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13
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Prabakaran P, Rao SP, Wendt M. Animal immunization merges with innovative technologies: A new paradigm shift in antibody discovery. MAbs 2021; 13:1924347. [PMID: 33947305 PMCID: PMC8118498 DOI: 10.1080/19420862.2021.1924347] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
Animal-derived antibody sources, particularly, transgenic mice that are engineered with human immunoglobulin loci, along with advanced antibody generation technology platforms have facilitated the discoveries of human antibody therapeutics. For example, isolation of antigen-specific B cells, microfluidics, and next-generation sequencing have emerged as powerful tools for identifying and developing monoclonal antibodies (mAbs). These technologies enable not only antibody drug discovery but also lead to the understanding of B cell biology, immune mechanisms and immunogenetics of antibodies. In this perspective article, we discuss the scientific merits of animal immunization combined with advanced methods for antibody generation as compared to animal-free alternatives through in-vitro-generated antibody libraries. The knowledge gained from animal-derived antibodies concerning the recombinational diversity, somatic hypermutation patterns, and physiochemical properties is found more valuable and prerequisite for developing in vitro libraries, as well as artificial intelligence/machine learning methods to discover safe and effective mAbs.
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Affiliation(s)
- Ponraj Prabakaran
- Biologics Research US, Global Large Molecules Research, Sanofi, Framingham, MA, USA
| | - Sambasiva P Rao
- Biologics Research US, Global Large Molecules Research, Sanofi, Framingham, MA, USA
| | - Maria Wendt
- Biologics Research US, Global Large Molecules Research, Sanofi, Framingham, MA, USA
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14
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Valldorf B, Hinz SC, Russo G, Pekar L, Mohr L, Klemm J, Doerner A, Krah S, Hust M, Zielonka S. Antibody display technologies: selecting the cream of the crop. Biol Chem 2021; 403:455-477. [PMID: 33759431 DOI: 10.1515/hsz-2020-0377] [Citation(s) in RCA: 60] [Impact Index Per Article: 20.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2020] [Accepted: 03/05/2021] [Indexed: 02/07/2023]
Abstract
Antibody display technologies enable the successful isolation of antigen-specific antibodies with therapeutic potential. The key feature that facilitates the selection of an antibody with prescribed properties is the coupling of the protein variant to its genetic information and is referred to as genotype phenotype coupling. There are several different platform technologies based on prokaryotic organisms as well as strategies employing higher eukaryotes. Among those, phage display is the most established system with more than a dozen of therapeutic antibodies approved for therapy that have been discovered or engineered using this approach. In recent years several other technologies gained a certain level of maturity, most strikingly mammalian display. In this review, we delineate the most important selection systems with respect to antibody generation with an emphasis on recent developments.
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Affiliation(s)
- Bernhard Valldorf
- Chemical and Pharmaceutical Development, Merck KGaA, Frankfurter Strasse 250, D-64293Darmstadt, Germany
| | - Steffen C Hinz
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Alarich-Weiss-Strasse 4, D-64287Darmstadt, Germany
| | - Giulio Russo
- Abcalis GmbH, Inhoffenstrasse 7, D-38124Braunschweig, Germany.,Institut für Biochemie, Biotechnologie und Bioinformatik, Technische Universität Braunschweig, Spielmannstrasse 7, D-38106Braunschweig, Germany
| | - Lukas Pekar
- Protein Engineering and Antibody Technologies, Merck KGaA, Frankfurter Strasse 250, D-64293Darmstadt, Germany
| | - Laura Mohr
- Institute of Cell Biology and Neuroscience and Buchmann Institute for Molecular Life Sciences, University of Frankfurt, Max-von-Laue-Strasse 13, D-60438Frankfurt am Main, Germany
| | - Janina Klemm
- Institute for Organic Chemistry and Biochemistry, Technische Universität Darmstadt, Alarich-Weiss-Strasse 4, D-64287Darmstadt, Germany
| | - Achim Doerner
- Protein Engineering and Antibody Technologies, Merck KGaA, Frankfurter Strasse 250, D-64293Darmstadt, Germany
| | - Simon Krah
- Protein Engineering and Antibody Technologies, Merck KGaA, Frankfurter Strasse 250, D-64293Darmstadt, Germany
| | - Michael Hust
- Institut für Biochemie, Biotechnologie und Bioinformatik, Technische Universität Braunschweig, Spielmannstrasse 7, D-38106Braunschweig, Germany
| | - Stefan Zielonka
- Protein Engineering and Antibody Technologies, Merck KGaA, Frankfurter Strasse 250, D-64293Darmstadt, Germany
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15
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A single donor is sufficient to produce a highly functional in vitro antibody library. Commun Biol 2021; 4:350. [PMID: 33742103 PMCID: PMC7979914 DOI: 10.1038/s42003-021-01881-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 02/19/2021] [Indexed: 01/31/2023] Open
Abstract
Antibody complementarity determining region diversity has been considered to be the most important metric for the production of a functional antibody library. Generally, the greater the antibody library diversity, the greater the probability of selecting a diverse array of high affinity leads. According to this paradigm, the primary means of elevating library diversity has been by increasing the number of donors. In the present study we explored the possibility of creating an in vitro antibody library from a single healthy individual, showing that the number of lymphocytes, rather than the number of donors, is the key criterion in the production of a diverse and functional antibody library. We describe the construction of a high-quality phage display library comprising 5 × 109 human antibodies by applying an efficient B cell extraction protocol from a single donor and a targeted V-gene amplification strategy favoring specific antibody families for their improved developability profiles. Each step of the library generation process was followed and validated by next generation sequencing to monitor the library quality and diversity. The functionality of the library was tested using several therapeutically relevant targets for which a vast number of different antibodies with desired biophysical properties were obtained.
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16
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Saka K, Kakuzaki T, Metsugi S, Kashiwagi D, Yoshida K, Wada M, Tsunoda H, Teramoto R. Antibody design using LSTM based deep generative model from phage display library for affinity maturation. Sci Rep 2021; 11:5852. [PMID: 33712669 PMCID: PMC7955064 DOI: 10.1038/s41598-021-85274-7] [Citation(s) in RCA: 52] [Impact Index Per Article: 17.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Accepted: 02/26/2021] [Indexed: 01/25/2023] Open
Abstract
Molecular evolution is an important step in the development of therapeutic antibodies. However, the current method of affinity maturation is overly costly and labor-intensive because of the repetitive mutation experiments needed to adequately explore sequence space. Here, we employed a long short term memory network (LSTM)—a widely used deep generative model—based sequence generation and prioritization procedure to efficiently discover antibody sequences with higher affinity. We applied our method to the affinity maturation of antibodies against kynurenine, which is a metabolite related to the niacin synthesis pathway. Kynurenine binding sequences were enriched through phage display panning using a kynurenine-binding oriented human synthetic Fab library. We defined binding antibodies using a sequence repertoire from the NGS data to train the LSTM model. We confirmed that likelihood of generated sequences from a trained LSTM correlated well with binding affinity. The affinity of generated sequences are over 1800-fold higher than that of the parental clone. Moreover, compared to frequency based screening using the same dataset, our machine learning approach generated sequences with greater affinity.
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Affiliation(s)
- Koichiro Saka
- Research Division, Chugai Pharmaceutical Co., Ltd, Kamakura, Kanagawa, Japan
| | - Taro Kakuzaki
- Research Division, Chugai Pharmaceutical Co., Ltd, Kamakura, Kanagawa, Japan
| | - Shoichi Metsugi
- Research Division, Chugai Pharmaceutical Co., Ltd, Kamakura, Kanagawa, Japan
| | - Daiki Kashiwagi
- Research Division, Chugai Pharmaceutical Co., Ltd, Gotemba, Shizuoka, Japan
| | - Kenji Yoshida
- Research Division, Chugai Pharmaceutical Co., Ltd, Kamakura, Kanagawa, Japan
| | - Manabu Wada
- Research Division, Chugai Pharmaceutical Co., Ltd, Kamakura, Kanagawa, Japan
| | - Hiroyuki Tsunoda
- Research Division, Chugai Pharmaceutical Co., Ltd, Kamakura, Kanagawa, Japan
| | - Reiji Teramoto
- Research Division, Chugai Pharmaceutical Co., Ltd, Kamakura, Kanagawa, Japan.
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17
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Transgenic Animals for the Generation of Human Antibodies. LEARNING MATERIALS IN BIOSCIENCES 2021. [DOI: 10.1007/978-3-030-54630-4_5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
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18
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Marks C, Deane CM. How repertoire data are changing antibody science. J Biol Chem 2020; 295:9823-9837. [PMID: 32409582 DOI: 10.1074/jbc.rev120.010181] [Citation(s) in RCA: 24] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2020] [Revised: 04/28/2020] [Indexed: 12/13/2022] Open
Abstract
Antibodies are vital proteins of the immune system that recognize potentially harmful molecules and initiate their removal. Mammals can efficiently create vast numbers of antibodies with different sequences capable of binding to any antigen with high affinity and specificity. Because they can be developed to bind to many disease agents, antibodies can be used as therapeutics. In an organism, after antigen exposure, antibodies specific to that antigen are enriched through clonal selection, expansion, and somatic hypermutation. The antibodies present in an organism therefore report on its immune status, describe its innate ability to deal with harmful substances, and reveal how it has previously responded. Next-generation sequencing technologies are being increasingly used to query the antibody, or B-cell receptor (BCR), sequence repertoire, and the amount of BCR data in public repositories is growing. The Observed Antibody Space database, for example, currently contains over a billion sequences from 68 different studies. Repertoires are available that represent both the naive state (i.e. antigen-inexperienced) and that after immunization. This wealth of data has created opportunities to learn more about our immune system. In this review, we discuss the many ways in which BCR repertoire data have been or could be exploited. We highlight its utility for providing insights into how the naive immune repertoire is generated and how it responds to antigens. We also consider how structural information can be used to enhance these data and may lead to more accurate depictions of the sequence space and to applications in the discovery of new therapeutics.
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Affiliation(s)
- Claire Marks
- Department of Statistics, University of Oxford, Oxford, United Kingdom
| | - Charlotte M Deane
- Department of Statistics, University of Oxford, Oxford, United Kingdom
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19
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High-throughput single-cell activity-based screening and sequencing of antibodies using droplet microfluidics. Nat Biotechnol 2020; 38:715-721. [PMID: 32231335 DOI: 10.1038/s41587-020-0466-7] [Citation(s) in RCA: 114] [Impact Index Per Article: 28.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2018] [Accepted: 02/25/2020] [Indexed: 12/21/2022]
Abstract
Mining the antibody repertoire of plasma cells and plasmablasts could enable the discovery of useful antibodies for therapeutic or research purposes1. We present a method for high-throughput, single-cell screening of IgG-secreting primary cells to characterize antibody binding to soluble and membrane-bound antigens. CelliGO is a droplet microfluidics system that combines high-throughput screening for IgG activity, using fluorescence-based in-droplet single-cell bioassays2, with sequencing of paired antibody V genes, using in-droplet single-cell barcoded reverse transcription. We analyzed IgG repertoire diversity, clonal expansion and somatic hypermutation in cells from mice immunized with a vaccine target, a multifunctional enzyme or a membrane-bound cancer target. Immunization with these antigens yielded 100-1,000 IgG sequences per mouse. We generated 77 recombinant antibodies from the identified sequences and found that 93% recognized the soluble antigen and 14% the membrane antigen. The platform also allowed recovery of ~450-900 IgG sequences from ~2,200 IgG-secreting activated human memory B cells, activated ex vivo, demonstrating its versatility.
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20
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Ding R, Hung KC, Mitra A, Ung LW, Lightwood D, Tu R, Starkie D, Cai L, Mazutis L, Chong S, Weitz DA, Heyman JA. Rapid isolation of antigen-specific B-cells using droplet microfluidics. RSC Adv 2020; 10:27006-27013. [PMID: 35515810 PMCID: PMC9055518 DOI: 10.1039/d0ra04328a] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2020] [Accepted: 06/30/2020] [Indexed: 12/19/2022] Open
Abstract
Monoclonal antibodies are powerful tools for scientific research and are the basis of numerous therapeutics. However, traditional approaches to generate monoclonal antibodies against a desired target, such as hybridoma-based techniques and display library methods, are laborious and suffer from fusion inefficiency and display bias, respectively. Here we present a platform, featuring droplet microfluidics and a bead-based binding assay, to rapidly identify and verify antigen-binding antibody sequences from primary cells. We used a defined mixture of hybridoma cells to characterize the system, sorting droplets at up to 100 Hz and isolating desired hybridoma cells, comprising 0.1% of the input, with a false positive rate of less than 1%. We then applied the system to once-frozen primary B-cells to isolate rare cells secreting target-binding antibody. We performed RT-PCR on individual sorted cells to recover the correctly paired heavy- and light-chain antibody sequences, and we used rapid cell-free protein synthesis to generate single-chain variable fragment-format (scFv) antibodies from fourteen of the sorted cells. Twelve of these showed antigen-specific binding by ELISA. Our platform facilitates screening animal B-cell repertoires within days at low cost, increasing both rate and range of discovering antigen-specific antibodies from living organisms. Further, these techniques can be adapted to isolate cells based on virtually any secreted product. We use a droplet-microfluidics-based platform to rapidly identify and isolate individual primary cells that secrete desired antibodies. We then retrieve the antibody-encoding sequences and create recombinant antibodies that bind the target protein.![]()
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Affiliation(s)
- Ruihua Ding
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
- Department of Chemistry and Chemical Biology
| | - Kuo-Chan Hung
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
| | - Anindita Mitra
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
| | - Lloyd W. Ung
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
| | | | - Ran Tu
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
- CAS Key Laboratory of Systems Microbial Biotechnology
| | | | - Liheng Cai
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
- Department of Materials Science and Engineering
| | - Linas Mazutis
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
- Vilnius University
| | | | - David A. Weitz
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
- Department of Physics
| | - John A. Heyman
- John A. Paulson School of Engineering and Applied Sciences
- Harvard University
- Cambridge
- USA
- SphereBio
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21
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Parola C, Neumeier D, Friedensohn S, Csepregi L, Di Tacchio M, Mason DM, Reddy ST. Antibody discovery and engineering by enhanced CRISPR-Cas9 integration of variable gene cassette libraries in mammalian cells. MAbs 2019; 11:1367-1380. [PMID: 31478465 PMCID: PMC6816377 DOI: 10.1080/19420862.2019.1662691] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
Antibody engineering in mammalian cells offers the important advantage of expression and screening of libraries in their native conformation, increasing the likelihood of generating candidates with more favorable molecular properties. Major advances in cellular engineering enabled by CRISPR-Cas9 genome editing have made it possible to expand the use of mammalian cells in biotechnological applications. Here, we describe an antibody engineering and screening approach where complete variable light (VL) and heavy (VH) chain cassette libraries are stably integrated into the genome of hybridoma cells by enhanced Cas9-driven homology-directed repair (HDR), resulting in their surface display and secretion. By developing an improved HDR donor format that utilizes in situ linearization, we are able to achieve >15-fold improvement of genomic integration, resulting in a screening workflow that only requires a simple plasmid electroporation. This proved suitable for different applications in antibody discovery and engineering. By integrating and screening an immune library obtained from the variable gene repertoire of an immunized mouse, we could isolate a diverse panel of >40 unique antigen-binding variants. Additionally, we successfully performed affinity maturation by directed evolution screening of an antibody library based on random mutagenesis, leading to the isolation of several clones with affinities in the picomolar range.
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Affiliation(s)
- Cristina Parola
- Department of Biosystems Science and Engineering, ETH Zürich , Basel , Switzerland
| | - Daniel Neumeier
- Department of Biosystems Science and Engineering, ETH Zürich , Basel , Switzerland
| | - Simon Friedensohn
- Department of Biosystems Science and Engineering, ETH Zürich , Basel , Switzerland
| | - Lucia Csepregi
- Department of Biosystems Science and Engineering, ETH Zürich , Basel , Switzerland
| | | | - Derek M Mason
- Department of Biosystems Science and Engineering, ETH Zürich , Basel , Switzerland
| | - Sai T Reddy
- Department of Biosystems Science and Engineering, ETH Zürich , Basel , Switzerland
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22
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Gjetting T, Gad M, Fröhlich C, Lindsted T, Melander MC, Bhatia VK, Grandal MM, Dietrich N, Uhlenbrock F, Galler GR, Strandh M, Lantto J, Bouquin T, Horak ID, Kragh M, Pedersen MW, Koefoed K. Sym021, a promising anti-PD1 clinical candidate antibody derived from a new chicken antibody discovery platform. MAbs 2019; 11:666-680. [PMID: 31046547 PMCID: PMC6601539 DOI: 10.1080/19420862.2019.1596514] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Discovery of therapeutic antibodies is a field of intense development, where immunization of rodents remains a major source of antibody candidates. However, high orthologue protein sequence homology between human and rodent species disfavors generation of antibodies against functionally conserved binding epitopes. Chickens are phylogenetically distant from mammals. Since chickens generate antibodies from a restricted set of germline genes, the possibility of adapting the Symplex antibody discovery platform to chicken immunoglobulin genes and combining it with high-throughput humanization of antibody frameworks by “mass complementarity-determining region grafting” was explored. Hence, wild type chickens were immunized with an immune checkpoint inhibitor programmed cell death 1 (PD1) antigen, and a repertoire of 144 antibodies was generated. The PD1 antibody repertoire was successfully humanized, and we found that most humanized antibodies retained affinity largely similar to that of the parental chicken antibodies. The lead antibody Sym021 blocked PD-L1 and PD-L2 ligand binding, resulting in elevated T-cell cytokine production in vitro. Detailed epitope mapping showed that the epitope recognized by Sym021 was unique compared to the clinically approved PD1 antibodies pembrolizumab and nivolumab. Moreover, Sym021 bound human PD1 with a stronger affinity (30 pM) compared to nivolumab and pembrolizumab, while also cross-reacting with cynomolgus and mouse PD1. This enabled direct testing of Sym021 in the syngeneic mouse in vivo cancer models and evaluation of preclinical toxicology in cynomolgus monkeys. Preclinical in vivo evaluation in various murine and human tumor models demonstrated a pronounced anti-tumor effect of Sym021, supporting its current evaluation in a Phase 1 clinical trial. Abbreviations: ADCC, antibody-dependent cellular cytotoxicity; CD, cluster of differentiation; CDC, complement-dependent cytotoxicity; CDR, complementarity determining region; DC, dendritic cell; ELISA, enzyme-linked immunosorbent assay; FACS, fluorescence activated cell sorting; FR, framework region; GM-CSF, granulocyte-macrophage colony-stimulating factor; HRP, horseradish peroxidase; IgG, immunoglobulin G; IL, interleukin; IFN, interferon; mAb, monoclonal antibody; MLR, mixed lymphocyte reaction; NK, natural killer; PBMC, peripheral blood mono-nuclear cell; PD1, programmed cell death 1; PDL1, programmed cell death ligand 1; RT-PCR, reverse transcription polymerase chain reaction; SEB, Staphylococcus Enterotoxin B; SPR, surface Plasmon Resonance; VL, variable part of light chain; VH, variable part of heavy chain
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Affiliation(s)
- Torben Gjetting
- a Antibody Discovery, Antibody Discovery , Ballerup , Denmark
| | - Monika Gad
- b Cancer Biology and Immunology, Symphogen A/S , Ballerup , Denmark
| | | | - Trine Lindsted
- b Cancer Biology and Immunology, Symphogen A/S , Ballerup , Denmark
| | | | - Vikram K Bhatia
- a Antibody Discovery, Antibody Discovery , Ballerup , Denmark
| | | | | | | | | | - Magnus Strandh
- a Antibody Discovery, Antibody Discovery , Ballerup , Denmark
| | - Johan Lantto
- d Global Research and Development, Symphogen A/S , Ballerup , Denmark
| | - Thomas Bouquin
- a Antibody Discovery, Antibody Discovery , Ballerup , Denmark
| | - Ivan D Horak
- d Global Research and Development, Symphogen A/S , Ballerup , Denmark
| | - Michael Kragh
- c Antibody Pharmacology, Symphogen A/S , Ballerup , Denmark
| | | | - Klaus Koefoed
- a Antibody Discovery, Antibody Discovery , Ballerup , Denmark
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23
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Lim CC, Choong YS, Lim TS. Cognizance of Molecular Methods for the Generation of Mutagenic Phage Display Antibody Libraries for Affinity Maturation. Int J Mol Sci 2019; 20:E1861. [PMID: 30991723 PMCID: PMC6515083 DOI: 10.3390/ijms20081861] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2019] [Revised: 04/10/2019] [Accepted: 04/12/2019] [Indexed: 12/25/2022] Open
Abstract
Antibodies leverage on their unique architecture to bind with an array of antigens. The strength of interaction has a direct relation to the affinity of the antibodies towards the antigen. In vivo affinity maturation is performed through multiple rounds of somatic hypermutation and selection in the germinal centre. This unique process involves intricate sequence rearrangements at the gene level via molecular mechanisms. The emergence of in vitro display technologies, mainly phage display and recombinant DNA technology, has helped revolutionize the way antibody improvements are being carried out in the laboratory. The adaptation of molecular approaches in vitro to replicate the in vivo processes has allowed for improvements in the way recombinant antibodies are designed and tuned. Combinatorial libraries, consisting of a myriad of possible antibodies, are capable of replicating the diversity of the natural human antibody repertoire. The isolation of target-specific antibodies with specific affinity characteristics can also be accomplished through modification of stringent protocols. Despite the ability to screen and select for high-affinity binders, some 'fine tuning' may be required to enhance antibody binding in terms of its affinity. This review will provide a brief account of phage display technology used for antibody generation followed by a summary of different combinatorial library characteristics. The review will focus on available strategies, which include molecular approaches, next generation sequencing, and in silico approaches used for antibody affinity maturation in both therapeutic and diagnostic applications.
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Affiliation(s)
- Chia Chiu Lim
- Institute for Research in Molecular Medicine, Universiti Sains Malaysia, Penang 11800, Malaysia.
| | - Yee Siew Choong
- Institute for Research in Molecular Medicine, Universiti Sains Malaysia, Penang 11800, Malaysia.
| | - Theam Soon Lim
- Institute for Research in Molecular Medicine, Universiti Sains Malaysia, Penang 11800, Malaysia.
- Analytical Biochemistry Research Centre, Universiti Sains Malaysia, Penang 11800, Malaysia.
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24
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Asensio MA, Lim YW, Wayham N, Stadtmiller K, Edgar RC, Leong J, Leong R, Mizrahi RA, Adams MS, Simons JF, Spindler MJ, Johnson DS, Adler AS. Antibody repertoire analysis of mouse immunization protocols using microfluidics and molecular genomics. MAbs 2019; 11:870-883. [PMID: 30898066 PMCID: PMC6601537 DOI: 10.1080/19420862.2019.1583995] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
Immunization of mice followed by hybridoma or B-cell screening is one of the most common antibody discovery methods used to generate therapeutic monoclonal antibody (mAb) candidates. There are a multitude of different immunization protocols that can generate an immune response in animals. However, an extensive analysis of the antibody repertoires that these alternative immunization protocols can generate has not been performed. In this study, we immunized mice that transgenically express human antibodies with either programmed cell death 1 protein or cytotoxic T-lymphocyte associated protein 4 using four different immunization protocols, and then utilized a single cell microfluidic platform to generate tissue-specific, natively paired immunoglobulin (Ig) repertoires from each method and enriched for target-specific binders using yeast single-chain variable fragment (scFv) display. We deep sequenced the scFv repertoires from both the pre-sort and post-sort libraries. All methods and both targets yielded similar oligoclonality, variable (V) and joining (J) gene usage, and divergence from germline of enriched libraries. However, there were differences between targets and/or immunization protocols for overall clonal counts, complementarity-determining region 3 (CDR3) length, and antibody/CDR3 sequence diversity. Our data suggest that, although different immunization protocols may generate a response to an antigen, performing multiple immunization protocols in parallel can yield greater Ig diversity. We conclude that modern microfluidic methods, followed by an extensive molecular genomic analysis of antibody repertoires, can be used to quickly analyze new immunization protocols or mouse platforms.
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Affiliation(s)
| | | | | | | | | | | | - Renee Leong
- a GigaGen Inc ., South San Francisco , CA , USA
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25
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Faber MS, Whitehead TA. Data-driven engineering of protein therapeutics. Curr Opin Biotechnol 2019; 60:104-110. [PMID: 30822697 DOI: 10.1016/j.copbio.2019.01.015] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/04/2018] [Revised: 11/16/2018] [Accepted: 01/21/2019] [Indexed: 12/26/2022]
Abstract
Protein therapeutics requires a series of properties beyond biochemical activity, including serum stability, low immunogenicity, and manufacturability. Mutations that improve one property often decrease one or more of the other essential requirements for therapeutic efficacy, making the protein engineering challenge difficult. The past decade has seen an explosion of new techniques centered around cheaply reading and writing DNA. This review highlights the recent use of such high throughput technologies for engineering protein therapeutics. Examples include the use of human antibody repertoire sequence data to pair antibody heavy and light chains, comprehensive mutational analysis for engineering antibody specificity, and the use of ancestral and inter-species sequence data to engineer simultaneous improvements in enzyme catalytic efficiency and stability. We conclude with a perspective on further ways to integrate mature protein engineering pipelines with the exponential increases in the volume of sequencing data expected in the forthcoming decade.
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Affiliation(s)
- Matthew S Faber
- Dept. Biochemistry and Molecular Biology, Michigan State University, East Lansing, MI 48824, United States
| | - Timothy A Whitehead
- Dept. of Chemical Engineering & Materials Science, Michigan State University, East Lansing, MI 48824, United States; Dept. of Biosystems Engineering, Michigan State University, East Lansing, MI 48824, United States; Dept. of Biomedical Engineering, Michigan State University, East Lansing, MI 48824, United States; Institute for Quantitative Biology, Michigan State University, East Lansing, MI 48824, United States.
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26
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Medina-Cucurella AV, Mizrahi RA, Asensio MA, Edgar RC, Leong J, Leong R, Lim YW, Nelson A, Niedecken AR, Simons JF, Spindler MJ, Stadtmiller K, Wayham N, Adler AS, Johnson DS. Preferential Identification of Agonistic OX40 Antibodies by Using Cell Lysate to Pan Natively Paired, Humanized Mouse-Derived Yeast Surface Display Libraries. Antibodies (Basel) 2019; 8:antib8010017. [PMID: 31544823 PMCID: PMC6640694 DOI: 10.3390/antib8010017] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2019] [Revised: 02/12/2019] [Accepted: 02/14/2019] [Indexed: 12/18/2022] Open
Abstract
To discover therapeutically relevant antibody candidates, many groups use mouse immunization followed by hybridoma generation or B cell screening. One modern approach is to screen B cells by generating natively paired single chain variable fragment (scFv) display libraries in yeast. Such methods typically rely on soluble antigens for scFv library screening. However, many therapeutically relevant cell-surface targets are difficult to express in a soluble protein format, complicating discovery. In this study, we developed methods to screen humanized mouse-derived yeast scFv libraries using recombinant OX40 protein in cell lysate. We used deep sequencing to compare screening with cell lysate to screening with soluble OX40 protein, in the context of mouse immunizations using either soluble OX40 or OX40-expressing cells and OX40-encoding DNA vector. We found that all tested methods produce a unique diversity of scFv binders. However, when we reformatted forty-one of these scFv as full-length monoclonal antibodies (mAbs), we observed that mAbs identified using soluble antigen immunization with cell lysate sorting always bound cell surface OX40, whereas other methods had significant false positive rates. Antibodies identified using soluble antigen immunization and cell lysate sorting were also significantly more likely to activate OX40 in a cellular assay. Our data suggest that sorting with OX40 protein in cell lysate is more likely than other methods to retain the epitopes required for antibody-mediated OX40 agonism.
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Affiliation(s)
- Angélica V Medina-Cucurella
- Department of Chemical Engineering and Material Science, Michigan State University, East Lansing, MI 48824, USA.
| | - Rena A Mizrahi
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Michael A Asensio
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Robert C Edgar
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Jackson Leong
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Renee Leong
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Yoong Wearn Lim
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Ayla Nelson
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Ariel R Niedecken
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Jan Fredrik Simons
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Matthew J Spindler
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Kacy Stadtmiller
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Nicholas Wayham
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - Adam S Adler
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
| | - David S Johnson
- GigaGen Inc., One Tower Place, Suite 750, South San Francisco, CA 94080, USA.
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27
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Segaliny AI, Li G, Kong L, Ren C, Chen X, Wang JK, Baltimore D, Wu G, Zhao W. Functional TCR T cell screening using single-cell droplet microfluidics. LAB ON A CHIP 2018; 18:3733-3749. [PMID: 30397689 PMCID: PMC6279597 DOI: 10.1039/c8lc00818c] [Citation(s) in RCA: 106] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Adoptive T cell transfer, in particular TCR T cell therapy, holds great promise for cancer immunotherapy with encouraging clinical results. However, finding the right TCR T cell clone is a tedious, time-consuming, and costly process. Thus, there is a critical need for single cell technologies to conduct fast and multiplexed functional analyses followed by recovery of the clone of interest. Here, we use droplet microfluidics for functional screening and real-time monitoring of single TCR T cell activation upon recognition of target tumor cells. Notably, our platform includes a tracking system for each clone as well as a sorting procedure with 100% specificity validated by downstream single cell reverse-transcription PCR and sequencing of TCR chains. Our TCR screening prototype will facilitate immunotherapeutic screening and development of T cell therapies.
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MESH Headings
- Antigens, Neoplasm/chemistry
- Antigens, Neoplasm/metabolism
- Cell Line, Tumor
- Equipment Design
- Humans
- Immunotherapy, Adoptive
- Microfluidic Analytical Techniques/instrumentation
- Neoplasms/therapy
- Receptors, Antigen, T-Cell/analysis
- Receptors, Antigen, T-Cell/chemistry
- Receptors, Antigen, T-Cell/metabolism
- Single-Cell Analysis/instrumentation
- Single-Cell Analysis/methods
- T-Lymphocytes/chemistry
- T-Lymphocytes/cytology
- T-Lymphocytes/metabolism
- T-Lymphocytes/transplantation
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Affiliation(s)
- Aude I. Segaliny
- Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, CA 92697, U.S.A
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Edwards Life Sciences Center for Advanced Cardiovascular Technology, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biomedical Engineering, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA 92697, U.S.A
| | - Guideng Li
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, U.S.A
- Center of Systems Medicine, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100005, China
- Suzhou Institute of Systems Medicine, Suzhou 215123, China
| | - Lingshun Kong
- Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, CA 92697, U.S.A
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Edwards Life Sciences Center for Advanced Cardiovascular Technology, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biomedical Engineering, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA 92697, U.S.A
| | - Ci Ren
- Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, CA 92697, U.S.A
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Edwards Life Sciences Center for Advanced Cardiovascular Technology, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biomedical Engineering, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA 92697, U.S.A
| | - Xiaoming Chen
- Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, CA 92697, U.S.A
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Edwards Life Sciences Center for Advanced Cardiovascular Technology, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biomedical Engineering, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA 92697, U.S.A
| | - Jessica K. Wang
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, U.S.A
| | - David Baltimore
- Division of Biology and Biological Engineering, California Institute of Technology, Pasadena, CA 91125, U.S.A
| | - Guikai Wu
- Amberstone Biosciences LLC, Irvine, CA 92617, U.S.A
| | - Weian Zhao
- Sue and Bill Gross Stem Cell Research Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Pharmaceutical Sciences, University of California, Irvine, Irvine, CA 92697, U.S.A
- Chao Family Comprehensive Cancer Center, University of California, Irvine, Irvine, CA 92697, U.S.A
- Edwards Life Sciences Center for Advanced Cardiovascular Technology, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biomedical Engineering, University of California, Irvine, Irvine, CA 92697, U.S.A
- Department of Biological Chemistry, University of California, Irvine, Irvine, CA 92697, U.S.A
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