51
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The state-of-play and future of antibody therapeutics. Adv Drug Deliv Rev 2017; 122:2-19. [PMID: 27916504 DOI: 10.1016/j.addr.2016.11.004] [Citation(s) in RCA: 185] [Impact Index Per Article: 26.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2016] [Revised: 11/26/2016] [Accepted: 11/28/2016] [Indexed: 12/22/2022]
Abstract
It has been over four decades since the development of monoclonal antibodies (mAbs) using a hybridoma cell line was first reported. Since then more than thirty therapeutic antibodies have been marketed, mostly as oncology, autoimmune and inflammatory therapeutics. While antibodies are very efficient, their cost-effectiveness has always been discussed owing to their high costs, accumulating to more than one billion dollars from preclinical development through to market approval. Because of this, therapeutic antibodies are inaccessible to some patients in both developed and developing countries. The growing interest in biosimilar antibodies as affordable versions of therapeutic antibodies may provide alternative treatment options as well potentially decreasing costs. As certain markets begin to capitalize on this opportunity, regulatory authorities continue to refine the requirements for demonstrating quality, efficacy and safety of biosimilar compared to originator products. In addition to biosimilars, innovations in antibody engineering are providing the opportunity to design biobetter antibodies with improved properties to maximize efficacy. Enhancing effector function, antibody drug conjugates (ADC) or targeting multiple disease pathways via multi-specific antibodies are being explored. The manufacturing process of antibodies is also moving forward with advancements relating to host cell production and purification processes. Studies into the physical and chemical degradation pathways of antibodies are contributing to the design of more stable proteins guided by computational tools. Moreover, the delivery and pharmacokinetics of antibody-based therapeutics are improving as optimized formulations are pursued through the implementation of recent innovations in the field.
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52
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Upgrading Affinity Screening Experiments by Analysis of Next-Generation Sequencing Data. Methods Mol Biol 2017; 1701:411-424. [PMID: 29116519 DOI: 10.1007/978-1-4939-7447-4_23] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Computational analysis of next-generation sequencing data (NGS; also termed deep sequencing) enables the analysis of affinity screening procedures (or biopanning experiments) in an unprecedented depth and therewith improves the identification of relevant peptide or antibody ligands with desired binding or functional properties. Virtually any selection methodology employing the direct physical linkage of geno- and phenotype to select for desired properties can be leveraged by computational analysis. This article describes a concept how relevant ligands can be identified by harnessing NGS data. Thereby, the focus lays on improved ligand identification and describes how NGS data can be structured for single-round analysis as well as for comparative analysis of multiple selection rounds. Especially, the comparative analysis opens new avenues in the field of ligand identification. The concept of computational analysis is described at the example of the software tool "AptaAnalyzer TM ." This intuitive tool was developed for scientists without special computer skills and makes the computational approach accessible to a broad user range.
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53
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Metasecretome Phage Display. Methods Mol Biol 2017. [PMID: 29116525 DOI: 10.1007/978-1-4939-7447-4_29] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
Metasecretome is a collection of cell-surface and secreted proteins that mediate interactions between microbial communities and their environment. These include adhesins, enzymes, surface structures such as pili or flagella, vaccine targets or proteins responsible for immune evasion. Traditional approaches to exploring matasecretome of complex microbial communities via cultivation of microorganisms and screening of individual strains fail to sample extraordinary diversity in these communities, since only a limited fraction of microorganisms are represented by cultures. Advances in culture-independent sequence analysis methods, collectively referred to as metagenomics, offer an alternative approach that enables the direct analysis of collective microbial genomes (metagenome) recovered from environmental samples. This protocol describes a method, metasecretome phage display, which selectively displays the metasecretome portion of the metagenome. The metasecretome library can then be used for two purposes: (1) to sequence the entire metasecretome (using PacBio technology); (2) to identify metasecretome proteins that have a specific function of interest by affinity-screening (bio-panning) using a variety of methods described in other chapters of this volume.
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54
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Parola C, Neumeier D, Reddy ST. Integrating high-throughput screening and sequencing for monoclonal antibody discovery and engineering. Immunology 2017; 153:31-41. [PMID: 28898398 DOI: 10.1111/imm.12838] [Citation(s) in RCA: 62] [Impact Index Per Article: 8.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2017] [Revised: 09/06/2017] [Accepted: 09/06/2017] [Indexed: 12/14/2022] Open
Abstract
Monoclonal antibody discovery and engineering is a field that has traditionally been dominated by high-throughput screening platforms (e.g. hybridomas and surface display). In recent years the emergence of high-throughput sequencing has made it possible to obtain large-scale information on antibody repertoire diversity. Additionally, it has now become more routine to perform high-throughput sequencing on antibody repertoires to also directly discover antibodies. In this review, we provide an overview of the progress in this field to date and show how high-throughput screening and sequencing are converging to deliver powerful new workflows for monoclonal antibody discovery and engineering.
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Affiliation(s)
- Cristina Parola
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland.,Life Science Zurich Graduate School, Systems Biology, ETH Zurich, University of Zurich, Zurich, Switzerland
| | - Daniel Neumeier
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland
| | - Sai T Reddy
- Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland
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55
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Ito Y. Development of a Rapid Identification Method for a Variety of Antibody Candidates Using High-throughput Sequencing. YAKUGAKU ZASSHI 2017; 137:823-830. [PMID: 28674295 DOI: 10.1248/yakushi.16-00252-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Abstract
As an alternative to hybridoma technology, the antibody phage library system can also be used for antibody selection. This method enables the isolation of antigen-specific binders through an in vitro selection process known as biopanning. While it has several advantages, such as an avoidance of animal immunization, the phage cloning and screening steps of biopanning are time-consuming and problematic. Here, we introduce a novel biopanning method combined with high-throughput sequencing (HTS) using a next-generation sequencer (NGS) to save time and effort in antibody selection, and to increase the diversity of acquired antibody sequences. Biopannings against a target antigen were performed using a human single chain Fv (scFv) antibody phage library. VH genes in pooled phages at each round of biopanning were analyzed by HTS on a NGS. The obtained data were trimmed, merged, and translated into amino acid sequences. The frequencies (%) of the respective VH sequences at each biopanning step were calculated, and the amplification factor (change of frequency through biopanning) was obtained to estimate the potential for antigen binding. A phylogenetic tree was drawn using the top 50 VH sequences with high amplification factors. Representative VH sequences forming the cluster were then picked up and used to reconstruct scFv genes harboring these VHs. Their derived scFv-Fc fusion proteins showed clear antigen binding activity. These results indicate that a combination of biopanning and HTS enables the rapid and comprehensive identification of specific binders from antibody phage libraries.
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Affiliation(s)
- Yuji Ito
- Department of Chemistry and Bioscience, Graduate School of Science and Engineering, Kagoshima University
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56
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Deyle K, Kong XD, Heinis C. Phage Selection of Cyclic Peptides for Application in Research and Drug Development. Acc Chem Res 2017; 50:1866-1874. [PMID: 28719188 DOI: 10.1021/acs.accounts.7b00184] [Citation(s) in RCA: 102] [Impact Index Per Article: 14.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Cyclic peptides can bind to protein targets with high affinities and selectivities, which makes them an attractive modality for the development of research reagents and therapeutics. Additional properties, including low inherent toxicity, efficient chemical synthesis, and facile modification with labels or immobilization reagents, increase their attractiveness. Cyclic peptide ligands against a wide range of protein targets have been isolated from natural sources such as bacteria, fungi, plants, and animals. Many of them are currently used as research tools, and several have found application as therapeutics, such as the peptide hormones oxytocin and vasopressin and the antibiotics vancomycin and daptomycin, proving the utility of cyclic peptides in research and medicine. With the advent of phage display and other in vitro evolution techniques, it has become possible to generate cyclic peptide binders to diverse protein targets for which no natural peptides have been discovered. A highly robust and widely applied approach is based on the cyclization of peptides displayed on phage via a disulfide bridge. Disulfide-cyclized peptide ligands to more than a hundred different proteins have been reported in the literature. Technology advances achieved over the last three decades, including methods for generating larger phage display libraries, improved phage panning protocols, new cyclic peptide formats, and high-throughput sequencing, have enabled the generation of cyclic peptides with ever better binding affinities to more challenging targets. A relatively new cyclic peptide format developed using phage display involves bicyclic peptides. These molecules consist of two macrocyclic peptide rings cyclized through a chemical linker. Compared to monocyclic peptides of comparable molecular mass, bicyclic peptides are more constrained in their conformation. As a result, they can bind to their targets with a higher affinity and are more resistant to proteolytic degradation. Phage-encoded bicyclic peptides are generated by chemically cyclizing random peptide libraries on phage. Binders are identified by conventional phage panning and DNA sequencing. Next-generation sequencing and new sequence alignment tools have enabled the rapid identification of bicyclic peptides. Bicyclic peptide ligands were developed against a range of diverse target classes including enzymes, receptors, and cytokines. Most ligands bind with nanomolar affinities, with some reaching the picomolar range. To date, several bicyclic peptides have been positively evaluated in preclinical studies, and the first clinical tests are in sight. While bicyclic peptide phage display was developed with therapeutic applications in mind, these peptides are increasingly used as research tools for target evaluation or as basic research probes as well. Given the efficient development method, the ease of synthesis and handling, and the favorable binding and biophysical properties, bicyclic peptides are being developed against more and more targets, ever increasing their potential applications in research and medicine.
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Affiliation(s)
- Kaycie Deyle
- Institute of Chemical Sciences
and Engineering, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Xu-Dong Kong
- Institute of Chemical Sciences
and Engineering, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
| | - Christian Heinis
- Institute of Chemical Sciences
and Engineering, Ecole Polytechnique Fédérale de Lausanne (EPFL), CH-1015 Lausanne, Switzerland
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57
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Kennedy PJ, Oliveira C, Granja PL, Sarmento B. Monoclonal antibodies: technologies for early discovery and engineering. Crit Rev Biotechnol 2017; 38:394-408. [PMID: 28789584 DOI: 10.1080/07388551.2017.1357002] [Citation(s) in RCA: 39] [Impact Index Per Article: 5.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/10/2023]
Abstract
Antibodies are essential in modern life sciences biotechnology. Their architecture and diversity allow for high specificity and affinity to a wide array of biochemicals. Combining monoclonal antibody (mAb) technology with recombinant DNA and protein expression links antibody genotype with phenotype. Yet, the ability to select and screen for high affinity binders from recombinantly-displayed, combinatorial libraries unleashes the true power of mAbs and a flood of clinical applications. The identification of novel antibodies can be accomplished by a myriad of in vitro display technologies from the proven (e.g. phage) to the emerging (e.g. mammalian cell and cell-free) based on affinity binding as well as function. Lead candidates can be further engineered for increased affinity and half-life, reduced immunogenicity and/or enhanced manufacturing, and storage capabilities. This review begins with antibody biology and how the structure and genetic machinery relate to function, diversity, and in vivo affinity maturation and follows with the general requirements of (therapeutic) antibody discovery and engineering with an emphasis on in vitro display technologies. Throughout, we highlight where antibody biology inspires technology development and where high-throughput, "big data" and in silico strategies are playing an increasing role. Antibodies dominate the growing class of targeted therapeutics, alone or as bioconjugates. However, their versatility extends to research, diagnostics, and beyond.
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Affiliation(s)
- Patrick J Kennedy
- a i3S - Instituto de Investigação e Inovação em Saúde , Universidade do Porto , Porto , Portugal.,b INEB - Instituto de Engenharia Biomédica , Universidade do Porto , Porto , Portugal.,c IPATIMUP - Instituto de Patologia e Imunologia Molecular da Universidade do Porto , Porto , Portugal.,d ICBAS - Instituto de Ciências Biomédicas Abel Salazar , Universidade do Porto , Porto , Portugal
| | - Carla Oliveira
- a i3S - Instituto de Investigação e Inovação em Saúde , Universidade do Porto , Porto , Portugal.,c IPATIMUP - Instituto de Patologia e Imunologia Molecular da Universidade do Porto , Porto , Portugal
| | - Pedro L Granja
- a i3S - Instituto de Investigação e Inovação em Saúde , Universidade do Porto , Porto , Portugal.,b INEB - Instituto de Engenharia Biomédica , Universidade do Porto , Porto , Portugal.,d ICBAS - Instituto de Ciências Biomédicas Abel Salazar , Universidade do Porto , Porto , Portugal.,e Departmento de Engenharia Metalúrgica e de Materiais , FEUP - Faculdade de Engenharia da Universidade do Porto , Porto , Portugal
| | - Bruno Sarmento
- a i3S - Instituto de Investigação e Inovação em Saúde , Universidade do Porto , Porto , Portugal.,b INEB - Instituto de Engenharia Biomédica , Universidade do Porto , Porto , Portugal.,f CESPU , Instituto de Investigação e Formação Avançada em Ciências e Tecnologias da Saúde & Instituto Universitário de Ciências da Saúde , Gandra , Portugal
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58
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Zade HM, Keshavarz R, Shekarabi HSZ, Bakhshinejad B. Biased selection of propagation-related TUPs from phage display peptide libraries. Amino Acids 2017; 49:1293-1308. [DOI: 10.1007/s00726-017-2452-z] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Accepted: 06/09/2017] [Indexed: 10/19/2022]
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59
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Giudicelli V, Duroux P, Kossida S, Lefranc MP. IG and TR single chain fragment variable (scFv) sequence analysis: a new advanced functionality of IMGT/V-QUEST and IMGT/HighV-QUEST. BMC Immunol 2017; 18:35. [PMID: 28651553 PMCID: PMC5485737 DOI: 10.1186/s12865-017-0218-8] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2017] [Accepted: 06/16/2017] [Indexed: 11/15/2022] Open
Abstract
BACKGROUND IMGT®, the international ImMunoGeneTics information system® ( http://www.imgt.org ), was created in 1989 in Montpellier, France (CNRS and Montpellier University) to manage the huge and complex diversity of the antigen receptors, and is at the origin of immunoinformatics, a science at the interface between immunogenetics and bioinformatics. Immunoglobulins (IG) or antibodies and T cell receptors (TR) are managed and described in the IMGT® databases and tools at the level of receptor, chain and domain. The analysis of the IG and TR variable (V) domain rearranged nucleotide sequences is performed by IMGT/V-QUEST (online since 1997, 50 sequences per batch) and, for next generation sequencing (NGS), by IMGT/HighV-QUEST, the high throughput version of IMGT/V-QUEST (portal begun in 2010, 500,000 sequences per batch). In vitro combinatorial libraries of engineered antibody single chain Fragment variable (scFv) which mimic the in vivo natural diversity of the immune adaptive responses are extensively screened for the discovery of novel antigen binding specificities. However the analysis of NGS full length scFv (~850 bp) represents a challenge as they contain two V domains connected by a linker and there is no tool for the analysis of two V domains in a single chain. METHODS The functionality "Analyis of single chain Fragment variable (scFv)" has been implemented in IMGT/V-QUEST and, for NGS, in IMGT/HighV-QUEST for the analysis of the two V domains of IG and TR scFv. It proceeds in five steps: search for a first closest V-REGION, full characterization of the first V-(D)-J-REGION, then search for a second V-REGION and full characterization of the second V-(D)-J-REGION, and finally linker delimitation. RESULTS For each sequence or NGS read, positions of the 5'V-DOMAIN, linker and 3'V-DOMAIN in the scFv are provided in the 'V-orientated' sense. Each V-DOMAIN is fully characterized (gene identification, sequence description, junction analysis, characterization of mutations and amino changes). The functionality is generic and can analyse any IG or TR single chain nucleotide sequence containing two V domains, provided that the corresponding species IMGT reference directory is available. CONCLUSION The "Analysis of single chain Fragment variable (scFv)" implemented in IMGT/V-QUEST and, for NGS, in IMGT/HighV-QUEST provides the identification and full characterization of the two V domains of full-length scFv (~850 bp) nucleotide sequences from combinatorial libraries. The analysis can also be performed on concatenated paired chains of expressed antigen receptor IG or TR repertoires.
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Affiliation(s)
- Véronique Giudicelli
- IMGT®, the international ImMunoGeneTics information system®, Laboratoire d'ImmunoGénétique Moléculaire LIGM, Institut de Génétique Humaine IGH, UMR 9002, CNRS, Montpellier University, Montpellier, France.
| | - Patrice Duroux
- IMGT®, the international ImMunoGeneTics information system®, Laboratoire d'ImmunoGénétique Moléculaire LIGM, Institut de Génétique Humaine IGH, UMR 9002, CNRS, Montpellier University, Montpellier, France.
| | - Sofia Kossida
- IMGT®, the international ImMunoGeneTics information system®, Laboratoire d'ImmunoGénétique Moléculaire LIGM, Institut de Génétique Humaine IGH, UMR 9002, CNRS, Montpellier University, Montpellier, France.
| | - Marie-Paule Lefranc
- IMGT®, the international ImMunoGeneTics information system®, Laboratoire d'ImmunoGénétique Moléculaire LIGM, Institut de Génétique Humaine IGH, UMR 9002, CNRS, Montpellier University, Montpellier, France.
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60
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Fagète S, Botas-Perez L, Rossito-Borlat I, Adea K, Gueneau F, Ravn U, Rousseau F, Kosco-Vilbois M, Fischer N, Hartley O. Dual display: phage selection driven by co-engagement of two targets by two different antibody fragments. Protein Eng Des Sel 2017; 30:575-582. [DOI: 10.1093/protein/gzx021] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/07/2016] [Accepted: 04/13/2017] [Indexed: 01/03/2023] Open
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61
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Deschaght P, Vintém AP, Logghe M, Conde M, Felix D, Mensink R, Gonçalves J, Audiens J, Bruynooghe Y, Figueiredo R, Ramos D, Tanghe R, Teixeira D, Van de Ven L, Stortelers C, Dombrecht B. Large Diversity of Functional Nanobodies from a Camelid Immune Library Revealed by an Alternative Analysis of Next-Generation Sequencing Data. Front Immunol 2017; 8:420. [PMID: 28443097 PMCID: PMC5385344 DOI: 10.3389/fimmu.2017.00420] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2016] [Accepted: 03/24/2017] [Indexed: 12/21/2022] Open
Abstract
Next-generation sequencing (NGS) has been applied successfully to the field of therapeutic antibody discovery, often outperforming conventional screening campaigns which tend to identify only the more abundant selective antibody sequences. We used NGS to mine the functional nanobody repertoire from a phage-displayed camelid immune library directed to the recepteur d’origine nantais (RON) receptor kinase. Challenges to this application of NGS include accurate removal of read errors, correct identification of related sequences, and establishing meaningful inclusion criteria for sequences-of-interest. To this end, a sequence identity threshold was defined to separate unrelated full-length sequence clusters by exploring a large diverse set of publicly available nanobody sequences. When combined with majority-rule consensus building, applying this elegant clustering approach to the NGS data set revealed a wealth of >5,000-enriched candidate RON binders. The huge binding potential predicted by the NGS approach was explored through a set of randomly selected candidates: 90% were confirmed as RON binders, 50% of which functionally blocked RON in an ERK phosphorylation assay. Additional validation came from the correct prediction of all 35 RON binding nanobodies which were identified by a conventional screening campaign of the same immune library. More detailed characterization of a subset of RON binders revealed excellent functional potencies and a promising epitope diversity. In summary, our approach exposes the functional diversity and quality of the outbred camelid heavy chain-only immune response and confirms the power of NGS to identify large numbers of promising nanobodies.
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62
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Yang W, Yoon A, Lee S, Kim S, Han J, Chung J. Next-generation sequencing enables the discovery of more diverse positive clones from a phage-displayed antibody library. Exp Mol Med 2017; 49:e308. [PMID: 28336957 PMCID: PMC5382563 DOI: 10.1038/emm.2017.22] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2016] [Accepted: 12/22/2016] [Indexed: 12/19/2022] Open
Abstract
Phage display technology provides a powerful tool to screen a library for a binding molecule via an enrichment process. It has been adopted as a critical technology in the development of therapeutic antibodies. However, a major drawback of phage display technology is that because the degree of the enrichment cannot be controlled during the bio-panning process, it frequently results in a limited number of clones. In this study, we applied next-generation sequencing (NGS) to screen clones from a library and determine whether a greater number of clones can be identified using NGS than using conventional methods. Three chicken immune single-chain variable fragment (scFv) libraries were subjected to bio-panning on prostate-specific antigen (PSA). Phagemid DNA prepared from the original libraries as well as from the Escherichia coli pool after each round of bio-panning was analyzed using NGS, and the heavy chain complementarity-determining region 3 (HCDR3) sequences of the scFv clones were determined. Subsequently, through two-step linker PCR and cloning, the entire scFv gene was retrieved and analyzed for its reactivity to PSA in a phage enzyme immunoassay. After four rounds of bio-panning, the conventional colony screening method was performed for comparison. The scFv clones retrieved from NGS analysis included all clones identified by the conventional colony screening method as well as many additional clones. The enrichment of the HCDR3 sequence throughout the bio-panning process was a positive predictive factor for the selection of PSA-reactive scFv clones.
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Affiliation(s)
- Wonjun Yang
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Korea.,Department of Cancer Biology, Seoul National University College of Medicine, Seoul, Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Aerin Yoon
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Sanghoon Lee
- Department of Biochemistry, University of Utah School of Medicine, Salt Lake City, UT, USA
| | - Soohyun Kim
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Korea.,Department of Cancer Biology, Seoul National University College of Medicine, Seoul, Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Jungwon Han
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
| | - Junho Chung
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Korea.,Department of Cancer Biology, Seoul National University College of Medicine, Seoul, Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Korea
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63
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Lopez T, Nam DH, Kaihara E, Mustafa Z, Ge X. Identification of highly selective MMP-14 inhibitory Fabs by deep sequencing. Biotechnol Bioeng 2017; 114:1140-1150. [PMID: 28090632 DOI: 10.1002/bit.26248] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/28/2016] [Revised: 01/02/2017] [Accepted: 01/08/2017] [Indexed: 02/01/2023]
Abstract
Matrix metalloproteinase (MMP)-14 is an important target for cancer treatment due to its critical roles in tumor invasion and metastasis. Previous failures of all compound-based broad-spectrum MMP inhibitors in clinical trials suggest that selectivity is the key for a successful therapy. With inherent high specificity, monoclonal antibodies (mAbs) therefore arise as attractive inhibitors able to target the particular MMP of interest. As a routine screening method, enzyme-linked immunosorbent assays (ELISA) have been applied to panned phage libraries for the isolation of mAbs inhibiting MMP-14. However, because of suboptimal growth conditions and insufficient antibody expression associated with monoclonal ELISA, a considerable number of potentially inhibitory clones might not be identified. Taking advantage of next-generation sequencing (NGS), we monitored enrichment profiles of millions of antibody clones along three rounds of phage panning, and identified 20 Fab inhibitors of MMP-14 with inhibition IC50 values of 10-4,000 nM. Among these inhibitory Fabs, 15 were not found by monoclonal phage ELISA. Particularly, Fab R2C7 exhibited an inhibition potency of 100 nM with an excellent selectivity to MMP-14 over MMP-9. Inhibition kinetics and epitope mapping suggested that as a competitive inhibitor, R2C7 directly bound to the vicinity of the MMP-14 catalytic site. This study demonstrates that deep sequencing is a powerful tool to facilitate the systematic discovery of mAbs with protease inhibition functions. Biotechnol. Bioeng. 2017;114: 1140-1150. © 2017 Wiley Periodicals, Inc.
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Affiliation(s)
- Tyler Lopez
- Department of Chemical and Environmental Engineering, University of California, 900 University Ave, Riverside, California 92521
| | - Dong Hyun Nam
- Department of Chemical and Environmental Engineering, University of California, 900 University Ave, Riverside, California 92521
| | - Evan Kaihara
- Department of Chemical and Environmental Engineering, University of California, 900 University Ave, Riverside, California 92521
| | - Zahid Mustafa
- Department of Chemical and Environmental Engineering, University of California, 900 University Ave, Riverside, California 92521
| | - Xin Ge
- Department of Chemical and Environmental Engineering, University of California, 900 University Ave, Riverside, California 92521
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Chan SK, Lim TS. Immune Human Antibody Libraries for Infectious Diseases. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2017; 1053:61-78. [PMID: 29549635 DOI: 10.1007/978-3-319-72077-7_4] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Abstract
The incident of two children in Europe who died of diphtheria due to a shortage of anti-toxin drugs has highlighted the need for alternative anti-toxins. Historically, antiserum produced from immunised horses have been used to treat diphtheria. Despite the potential of antiserum, the economical and medial concerns associated with the use of animal antiserum has led to its slow market demise. Over the years, new and emerging infectious diseases have grown to be a major global health threat. The emergence of drug-resistant superbugs has also pushed the boundaries of available therapeutics to deal with new infectious diseases. Antibodies have emerged as a possible alternative to combat the continuous onslaught of various infectious agents. The isolation of antibodies against pathogens of infectious diseases isolated from immune libraries utilising phage display has yielded promising results in terms of affinities and neutralizing activities. This chapter focuses on the concept of immune antibody libraries and highlights the application of immune antibody libraries to generate antibodies for various infectious diseases.
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Affiliation(s)
- Soo Khim Chan
- Institute for Research in Molecular Medicine, Universiti Sains Malaysia, Minden, Penang, Malaysia
| | - Theam Soon Lim
- Institute for Research in Molecular Medicine, Universiti Sains Malaysia, Minden, Penang, Malaysia.
- Analytical Biochemistry Research Centre, Universiti Sains Malaysia, Minden, 11800, Penang, Malaysia.
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65
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Aptamer Selection Technology and Recent Advances. MOLECULAR THERAPY. NUCLEIC ACIDS 2016; 4:e223. [PMID: 28110747 PMCID: PMC4345306 DOI: 10.1038/mtna.2014.74] [Citation(s) in RCA: 220] [Impact Index Per Article: 27.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 09/16/2014] [Accepted: 12/04/2014] [Indexed: 02/07/2023]
Abstract
Over the last decade, aptamers have begun to find their way from basic research to diverse commercial applications. The development of diagnostics is even more widespread than clinical applications because aptamers do not have to be extensively modified to enhance their in vivo stability and pharmacokinetics in diagnostic assays. The increasing attention has propelled the technical progress of the in vitro selection technology (SELEX) to enhance the efficiency of developing aptamers for commercially interesting targets. This review highlights recent progress in the technical steps of a SELEX experiment with a focus on high-throughput next-generation sequencing and bioinformatics. Achievements have been made in the optimization of aptamer libraries, separation schemes, amplification of the selected libraries and the identification of aptamer sequences from enriched libraries.
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66
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Han J, Lee JH, Park S, Yoon S, Yoon A, Hwang DB, Lee HK, Kim MS, Lee Y, Yang WJ, Youn HD, Kim H, Chung J. A phosphorylation pattern-recognizing antibody specifically reacts to RNA polymerase II bound to exons. Exp Mol Med 2016; 48:e271. [PMID: 27857068 PMCID: PMC5133369 DOI: 10.1038/emm.2016.101] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Revised: 05/20/2016] [Accepted: 05/25/2016] [Indexed: 11/23/2022] Open
Abstract
The C-terminal domain of RNA polymerase II is an unusual series of repeated residues appended to the C-terminus of the largest subunit and serves as a flexible binding scaffold for numerous nuclear factors. The binding of these factors is determined by the phosphorylation patterns on the repeats in the domain. In this study, we generated a synthetic antibody library by replacing the third heavy chain complementarity-determining region of an anti-HER2 (human epidermal growth factor receptor 2) antibody (trastuzumab) with artificial sequences of 7–18 amino-acid residues. From this library, antibodies were selected that were specific to serine phosphopeptides that represent typical phosphorylation patterns on the functional unit (YSPTSPS)2 of the RNA polymerase II C-terminal domain (CTD). Antibody clones pCTD-1stS2 and pCTD-2ndS2 showed specificity for peptides with phosphoserine at the second residues of the first or second heptamer repeat, respectively. Additional clones specifically reacted to peptides with phosphoserine at the fifth serine of the first repeat (pCTD-1stS5), the seventh residue of the first repeat and fifth residue of the second repeat (pCTD-S7S5) or the seventh residue of either the first or second repeat (pCTD-S7). All of these antibody clones successfully reacted to RNA polymerase II in immunoblot analysis. Interestingly, pCTD-2ndS2 precipitated predominately RNA polymerase II from the exonic regions of genes in genome-wide chromatin immunoprecipitation sequencing analysis, which suggests that the phosphoserine at the second residue of the second repeat of the functional unit (YSPTSPS)2 is a mediator of exon definition.
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Affiliation(s)
- Jungwon Han
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea.,Department of Biomedical science, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Jong-Hyuk Lee
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea.,Department of Biomedical science, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Sunyoung Park
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Soomin Yoon
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Aerin Yoon
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Do B Hwang
- Cancer Research Institute, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Hwa K Lee
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Min S Kim
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Yujean Lee
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Won J Yang
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Hong-Duk Youn
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea.,Department of Biomedical science, Seoul National University College of Medicine, Seoul, Republic of Korea
| | - Hyori Kim
- Asan Institute for Life Sciences, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea
| | - Junho Chung
- Department of Biochemistry and Molecular Biology, Seoul National University College of Medicine, Seoul, Republic of Korea.,Department of Biomedical science, Seoul National University College of Medicine, Seoul, Republic of Korea.,Cancer Research Institute, Seoul National University College of Medicine, Seoul, Republic of Korea
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67
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Mankowska SA, Gatti-Lafranconi P, Chodorge M, Sridharan S, Minter RR, Hollfelder F. A Shorter Route to Antibody Binders via Quantitative in vitro Bead-Display Screening and Consensus Analysis. Sci Rep 2016; 6:36391. [PMID: 27819305 PMCID: PMC5098251 DOI: 10.1038/srep36391] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2016] [Accepted: 10/11/2016] [Indexed: 12/13/2022] Open
Abstract
Affinity panning of large libraries is a powerful tool to identify protein binders. However, panning rounds are followed by the tedious re-screening of the clones obtained to evaluate binders precisely. In a first application of Bead Surface Display (BeSD) we show successful in vitro affinity selections based on flow cytometric analysis that allows fine quantitative discrimination between binders. Subsequent consensus analysis of the resulting sequences enables identification of clones that bind tighter than those arising directly from the experimental selection output. This is demonstrated by evolution of an anti-Fas receptor single-chain variable fragment (scFv) that was improved 98-fold vs the parental clone. Four rounds of quantitative screening by fluorescence-activated cell sorting of an error-prone library based on fine discrimination between binders in BeSD were followed by analysis of 200 full-length output sequences that suggested a new consensus design with a Kd ∼140 pM. This approach shortens the time and effort to obtain high affinity reagents and its cell-free nature transcends limitations inherent in previous in vivo display systems.
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Affiliation(s)
- Sylwia A Mankowska
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge CB2 1GA, UK.,Antibody Discovery and Protein Engineering, MedImmune Ltd, Milstein Building, Granta Park, Cambridge, CB21 6GH, UK
| | - Pietro Gatti-Lafranconi
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge CB2 1GA, UK
| | - Matthieu Chodorge
- Antibody Discovery and Protein Engineering, MedImmune Ltd, Milstein Building, Granta Park, Cambridge, CB21 6GH, UK
| | - Sudharsan Sridharan
- Antibody Discovery and Protein Engineering, MedImmune Ltd, Milstein Building, Granta Park, Cambridge, CB21 6GH, UK
| | - Ralph R Minter
- Antibody Discovery and Protein Engineering, MedImmune Ltd, Milstein Building, Granta Park, Cambridge, CB21 6GH, UK
| | - Florian Hollfelder
- Department of Biochemistry, University of Cambridge, 80 Tennis Court Road, Cambridge CB2 1GA, UK
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68
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Glanville J, D'Angelo S, Khan TA, Reddy ST, Naranjo L, Ferrara F, Bradbury ARM. Deep sequencing in library selection projects: what insight does it bring? Curr Opin Struct Biol 2016; 33:146-60. [PMID: 26451649 DOI: 10.1016/j.sbi.2015.09.001] [Citation(s) in RCA: 51] [Impact Index Per Article: 6.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2015] [Revised: 08/19/2015] [Accepted: 09/17/2015] [Indexed: 11/17/2022]
Abstract
High throughput sequencing is poised to change all aspects of the way antibodies and other binders are discovered and engineered. Millions of available sequence reads provide an unprecedented sampling depth able to guide the design and construction of effective, high quality naïve libraries containing tens of billions of unique molecules. Furthermore, during selections, high throughput sequencing enables quantitative tracing of enriched clones and position-specific guidance to amino acid variation under positive selection during antibody engineering. Successful application of the technologies relies on specific PCR reagent design, correct sequencing platform selection, and effective use of computational tools and statistical measures to remove error, identify antibodies, estimate diversity, and extract signatures of selection from the clone down to individual structural positions. Here we review these considerations and discuss some of the remaining challenges to the widespread adoption of the technology.
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Affiliation(s)
- J Glanville
- Program in Computational and Systems Immunology, Institute for Immunity, Transplantation and Infection, Stanford University School of Medicine, Stanford, CA, USA
| | - S D'Angelo
- University of New Mexico Comprehensive Cancer Center, and Division of Molecular Medicine, University of New Mexico School of Medicine, Albuquerque, NM, USA
| | - T A Khan
- ETH Zurich, Department of Biosystems Science and Engineering, Basel, Switzerland
| | - S T Reddy
- ETH Zurich, Department of Biosystems Science and Engineering, Basel, Switzerland
| | - L Naranjo
- Bioscience division, Los Alamos National Laboratory, Los Alamos, NM, USA
| | - F Ferrara
- University of New Mexico Comprehensive Cancer Center, and Division of Molecular Medicine, University of New Mexico School of Medicine, Albuquerque, NM, USA
| | - A R M Bradbury
- Bioscience division, Los Alamos National Laboratory, Los Alamos, NM, USA.
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69
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Blank M. Next-Generation Analysis of Deep Sequencing Data: Bringing Light into the Black Box of SELEX Experiments. Methods Mol Biol 2016; 1380:85-95. [PMID: 26552818 DOI: 10.1007/978-1-4939-3197-2_7] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
In silico analysis of next-generation sequencing data (NGS; also termed deep sequencing) derived from in vitro selection experiments enables the analysis of the SELEX procedure (Systematic Evolution of Ligands by EXponential enrichment) in an unprecedented depth and improves the identification of aptamers. Besides quality control and optimization of starting libraries, advanced screening strategies for difficult targets or early identification of rare but high quality aptamers which are otherwise lost in the in vitro selection experiments become possible. The high information content of sequence data obtained from selection experiments is furthermore useful for subsequent lead optimization.
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70
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Lövgren J, Pursiheimo JP, Pyykkö M, Salmi J, Lamminmäki U. Next generation sequencing of all variable loops of synthetic single framework scFv-Application in anti-HDL antibody selections. N Biotechnol 2016; 33:790-796. [PMID: 27450754 DOI: 10.1016/j.nbt.2016.07.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2016] [Revised: 07/01/2016] [Accepted: 07/17/2016] [Indexed: 11/30/2022]
Abstract
Next generation sequencing (NGS) can be applied to monitoring antibody phage display library selection processes to follow the enrichment of each individual antibody clone. Utilising the recent development of the Illumina sequencing platform enabling sequencing up to 2×300bp, we have developed a method to deep sequence all complementarity determining regions (CDRs) in the clones obtained from a synthetic single framework antibody library. This was complemented by an in-house bioinformatics pipeline for efficient analysis of the sequencing results. The method was utilised to study antibody selections against high density lipoprotein (HDL) particles. Sequencing of the output from each selection round enabled extraction of useful information on both the total copy numbers as well as the relative enrichment rates of the clones. Ten antibody clones showing different ranking in terms of frequency were reproduced from synthetic DNA constructs and their capacity to bind HDL was verified by an immunoassay. The method thus facilitates the isolation of clones of interest, and in particular can assist retrieval of less efficiently enriched, yet interesting clones, which are unlikely to be identified by conventional, random colony picking based, screening.
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Affiliation(s)
- Janita Lövgren
- Department of Biochemistry, Division of Biotechnology, University of Turku, Turku, Finland.
| | - Juha-Pekka Pursiheimo
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland
| | - Mikko Pyykkö
- Department of Biochemistry, Division of Biotechnology, University of Turku, Turku, Finland
| | - Jussi Salmi
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland
| | - Urpo Lamminmäki
- Department of Biochemistry, Division of Biotechnology, University of Turku, Turku, Finland
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71
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Acousto-microfluidics for screening of ssDNA aptamer. Sci Rep 2016; 6:27121. [PMID: 27272884 PMCID: PMC4897735 DOI: 10.1038/srep27121] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2016] [Accepted: 05/16/2016] [Indexed: 12/31/2022] Open
Abstract
We demonstrate a new screening method for obtaining a prostate-specific antigen (PSA) binding aptamer based on an acoustofluidic separation (acoustophoreis) technique. Since acoustophoresis provides simultaneous washing and separation in a continuous flow mode, we efficiently obtained a PSA binding aptamer that shows high affinity without any additional washing step, which is necessary in other screening methods. In addition, next-generation sequencing (NGS) was applied to accelerate the identification of the screened ssDNA pool, improving the selecting process of the aptamer candidate based on the frequency ranking of the sequences. After the 8th round of the acoustophoretic systematic evolution of ligands by exponential enrichment (SELEX) and following sequence analysis with NGS, 7 PSA binding ssDNA aptamer-candidates were obtained and characterized with surface plasmon resonance (SPR) for affinity and specificity. As a result of the new SELEX method with PSA as the model target protein, the best PSA binding aptamer showed specific binding to PSA with a dissociation constant (Kd) of 0.7 nM.
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72
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Brinton LT, Bauknight DK, Dasa SSK, Kelly KA. PHASTpep: Analysis Software for Discovery of Cell-Selective Peptides via Phage Display and Next-Generation Sequencing. PLoS One 2016; 11:e0155244. [PMID: 27186887 PMCID: PMC4871350 DOI: 10.1371/journal.pone.0155244] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2016] [Accepted: 04/26/2016] [Indexed: 11/18/2022] Open
Abstract
Next-generation sequencing has enhanced the phage display process, allowing for the quantification of millions of sequences resulting from the biopanning process. In response, many valuable analysis programs focused on specificity and finding targeted motifs or consensus sequences were developed. For targeted drug delivery and molecular imaging, it is also necessary to find peptides that are selective—targeting only the cell type or tissue of interest. We present a new analysis strategy and accompanying software, PHage Analysis for Selective Targeted PEPtides (PHASTpep), which identifies highly specific and selective peptides. Using this process, we discovered and validated, both in vitro and in vivo in mice, two sequences (HTTIPKV and APPIMSV) targeted to pancreatic cancer-associated fibroblasts that escaped identification using previously existing software. Our selectivity analysis makes it possible to discover peptides that target a specific cell type and avoid other cell types, enhancing clinical translatability by circumventing complications with systemic use.
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Affiliation(s)
- Lindsey T. Brinton
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, 22908, United States of America
- Cardiovascular Research Center, University of Virginia, Charlottesville, Virginia, 22908, United States of America
| | - Dustin K. Bauknight
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, 22908, United States of America
- Cardiovascular Research Center, University of Virginia, Charlottesville, Virginia, 22908, United States of America
| | - Siva Sai Krishna Dasa
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, 22908, United States of America
- Cardiovascular Research Center, University of Virginia, Charlottesville, Virginia, 22908, United States of America
| | - Kimberly A. Kelly
- Department of Biomedical Engineering, University of Virginia, Charlottesville, Virginia, 22908, United States of America
- Cardiovascular Research Center, University of Virginia, Charlottesville, Virginia, 22908, United States of America
- * E-mail:
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73
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Gagic D, Ciric M, Wen WX, Ng F, Rakonjac J. Exploring the Secretomes of Microbes and Microbial Communities Using Filamentous Phage Display. Front Microbiol 2016; 7:429. [PMID: 27092113 PMCID: PMC4823517 DOI: 10.3389/fmicb.2016.00429] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2015] [Accepted: 03/17/2016] [Indexed: 01/12/2023] Open
Abstract
Microbial surface and secreted proteins (the secretome) contain a large number of proteins that interact with other microbes, host and/or environment. These proteins are exported by the coordinated activities of the protein secretion machinery present in the cell. A group of bacteriophage, called filamentous phage, have the ability to hijack bacterial protein secretion machinery in order to amplify and assemble via a secretion-like process. This ability has been harnessed in the use of filamentous phage of Escherichia coli in biotechnology applications, including screening large libraries of variants for binding to “bait” of interest, from tissues in vivo to pure proteins or even inorganic substrates. In this review we discuss the roles of secretome proteins in pathogenic and non-pathogenic bacteria and corresponding secretion pathways. We describe the basics of phage display technology and its variants applied to discovery of bacterial proteins that are implicated in colonization of host tissues and pathogenesis, as well as vaccine candidates through filamentous phage display library screening. Secretome selection aided by next-generation sequence analysis was successfully applied for selective display of the secretome at a microbial community scale, the latter revealing the richness of secretome functions of interest and surprising versatility in filamentous phage display of secretome proteins from large number of Gram-negative as well as Gram-positive bacteria and archaea.
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Affiliation(s)
- Dragana Gagic
- Institute of Fundamental Sciences, Massey UniversityPalmerston North, New Zealand; Animal Science, Grasslands Research Centre, AgResearch Ltd, Palmerston NorthNew Zealand
| | - Milica Ciric
- Institute of Fundamental Sciences, Massey UniversityPalmerston North, New Zealand; Animal Science, Grasslands Research Centre, AgResearch Ltd, Palmerston NorthNew Zealand
| | - Wesley X Wen
- Institute of Fundamental Sciences, Massey University Palmerston North, New Zealand
| | - Filomena Ng
- Animal Science, Grasslands Research Centre, AgResearch Ltd, Palmerston North New Zealand
| | - Jasna Rakonjac
- Institute of Fundamental Sciences, Massey University Palmerston North, New Zealand
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74
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Boyer S, Biswas D, Kumar Soshee A, Scaramozzino N, Nizak C, Rivoire O. Hierarchy and extremes in selections from pools of randomized proteins. Proc Natl Acad Sci U S A 2016; 113:3482-7. [PMID: 26969726 PMCID: PMC4822605 DOI: 10.1073/pnas.1517813113] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Abstract
Variation and selection are the core principles of Darwinian evolution, but quantitatively relating the diversity of a population to its capacity to respond to selection is challenging. Here, we examine this problem at a molecular level in the context of populations of partially randomized proteins selected for binding to well-defined targets. We built several minimal protein libraries, screened them in vitro by phage display, and analyzed their response to selection by high-throughput sequencing. A statistical analysis of the results reveals two main findings. First, libraries with the same sequence diversity but built around different "frameworks" typically have vastly different responses; second, the distribution of responses of the best binders in a library follows a simple scaling law. We show how an elementary probabilistic model based on extreme value theory rationalizes the latter finding. Our results have implications for designing synthetic protein libraries, estimating the density of functional biomolecules in sequence space, characterizing diversity in natural populations, and experimentally investigating evolvability (i.e., the potential for future evolution).
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Affiliation(s)
- Sébastien Boyer
- Laboratoire Interdisciplinaire de Physique, CNRS and Université Grenoble Alpes, 38000 Grenoble, France
| | - Dipanwita Biswas
- Laboratoire Interdisciplinaire de Physique, CNRS and Université Grenoble Alpes, 38000 Grenoble, France
| | - Ananda Kumar Soshee
- Laboratoire Interdisciplinaire de Physique, CNRS and Université Grenoble Alpes, 38000 Grenoble, France
| | - Natale Scaramozzino
- Laboratoire Interdisciplinaire de Physique, CNRS and Université Grenoble Alpes, 38000 Grenoble, France
| | - Clément Nizak
- Laboratoire de Biochimie, Chimie-Biologie-Innovation UMR8231, CNRS and Ecole Supérieure de Physique et Chimie Industrielles ParisTech, Paris Sciences & Lettres Research University, 75005 Paris, France
| | - Olivier Rivoire
- Laboratoire Interdisciplinaire de Physique, CNRS and Université Grenoble Alpes, 38000 Grenoble, France;
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75
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Pulmonary Targeting of Adeno-associated Viral Vectors by Next-generation Sequencing-guided Screening of Random Capsid Displayed Peptide Libraries. Mol Ther 2016; 24:1050-1061. [PMID: 27018516 DOI: 10.1038/mt.2016.62] [Citation(s) in RCA: 60] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2015] [Accepted: 03/16/2016] [Indexed: 12/31/2022] Open
Abstract
Vectors mediating strong, durable, and tissue-specific transgene expression are mandatory for safe and effective gene therapy. In settings requiring systemic vector administration, the availability of suited vectors is extremely limited. Here, we present a strategy to select vectors with true specificity for a target tissue from random peptide libraries displayed on adeno-associated virus (AAV) by screening the library under circulation conditions in a murine model. Guiding the in vivo screening by next-generation sequencing, we were able to monitor the selection kinetics and to determine the right time point to discontinue the screening process. The establishment of different rating scores enabled us to identify the most specifically enriched AAV capsid candidates. As proof of concept, a capsid variant was selected that specifically and very efficiently delivers genes to the endothelium of the pulmonary vasculature after intravenous administration. This technical approach of selecting target-specific vectors in vivo is applicable to any given tissue of interest and therefore has broad implications in translational research and medicine.
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76
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One-Step Recovery of scFv Clones from High-Throughput Sequencing-Based Screening of Phage Display Libraries Challenged to Cells Expressing Native Claudin-1. BIOMED RESEARCH INTERNATIONAL 2015; 2015:703213. [PMID: 26649313 PMCID: PMC4662980 DOI: 10.1155/2015/703213] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/04/2015] [Accepted: 10/05/2015] [Indexed: 01/09/2023]
Abstract
Expanding the availability of monoclonal antibodies interfering with hepatitis C virus infection of hepatocytes is an active field of investigation within medical biotechnologies, to prevent graft reinfection in patients subjected to liver transplantation and to overcome resistances elicited by novel antiviral drugs. In this paper, we describe a complete pipeline for screening of phage display libraries of human scFvs against native Claudin-1, a tight-junction protein involved in hepatitis C virus infection, expressed on the cell surface of human hepatocytes. To this aim, we implemented a high-throughput sequencing approach for library screening, followed by a simple and effective strategy to recover active binder clones from enriched sublibraries. The recovered clones were successfully converted to active immunoglobulins, thus demonstrating the effectiveness of the whole procedure. This novel approach can guarantee rapid and cheap isolation of antibodies for virtually any native antigen involved in human diseases, for therapeutic and/or diagnostic applications.
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77
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Fischer M, Kang M, Brindle NP. Using experimental evolution to probe molecular mechanisms of protein function. Protein Sci 2015; 25:352-9. [PMID: 26509591 DOI: 10.1002/pro.2836] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2015] [Accepted: 10/26/2015] [Indexed: 11/11/2022]
Abstract
Directed evolution is a powerful tool for engineering protein function. The process of directed evolution involves iterative rounds of sequence diversification followed by assaying activity of variants and selection. The range of sequence variants and linked activities generated in the course of an evolution are a rich information source for investigating relationships between sequence and function. Key residue positions determining protein function, combinatorial contributors to activity and even potential functional mechanisms have been revealed in directed evolutions. The recent application of high throughput sequencing substantially increases the information that can be retrieved from directed evolution experiments. Combined with computational analysis this additional sequence information has allowed high-resolution analysis of individual residue contributions to activity. These developments promise to significantly enhance the depth of insight that experimental evolution provides into mechanisms of protein function.
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Affiliation(s)
- Marlies Fischer
- Department of Molecular and Cell Biology, University of Leicester, Henry Wellcome Building, Lancaster Road, Leicester, LE1 9HN, United Kingdom.,Department of Cardiovascular Sciences, University of Leicester, Henry Wellcome Building, Lancaster Road, Leicester, LE1 9HN, United Kingdom
| | - Mandeep Kang
- Department of Molecular and Cell Biology, University of Leicester, Henry Wellcome Building, Lancaster Road, Leicester, LE1 9HN, United Kingdom.,Department of Cardiovascular Sciences, University of Leicester, Henry Wellcome Building, Lancaster Road, Leicester, LE1 9HN, United Kingdom
| | - Nicholas Pj Brindle
- Department of Molecular and Cell Biology, University of Leicester, Henry Wellcome Building, Lancaster Road, Leicester, LE1 9HN, United Kingdom.,Department of Cardiovascular Sciences, University of Leicester, Henry Wellcome Building, Lancaster Road, Leicester, LE1 9HN, United Kingdom
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78
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Al Qaraghuli MM, Palliyil S, Broadbent G, Cullen DC, Charlton KA, Porter AJ. Defining the complementarities between antibodies and haptens to refine our understanding and aid the prediction of a successful binding interaction. BMC Biotechnol 2015; 15:99. [PMID: 26498921 PMCID: PMC4619568 DOI: 10.1186/s12896-015-0217-x] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2015] [Accepted: 10/09/2015] [Indexed: 11/30/2022] Open
Abstract
BACKGROUND Low molecular weight haptens (<1000 Da) cannot be recognized by the immune system unless conjugated to larger carrier molecules. Antibodies to these exceptionally small antigens can still be generated with exquisite sensitivity. A detailed understanding at the molecular level of this incredible ability of antibodies to recognize haptens, is still limited compared to other antigen classes. METHODS Different hapten targets with a broad range of structural flexibility and polarity were conjugated to carrier proteins, and utilized in sheep immunization. Three antibody libraries were constructed and used as potential pools to isolate specific antibodies to each target. The isolated antibodies were analysed in term of CDR length, canonical structure, and binding site shape and electrostatic potential. RESULTS The simple, chemically naïve structure of squalane (SQA) was recognized with micromolar sensitivity. An increase in structural rigidity of the hydrophobic and cyclic coprostane (COP) did not improve this binding sensitivity beyond the micromolar range, whilst the polar etioporphyrin (POR) was detected with nanomolar sensitivity. Homoserine lactone (HSL) molecules, which combine molecular flexibility and polarity, generated super-sensitive (picomolar) interactions. To better understand this range of antibody-hapten interactions, analyses were extended to examine the binding loop canonical structures and CDR lengths of a series of anti-hapten clones. Analyses of the pre and post- selection (panning of the phage displayed libraries) sequences revealed more conserved sites (123) within the post-selection sequences, when compared to their pre-selection counterparts (28). The strong selection pressure, generated by panning against these haptens resulted in the isolation of antibodies with significant sequence conservation in the FW regions, and suitable binding site cavities, representing only a relatively small subset of the available full repertoire sequence and structural diversity. As part of this process, the important influence of CDR H2 on antigen binding was observed through its direct interaction with individual antigens and indirect impact on the orientation and the pocket shape, when combined with CDRs H3 and L3. The binding pockets also displayed electrostatic surfaces that were complementary to the hydrophobic nature of COP, SQA, and POR, and the negatively charged HSL. CONCLUSIONS The best binding antibodies have shown improved capacity to recognize these haptens by establishing complementary binding pockets in terms of size, shape, and electrostatic potential.
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Affiliation(s)
| | - Soumya Palliyil
- College of Life Sciences and Medicine, University of Aberdeen, Aberdeen, UK
| | | | - David C Cullen
- School of Aerospace, Transport, and Manufacturing, Cranfield University, Cranfield, UK
| | | | - Andrew J Porter
- College of Life Sciences and Medicine, University of Aberdeen, Aberdeen, UK
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79
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Woldring DR, Holec PV, Zhou H, Hackel BJ. High-Throughput Ligand Discovery Reveals a Sitewise Gradient of Diversity in Broadly Evolved Hydrophilic Fibronectin Domains. PLoS One 2015; 10:e0138956. [PMID: 26383268 PMCID: PMC4575168 DOI: 10.1371/journal.pone.0138956] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2015] [Accepted: 09/04/2015] [Indexed: 12/25/2022] Open
Abstract
Discovering new binding function via a combinatorial library in small protein scaffolds requires balance between appropriate mutations to introduce favorable intermolecular interactions while maintaining intramolecular integrity. Sitewise constraints exist in a non-spatial gradient from diverse to conserved in evolved antibody repertoires; yet non-antibody scaffolds generally do not implement this strategy in combinatorial libraries. Despite the fact that biased amino acid distributions, typically elevated in tyrosine, serine, and glycine, have gained wider use in synthetic scaffolds, these distributions are still predominantly applied uniformly to diversified sites. While select sites in fibronectin domains and DARPins have shown benefit from sitewise designs, they have not been deeply evaluated. Inspired by this disparity between diversity distributions in natural libraries and synthetic scaffold libraries, we hypothesized that binders resulting from discovery and evolution would exhibit a non-spatial, sitewise gradient of amino acid diversity. To identify sitewise diversities consistent with efficient evolution in the context of a hydrophilic fibronectin domain, >105 binders to six targets were evolved and sequenced. Evolutionarily favorable amino acid distributions at 25 sites reveal Shannon entropies (range: 0.3-3.9; median: 2.1; standard deviation: 1.1) supporting the diversity gradient hypothesis. Sitewise constraints in evolved sequences are consistent with complementarity, stability, and consensus biases. Implementation of sitewise constrained diversity enables direct selection of nanomolar affinity binders validating an efficient strategy to balance inter- and intra-molecular interaction demands at each site.
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Affiliation(s)
- Daniel R. Woldring
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
| | - Patrick V. Holec
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
| | - Hong Zhou
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
| | - Benjamin J. Hackel
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN, United States of America
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80
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Matochko WL, Derda R. Next-generation sequencing of phage-displayed peptide libraries. Methods Mol Biol 2015; 1248:249-66. [PMID: 25616338 DOI: 10.1007/978-1-4939-2020-4_17] [Citation(s) in RCA: 25] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Genetically encoded peptide libraries enabled the discovery of ligands for clinically relevant targets and functional materials. Next-generation sequencing (NGS) of these libraries improved the selection of ligands by detecting low abundant clones and quantifying changes in copy numbers of clones without many rounds of selection. Although NGS platforms have been widely used in genome assembly, quantification of gene expression (RNA-seq), and metagenomic analyses, few examples in the literature describe sequencing phage libraries. This chapter aims to provide a detailed method for sequencing a Ph.D.-7 phage display library by Ion Torrent. The main techniques covered in this chapter include (1) preparation of a phage library for sequencing, (2) sequencing, and (3) analysis of the sequencing data by a custom Matlab script.
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Affiliation(s)
- Wadim L Matochko
- Department of Chemistry, Alberta Glycomis Centre, University of Alberta, 11227 Saskatchewan Dr., Edmonton, AB, Canada, T6G 2G2
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81
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Library construction, selection and modification strategies to generate therapeutic peptide-based modulators of protein-protein interactions. Future Med Chem 2015; 6:2073-92. [PMID: 25531969 DOI: 10.4155/fmc.14.134] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023] Open
Abstract
In the modern age of proteomics, vast numbers of protein-protein interactions (PPIs) are being identified as causative agents in pathogenesis, and are thus attractive therapeutic targets for intervention. Although traditionally regarded unfavorably as druggable agents relative to small molecules, peptides in recent years have gained considerable attention. Their previous dismissal had been largely due to the susceptibility of unmodified peptides to the barriers and pressures exerted by the circulation, immune system, proteases, membranes and other stresses. However, recent advances in high-throughput peptide isolation techniques, as well as a huge variety of direct modification options and approaches to allow targeted delivery, mean that peptides and their mimetics can now be designed to circumvent many of these traditional barriers. As a result, an increasing number of peptide-based drugs are reaching clinical trials and patients beyond.
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82
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Christiansen A, Kringelum JV, Hansen CS, Bøgh KL, Sullivan E, Patel J, Rigby NM, Eiwegger T, Szépfalusi Z, de Masi F, Nielsen M, Lund O, Dufva M. High-throughput sequencing enhanced phage display enables the identification of patient-specific epitope motifs in serum. Sci Rep 2015; 5:12913. [PMID: 26246327 PMCID: PMC4650709 DOI: 10.1038/srep12913] [Citation(s) in RCA: 53] [Impact Index Per Article: 5.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2015] [Accepted: 07/08/2015] [Indexed: 12/13/2022] Open
Abstract
Phage display is a prominent screening technique with a multitude of applications including therapeutic antibody development and mapping of antigen epitopes. In this study, phages were selected based on their interaction with patient serum and exhaustively characterised by high-throughput sequencing. A bioinformatics approach was developed in order to identify peptide motifs of interest based on clustering and contrasting to control samples. Comparison of patient and control samples confirmed a major issue in phage display, namely the selection of unspecific peptides. The potential of the bioinformatic approach was demonstrated by identifying epitopes of a prominent peanut allergen, Ara h 1, in sera from patients with severe peanut allergy. The identified epitopes were confirmed by high-density peptide micro-arrays. The present study demonstrates that high-throughput sequencing can empower phage display by (i) enabling the analysis of complex biological samples, (ii) circumventing the traditional laborious picking and functional testing of individual phage clones and (iii) reducing the number of selection rounds.
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Affiliation(s)
- Anders Christiansen
- Department of Micro- and Nanotechnology, Technical University of Denmark, Kgs. Lyngby, Denmark
| | - Jens V Kringelum
- Center for Biological Sequence Analysis, Technical University of Denmark, Kgs. Lyngby, Denmark
| | - Christian S Hansen
- Center for Biological Sequence Analysis, Technical University of Denmark, Kgs. Lyngby, Denmark
| | - Katrine L Bøgh
- National Food Institute, Technical University of Denmark, Søborg, Denmark
| | - Eric Sullivan
- Roche NimbleGen, Madison, Wisconsin, the United States of America
| | - Jigar Patel
- Roche NimbleGen, Madison, Wisconsin, the United States of America
| | - Neil M Rigby
- Institute of Food Research, Norwich, United Kingdom
| | - Thomas Eiwegger
- Department of Paediatrics, Medical University of Vienna, Vienna, Austria
| | - Zsolt Szépfalusi
- Department of Paediatrics, Medical University of Vienna, Vienna, Austria
| | - Federico de Masi
- Center for Biological Sequence Analysis, Technical University of Denmark, Kgs. Lyngby, Denmark
| | - Morten Nielsen
- 1] Center for Biological Sequence Analysis, Technical University of Denmark, Kgs. Lyngby, Denmark [2] Instituto de Investigaciones Biotecnológicas, Universidad Nacional de San Martín, Buenos Aires, Argentina
| | - Ole Lund
- Center for Biological Sequence Analysis, Technical University of Denmark, Kgs. Lyngby, Denmark
| | - Martin Dufva
- Department of Micro- and Nanotechnology, Technical University of Denmark, Kgs. Lyngby, Denmark
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83
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Dodevski I, Markou GC, Sarkar CA. Conceptual and methodological advances in cell-free directed evolution. Curr Opin Struct Biol 2015; 33:1-7. [PMID: 26093059 DOI: 10.1016/j.sbi.2015.04.008] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2015] [Revised: 04/14/2015] [Accepted: 04/30/2015] [Indexed: 12/13/2022]
Abstract
Although cell-free directed evolution methods have been used to engineer proteins for nearly two decades, selections on more complex phenotypes have largely remained in the domain of cell-based engineering approaches. Here, we review recent conceptual advances that now enable in vitro display of multimeric proteins, integral membrane proteins, and proteins with an expanded amino acid repertoire. Additionally, we discuss methodological improvements that have enhanced the accessibility, efficiency, and robustness of cell-free approaches. Coupling these advances with the in vitro advantages of creating exceptionally large libraries and precisely controlling all experimental conditions, cell-free directed evolution is poised to contribute significantly to our understanding and engineering of more complex protein phenotypes.
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Affiliation(s)
- Igor Dodevski
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN 55455, USA
| | - George C Markou
- Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN 55455, USA
| | - Casim A Sarkar
- Department of Biomedical Engineering, University of Minnesota, Minneapolis, MN 55455, USA; Department of Chemical Engineering and Materials Science, University of Minnesota, Minneapolis, MN 55455, USA.
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84
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Hu D, Hu S, Wan W, Xu M, Du R, Zhao W, Gao X, Liu J, Liu H, Hong J. Effective Optimization of Antibody Affinity by Phage Display Integrated with High-Throughput DNA Synthesis and Sequencing Technologies. PLoS One 2015; 10:e0129125. [PMID: 26046845 PMCID: PMC4457833 DOI: 10.1371/journal.pone.0129125] [Citation(s) in RCA: 54] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/20/2015] [Accepted: 05/05/2015] [Indexed: 12/29/2022] Open
Abstract
Phage display technology has been widely used for antibody affinity maturation for decades. The limited library sequence diversity together with excessive redundancy and labour-consuming procedure for candidate identification are two major obstacles to widespread adoption of this technology. We hereby describe a novel library generation and screening approach to address the problems. The approach started with the targeted diversification of multiple complementarity determining regions (CDRs) of a humanized anti-ErbB2 antibody, HuA21, with a small perturbation mutagenesis strategy. A combination of three degenerate codons, NWG, NWC, and NSG, were chosen for amino acid saturation mutagenesis without introducing cysteine and stop residues. In total, 7,749 degenerate oligonucleotides were synthesized on two microchips and released to construct five single-chain antibody fragment (scFv) gene libraries with 4 x 106 DNA sequences. Deep sequencing of the unselected and selected phage libraries using the Illumina platform allowed for an in-depth evaluation of the enrichment landscapes in CDR sequences and amino acid substitutions. Potent candidates were identified according to their high frequencies using NGS analysis, by-passing the need for the primary screening of target-binding clones. Furthermore, a subsequent library by recombination of the 10 most abundant variants from four CDRs was constructed and screened, and a mutant with 158-fold increased affinity (Kd = 25.5 pM) was obtained. These results suggest the potential application of the developed methodology for optimizing the binding properties of other antibodies and biomolecules.
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Affiliation(s)
- Dongmei Hu
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Siyi Hu
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Wen Wan
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Man Xu
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Ruikai Du
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Wei Zhao
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Xiaolian Gao
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
- Department of Biology and Biochemistry, University of Houston, Houston, Texas, United States of America
| | - Jing Liu
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
| | - Haiyan Liu
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
- * E-mail: (JH); (HYL)
| | - Jiong Hong
- School of Life Sciences, University of Science and Technology of China, Hefei, Anhui, China
- * E-mail: (JH); (HYL)
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85
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86
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Sensitive recovery of recombinant antibody clones after their in silico identification within NGS datasets. J Immunol Methods 2015; 420:50-5. [DOI: 10.1016/j.jim.2015.03.005] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2015] [Revised: 03/06/2015] [Accepted: 03/06/2015] [Indexed: 11/20/2022]
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87
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Alam KK, Chang JL, Burke DH. FASTAptamer: A Bioinformatic Toolkit for High-throughput Sequence Analysis of Combinatorial Selections. MOLECULAR THERAPY-NUCLEIC ACIDS 2015; 4:e230. [PMID: 25734917 PMCID: PMC4354339 DOI: 10.1038/mtna.2015.4] [Citation(s) in RCA: 159] [Impact Index Per Article: 17.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/31/2014] [Accepted: 01/08/2015] [Indexed: 12/22/2022]
Abstract
High-throughput sequence (HTS) analysis of combinatorial selection populations accelerates lead discovery and optimization and offers dynamic insight into selection processes. An underlying principle is that selection enriches high-fitness sequences as a fraction of the population, whereas low-fitness sequences are depleted. HTS analysis readily provides the requisite numerical information by tracking the evolutionary trajectory of individual sequences in response to selection pressures. Unlike genomic data, for which a number of software solutions exist, user-friendly tools are not readily available for the combinatorial selections field, leading many users to create custom software. FASTAptamer was designed to address the sequence-level analysis needs of the field. The open source FASTAptamer toolkit counts, normalizes and ranks read counts in a FASTQ file, compares populations for sequence distribution, generates clusters of sequence families, calculates fold-enrichment of sequences throughout the course of a selection and searches for degenerate sequence motifs. While originally designed for aptamer selections, FASTAptamer can be applied to any selection strategy that can utilize next-generation DNA sequencing, such as ribozyme or deoxyribozyme selections, in vivo mutagenesis and various surface display technologies (peptide, antibody fragment, mRNA, etc.). FASTAptamer software, sample data and a user's guide are available for download at http://burkelab.missouri.edu/fastaptamer.html.
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Affiliation(s)
- Khalid K Alam
- Department of Biochemistry, University of Missouri, Columbia, Missouri, USA
| | - Jonathan L Chang
- 1] Department of Molecular Microbiology and Immunology, University of Missouri, Columbia, Missouri, USA [2] Current Address: School of Medicine, University of Missouri, Columbia, Missouri, USA
| | - Donald H Burke
- 1] Department of Biochemistry, University of Missouri, Columbia, Missouri, USA [2] Department of Molecular Microbiology and Immunology, University of Missouri, Columbia, Missouri, USA
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88
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Kavanagh O, Elliott CT, Campbell K. Progress in the development of immunoanalytical methods incorporating recombinant antibodies to small molecular weight biotoxins. Anal Bioanal Chem 2015; 407:2749-70. [PMID: 25716465 DOI: 10.1007/s00216-015-8502-z] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/08/2014] [Revised: 01/15/2015] [Accepted: 01/19/2015] [Indexed: 01/08/2023]
Abstract
Rapid immunoanalytical screening of food and environmental samples for small molecular weight (hapten) biotoxin contaminations requires the production of antibody reagents that possess the requisite sensitivity and specificity. To date animal-derived polyclonal (pAb) and monoclonal (mAb) antibodies have provided the binding element of the majority of these assays but recombinant antibodies (rAb) isolated from in vitro combinatorial phage display libraries are an exciting alternative due to (1) circumventing the need for experimental animals, (2) speed of production in commonly used in vitro expression systems and (3) subsequent molecular enhancement of binder performance. Short chain variable fragments (scFv) have been the most commonly employed rAb reagents for hapten biotoxin detection over the last two decades but antibody binding fragments (Fab) and single domain antibodies (sdAb) are increasing in popularity due to increased expression efficiency of functional binders and superior resistance to solvents. rAb-based immunochromatographic assays and surface plasmon resonance (SPR) biosensors have been reported to detect sub-regulatory levels of fungal (mycotoxins), marine (phycotoxins) and aquatic biotoxins in a wide range of food and environmental matrices, however this technology has yet to surpass the performances of the equivalent mAb- and pAb-based formats. As such the full potential of rAb technology in hapten biotoxin detection has yet to be achieved, but in time the inherent advantages of engineered rAb are set to provide the next generation of ultra-high performing binder reagents for the rapid and specific detection of hapten biotoxins.
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Affiliation(s)
- Owen Kavanagh
- Institute for Global Food Security (IGFS), School of Biological Sciences, Queen's University Belfast, Belfast, Northern Ireland, UK,
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89
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Exploiting light chains for the scalable generation and platform purification of native human bispecific IgG. Nat Commun 2015; 6:6113. [PMID: 25672245 PMCID: PMC4339886 DOI: 10.1038/ncomms7113] [Citation(s) in RCA: 85] [Impact Index Per Article: 9.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/12/2014] [Accepted: 12/15/2014] [Indexed: 12/23/2022] Open
Abstract
Bispecific antibodies enable unique therapeutic approaches but it remains a challenge to produce them at the industrial scale, and the modifications introduced to achieve bispecificity often have an impact on stability and risk of immunogenicity. Here we describe a fully human bispecific IgG devoid of any modification, which can be produced at the industrial scale, using a platform process. This format, referred to as a κλ-body, is assembled by co-expressing one heavy chain and two different light chains, one κ and one λ. Using ten different targets, we demonstrate that light chains can play a dominant role in mediating specificity and high affinity. The κλ-bodies support multiple modes of action, and their stability and pharmacokinetic properties are indistinguishable from therapeutic antibodies. Thus, the κλ-body represents a unique, fully human format that exploits light-chain variable domains for antigen binding and light-chain constant domains for robust downstream processing, to realize the potential of bispecific antibodies. Bispecific antibodies allow for novel therapeutic approaches but industrial-scale production and immunogenicity represent significant challenges. Here Fischer et al. describe a unique human bispecific antibody format that exploits differing light chains to overcome these obstacles.
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90
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Xu M, Hu S, Ding B, Fei C, Wan W, Hu D, Du R, Zhou X, Hong J, Liu H, Gao X, Liu J. Design and construction of small perturbation mutagenesis libraries for antibody affinity maturation using massive microchip-synthesized oligonucleotides. J Biotechnol 2014; 194:27-36. [PMID: 25444869 DOI: 10.1016/j.jbiotec.2014.11.007] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2014] [Revised: 10/14/2014] [Accepted: 11/07/2014] [Indexed: 12/20/2022]
Abstract
We report a rational strategy to design and construct multiple small perturbation mutagenesis (SPM) libraries using massively parallel synthesis of oligonucleotides on a microchip for affinity maturation of an engineered anti-ErbB2 antibody chA21. On the basis of a comprehensive analysis of the sequence and structural relationships of six complementary determination regions (CDRs) in the Kabatman database, a computational algorithm was developed to introduce single-site and double-site mutations into variable CDR positions using ambiguous nucleotides. The six SPM libraries were composed of 419 degenerate oligonucleotides that can be expanded into 161,832 unique CDR sequences with a high coverage ratio of 95% natural amino acid diversity. We used Illumina next-generation sequencing to demonstrate that the synthetic CDR library sequences, as well as relative quantities per sequence, can be controlled precisely by adjusting reaction chamber assignment and input nucleoside composition. The microchip-synthesized oligonucleotides were used for construction of single-chain antibody fragment (scFv) phage libraries through one-step mutagenic PCR of double-stranded plasmids with >10(6)E. coli transformants. A variant with combinatorial mutations from four individual CDRs achieved more than 19-fold affinity increase. The strategy described herein should be broadly applicable to affinity and selectivity studies of antibodies and other proteins.
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Affiliation(s)
- Man Xu
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Siyi Hu
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Bo Ding
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Caiyi Fei
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Wen Wan
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Dongmei Hu
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Ruikai Du
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Xiaochuan Zhou
- LC Sciences, 2575 West Bellfort St. STE 270, Houston, TX 77054, USA
| | - Jiong Hong
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Haiyan Liu
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China
| | - Xiaolian Gao
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China; Department of Biology and Biochemistry, University of Houston, 4800 Calhoun Rd, Houston, TX 77004, USA.
| | - Jing Liu
- School of Life Sciences, University of Science and Technology of China, 443 Huangshan Rd, Hefei, Anhui 230027, China.
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91
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Rentero Rebollo I, Sabisz M, Baeriswyl V, Heinis C. Identification of target-binding peptide motifs by high-throughput sequencing of phage-selected peptides. Nucleic Acids Res 2014; 42:e169. [PMID: 25348396 PMCID: PMC4267670 DOI: 10.1093/nar/gku940] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
High-throughput sequencing was previously applied to phage-selected peptides in order to gain insight into the abundance and diversity of isolated peptides. Herein we developed a procedure to efficiently compare the sequences of large numbers of phage-selected peptides for the purpose of identifying target-binding peptide motifs. We applied the procedure to analyze bicyclic peptides isolated against five different protein targets: sortase A, urokinase-type plasminogen activator, coagulation factor XII, plasma kallikrein and streptavidin. We optimized sequence data filters to reduce biases originating from the sequencing method and developed sequence correction algorithms to prevent identification of false consensus motifs. With our strategy, we were able to identify rare target-binding peptide motifs, as well as to define more precisely consensus sequences and sub-groups of consensus sequences. This information is valuable to choose peptide leads for drug development and it facilitates identification of epitopes. We furthermore show that binding motifs can be identified after a single round of phage selection. Such a selection regimen reduces propagation-related bias and may facilitate application of phage display in non-specialized laboratories, as procedures such as bacterial infection, phage propagation and purification are not required.
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Affiliation(s)
- Inmaculada Rentero Rebollo
- Institute of Chemical Sciences and Engineering, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - Michal Sabisz
- Institute of Chemical Sciences and Engineering, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - Vanessa Baeriswyl
- Institute of Chemical Sciences and Engineering, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
| | - Christian Heinis
- Institute of Chemical Sciences and Engineering, Ecole Polytechnique Fédérale de Lausanne, CH-1015 Lausanne, Switzerland
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92
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D'Angelo S, Glanville J, Ferrara F, Naranjo L, Gleasner CD, Shen X, Bradbury ARM, Kiss C. The antibody mining toolbox: an open source tool for the rapid analysis of antibody repertoires. MAbs 2014; 6:160-72. [PMID: 24423623 PMCID: PMC3929439 DOI: 10.4161/mabs.27105] [Citation(s) in RCA: 38] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
In vitro selection has been an essential tool in the development of recombinant antibodies against various antigen targets. Deep sequencing has recently been gaining ground as an alternative and valuable method to analyze such antibody selections. The analysis provides a novel and extremely detailed view of selected antibody populations, and allows the identification of specific antibodies using only sequencing data, potentially eliminating the need for expensive and laborious low-throughput screening methods such as enzyme-linked immunosorbant assay. The high cost and the need for bioinformatics experts and powerful computer clusters, however, have limited the general use of deep sequencing in antibody selections. Here, we describe the AbMining ToolBox, an open source software package for the straightforward analysis of antibody libraries sequenced by the three main next generation sequencing platforms (454, Ion Torrent, MiSeq). The ToolBox is able to identify heavy chain CDR3s as effectively as more computationally intense software, and can be easily adapted to analyze other portions of antibody variable genes, as well as the selection outputs of libraries based on different scaffolds. The software runs on all common operating systems (Microsoft Windows, Mac OS X, Linux), on standard personal computers, and sequence analysis of 1–2 million reads can be accomplished in 10–15 min, a fraction of the time of competing software. Use of the ToolBox will allow the average researcher to incorporate deep sequence analysis into routine selections from antibody display libraries.
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Affiliation(s)
| | | | | | - Leslie Naranjo
- B Division; Los Alamos National Laboratory; Los Alamos, NM USA
| | | | - Xiaohong Shen
- B Division; Los Alamos National Laboratory; Los Alamos, NM USA
| | | | - Csaba Kiss
- B Division; Los Alamos National Laboratory; Los Alamos, NM USA
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93
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Lim BN, Tye GJ, Choong YS, Ong EBB, Ismail A, Lim TS. Principles and application of antibody libraries for infectious diseases. Biotechnol Lett 2014; 36:2381-92. [PMID: 25214212 DOI: 10.1007/s10529-014-1635-x] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2014] [Accepted: 08/11/2014] [Indexed: 02/01/2023]
Abstract
Antibodies have been used efficiently for the treatment and diagnosis of many diseases. Recombinant antibody technology allows the generation of fully human antibodies. Phage display is the gold standard for the production of human antibodies in vitro. To generate monoclonal antibodies by phage display, the generation of antibody libraries is crucial. Antibody libraries are classified according to the source where the antibody gene sequences were obtained. The most useful library for infectious diseases is the immunized library. Immunized libraries would allow better and selective enrichment of antibodies against disease antigens. The antibodies generated from these libraries can be translated for both diagnostic and therapeutic applications. This review focuses on the generation of immunized antibody libraries and the potential applications of the antibodies derived from these libraries.
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Affiliation(s)
- Bee Nar Lim
- Institute for Research in Molecular Medicine, Universiti Sains Malaysia, 11800, Minden, Penang, Malaysia,
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94
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D'Angelo S, Kumar S, Naranjo L, Ferrara F, Kiss C, Bradbury ARM. From deep sequencing to actual clones. Protein Eng Des Sel 2014; 27:301-7. [PMID: 25183780 DOI: 10.1093/protein/gzu032] [Citation(s) in RCA: 31] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022] Open
Abstract
The application of deep sequencing to in vitro display technologies has been invaluable for the straightforward analysis of enriched clones. After sequencing in vitro selected populations, clones are binned into identical or similar groups and ordered by abundance, allowing identification of those that are most enriched. However, the greatest strength of deep sequencing is also its greatest weakness: clones are easily identified by their DNA sequences, but are not physically available for testing without a laborious multistep process involving several rounds of polymerization chain reaction (PCR), assembly and cloning. Here, using the isolation of antibody genes from a phage and yeast display selection as an example, we show the power of a rapid and simple inverse PCR-based method to easily isolate clones identified by deep sequencing. Once primers have been received, clone isolation can be carried out in a single day, rather than two days. Furthermore the reduced number of PCRs required will reduce PCR mutations correspondingly. We have observed a 100% success rate in amplifying clones with an abundance as low as 0.5% in a polyclonal population. This approach allows us to obtain full-length clones even when an incomplete sequence is available, and greatly simplifies the subcloning process. Moreover, rarer, but functional clones missed by traditional screening can be easily isolated using this method, and the approach can be extended to any selected library (scFv, cDNA, libraries based on scaffold proteins) where a unique sequence signature for the desired clones of interest is available.
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Affiliation(s)
| | - Sandeep Kumar
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, USA Present address: Compugen USA, Inc., San Francisco, CA 94080, USA
| | - Leslie Naranjo
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, USA
| | | | - Csaba Kiss
- Bioscience Division, Los Alamos National Laboratory, Los Alamos, NM, USA
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95
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Mazuc E, Guglielmi L, Bec N, Parez V, Hahn CS, Mollevi C, Parrinello H, Desvignes JP, Larroque C, Jupp R, Dariavach P, Martineau P. In-cell intrabody selection from a diverse human library identifies C12orf4 protein as a new player in rodent mast cell degranulation. PLoS One 2014; 9:e104998. [PMID: 25122211 PMCID: PMC4133367 DOI: 10.1371/journal.pone.0104998] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2014] [Accepted: 07/14/2014] [Indexed: 01/04/2023] Open
Abstract
The high specificity of antibodies for their antigen allows a fine discrimination of target conformations and post-translational modifications, making antibodies the first choice tool to interrogate the proteome. We describe here an approach based on a large-scale intracellular expression and selection of antibody fragments in eukaryotic cells, so-called intrabodies, and the subsequent identification of their natural target within living cell. Starting from a phenotypic trait, this integrated system allows the identification of new therapeutic targets together with their companion inhibitory intrabody. We applied this system in a model of allergy and inflammation. We first cloned a large and highly diverse intrabody library both in a plasmid and a retroviral eukaryotic expression vector. After transfection in the RBL-2H3 rat basophilic leukemia cell line, we performed seven rounds of selection to isolate cells displaying a defect in FcεRI-induced degranulation. We used high throughput sequencing to identify intrabody sequences enriched during the course of selection. Only one intrabody was common to both plasmid and retroviral selections, and was used to capture and identify its target from cell extracts. Mass spectrometry analysis identified protein RGD1311164 (C12orf4), with no previously described function. Our data demonstrate that RGD1311164 is a cytoplasmic protein implicated in the early signaling events following FcεRI-induced cell activation. This work illustrates the strength of the intrabody-based in-cell selection, which allowed the identification of a new player in mast cell activation together with its specific inhibitor intrabody.
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Affiliation(s)
- Elsa Mazuc
- IRCM, Institut de Recherche en Cancérologie de Montpellier, Montpellier, France
- INSERM, U896, Montpellier, France
- Université Montpellier1, Montpellier, France
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
| | - Laurence Guglielmi
- IRCM, Institut de Recherche en Cancérologie de Montpellier, Montpellier, France
- INSERM, U896, Montpellier, France
- Université Montpellier1, Montpellier, France
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
| | - Nicole Bec
- IRCM, Institut de Recherche en Cancérologie de Montpellier, Montpellier, France
- INSERM, U896, Montpellier, France
- Université Montpellier1, Montpellier, France
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
| | - Vincent Parez
- IRCM, Institut de Recherche en Cancérologie de Montpellier, Montpellier, France
- INSERM, U896, Montpellier, France
- Université Montpellier1, Montpellier, France
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
| | - Chang S. Hahn
- Sanofi-Aventis, Bridgewater, New Jersey, United States of America
| | - Caroline Mollevi
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
| | - Hugues Parrinello
- MGX-Montpellier GenomiX, Institut de Génomique Fonctionnelle, Montpellier, France
| | | | - Christian Larroque
- IRCM, Institut de Recherche en Cancérologie de Montpellier, Montpellier, France
- INSERM, U896, Montpellier, France
- Université Montpellier1, Montpellier, France
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
| | - Ray Jupp
- Sanofi-Aventis, Bridgewater, New Jersey, United States of America
| | - Piona Dariavach
- IRCM, Institut de Recherche en Cancérologie de Montpellier, Montpellier, France
- INSERM, U896, Montpellier, France
- Université Montpellier1, Montpellier, France
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
- Université Montpellier2, Montpellier, France
- * E-mail: (PD); (PM)
| | - Pierre Martineau
- IRCM, Institut de Recherche en Cancérologie de Montpellier, Montpellier, France
- INSERM, U896, Montpellier, France
- Université Montpellier1, Montpellier, France
- ICM, Institut régional du Cancer Montpellier, Montpellier, France
- * E-mail: (PD); (PM)
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96
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Houimel M. The analysis of VH and VL genes repertoires of Fab library built from peripheral B cells of human rabies virus vaccinated donors. Hum Immunol 2014; 75:745-55. [PMID: 24862931 DOI: 10.1016/j.humimm.2014.05.005] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2013] [Revised: 05/13/2014] [Accepted: 05/13/2014] [Indexed: 02/04/2023]
Abstract
A human combinatorial Fab antibody library was generated from immune repertoire based on peripheral B cells of ten rabies virus vaccinated donors. The analysis of random Fab fragments from the unselected library presented some bias of V gene usage towards IGHV-genes and IGLV-gen families. The screening of the Fab library on rabies virus allowed specific human Fab antibody fragments characterized for their gene encoding sequences, binding and specificities to RV. Genetic analysis of selected Fabs indicated that the IGHV and IGLV differ from the germ-line sequence. At the level of nucleotide sequences, the IGHV and IGLV domains were found to share 74-92% and 90-96% homology with sequences encoded by the corresponding human germ-line genes respectively. IGHV domains are characterized most frequently by IGHV3 genes, and large proportions of the anti-RV heavy chain IGHV domains are obtained following a VDJ recombination process that uses IGHD3, IGHD2, IGHD1 and IGHD6 genes. IGHJ3 and IGHJ4 genes are predominantly used in RV-Fab. The IGLV domains are dominated by IGKV1, IGLV1 and IGLV3 genes. Numerous somatic hypermutations in the RV-specific IGHV are detected, but only limited amino acid replacement in most of the RV-specific IGLV particularly in those encoded by J proximal IGLV or IGKV genes are found. Furthermore, IGHV3-IGKV1, IGHV3-IGVL1, and IGHV3-IGLV3 germ-line family pairings are preferentially enriched after the screening on rabies virus.
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Affiliation(s)
- Mehdi Houimel
- Laboratoire d'Epidémiologie et de Microbiologie Vétérinaire, Institut Pasteur de Tunis, Tunisia; Université Tunis El Manar, Tunis, Tunisia.
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97
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Taussig MJ, Schmidt R, Cook EA, Stoevesandt O. Development of proteome-wide binding reagents for research and diagnostics. Proteomics Clin Appl 2014; 7:756-66. [PMID: 24178846 DOI: 10.1002/prca.201300060] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/13/2013] [Revised: 09/09/2013] [Accepted: 09/10/2013] [Indexed: 01/11/2023]
Abstract
Alongside MS, antibodies and other specific protein-binding molecules have a special place in proteomics as affinity reagents in a toolbox of applications for determining protein location, quantitative distribution and function (affinity proteomics). The realisation that the range of research antibodies available, while apparently vast is nevertheless still very incomplete and frequently of uncertain quality, has stimulated projects with an objective of raising comprehensive, proteome-wide sets of protein binders. With progress in automation and throughput, a remarkable number of recent publications refer to the practical possibility of selecting binders to every protein encoded in the genome. Here we review the requirements of a pipeline of production of protein binders for the human proteome, including target prioritisation, antigen design, 'next generation' methods, databases and the approaches taken by ongoing projects in Europe and the USA. While the task of generating affinity reagents for all human proteins is complex and demanding, the benefits of well-characterised and quality-controlled pan-proteome binder resources for biomedical research, industry and life sciences in general would be enormous and justify the effort. Given the technical, personnel and financial resources needed to fulfil this aim, expansion of current efforts may best be addressed through large-scale international collaboration.
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Affiliation(s)
- Michael J Taussig
- Protein Technology Group, The Babraham Institute, Cambridge, UK; Cambridge Protein Arrays Ltd, Babraham Research Campus, Cambridge, UK
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98
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Kodangattil S, Huard C, Ross C, Li J, Gao H, Mascioni A, Hodawadekar S, Naik S, Min-debartolo J, Visintin A, Almagro JC. The functional repertoire of rabbit antibodies and antibody discovery via next-generation sequencing. MAbs 2014; 6:628-36. [PMID: 24481222 DOI: 10.4161/mabs.28059] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022] Open
Abstract
To gain insight into the functional antibody repertoire of rabbits, the VH and VL repertoires of bone marrow (BM) and spleen (SP) of a naïve New Zealand White rabbit (NZW; Oryctolagus cuniculus) and that of lymphocytes collected from a NZW rabbit immunized (IM) with a 16-mer peptide were deep-sequenced. Two closely related genes, IGHV1S40 (VH1a3) and IGHV1S45 (VH4), were found to dominate (~90%) the VH repertoire of BM and SP, whereas, IGHV1S69 (VH1a1) contributed significantly (~40%) to IM. BM and SP antibodies recombined predominantly with IGHJ4. A significant proportion (~30%) of IM sequences recombined with IGHJ2. The VK repertoire was encoded by nine IGKV genes recombined with one IGKJ gene, IGKJ1. No significant bias in the VK repertoire of the BM, SP and IM samples was observed. The complementarity-determining region (CDR)-H3 and -L3 length distributions were similar in the three samples following a Gaussian curve with average length of 12.2 ± 2.4 and 11.1 ± 1.1 amino acids, respectively. The amino acid composition of the predominant CDR-H3 and -L3 loop lengths was similar to that of humans and mice, rich in Tyr, Gly, Ser and, in some specific positions, Asp. The average number of mutations along the IGHV/KV genes was similar in BM, SP and IM; close to 12 and 15 mutations for VH and VL, respectively. A monoclonal antibody specific for the peptide used as immunogen was obtained from the IM rabbit. The CDR-H3 sequence was found in 1,559 of 61,728 (2.5%) sequences, at position 10, in the rank order of the CDR-H3 frequencies. The CDR-L3 was found in 24 of 11,215 (0.2%) sequences, ranking 102. No match was found in the BM and SP samples, indicating positive selection for the hybridoma sequence. Altogether, these findings lay foundations for engineering of rabbit V regions to enhance their potential as therapeutics, i.e., design of strategies for selection of specific rabbit V regions from NGS data mining, humanization and design of libraries for affinity maturation campaigns.
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Affiliation(s)
| | | | | | - Jian Li
- CTI-Boston; Pfizer Inc.; Boston, MA USA
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99
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The promise and challenge of high-throughput sequencing of the antibody repertoire. Nat Biotechnol 2014; 32:158-68. [PMID: 24441474 PMCID: PMC4113560 DOI: 10.1038/nbt.2782] [Citation(s) in RCA: 471] [Impact Index Per Article: 47.1] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2013] [Accepted: 12/04/2013] [Indexed: 12/16/2022]
Abstract
Georgiou and colleagues discuss rapidly evolving methods for high-throughput sequencing of the antibody repertoire, and how the resulting data may be applied to answer basic and translational research questions. Efforts to determine the antibody repertoire encoded by B cells in the blood or lymphoid organs using high-throughput DNA sequencing technologies have been advancing at an extremely rapid pace and are transforming our understanding of humoral immune responses. Information gained from high-throughput DNA sequencing of immunoglobulin genes (Ig-seq) can be applied to detect B-cell malignancies with high sensitivity, to discover antibodies specific for antigens of interest, to guide vaccine development and to understand autoimmunity. Rapid progress in the development of experimental protocols and informatics analysis tools is helping to reduce sequencing artifacts, to achieve more precise quantification of clonal diversity and to extract the most pertinent biological information. That said, broader application of Ig-seq, especially in clinical settings, will require the development of a standardized experimental design framework that will enable the sharing and meta-analysis of sequencing data generated by different laboratories.
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100
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Hassanzadeh-Ghassabeh G, Devoogdt N, De Pauw P, Vincke C, Muyldermans S. Nanobodies and their potential applications. Nanomedicine (Lond) 2013; 8:1013-26. [PMID: 23730699 DOI: 10.2217/nnm.13.86] [Citation(s) in RCA: 221] [Impact Index Per Article: 20.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022] Open
Abstract
Nanobodies are recombinant, antigen-specific, single-domain, variable fragments of camelid heavy chain-only antibodies. The innate supremacy of nanobodies as a renewable source of affinity reagents, together with their high production yield in a broad variety of expression systems, minimal size, great stability, reversible refolding and outstanding solubility in aqueous solutions, and ability to specifically recognize unique epitopes with subnanomolar affinity, have combined to make them a useful class of biomolecules for research and various medical diagnostic and therapeutic applications. This article speculates on a number of technological innovations that might be introduced in the nanobody identification platform to streamline the generation of more potent nanobodies and to expand their application range.
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