620 research outputs found

    Recombinant antibodies for the study of livestock infection: from basic genetics to single-chain Fvs

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    Molecular biology has provided new opportunities to understand better the functioning of the immune system and to exploit this information for the construction of specific antibodies against a wide variety of antigens including the pathogens of humans and animals. In spite of the economic importance of cattle, many aspects of the immunology of this animal remain uncharacterised and tools to understand better bovine infections are lacking. This project has addressed aspects of both issues. The bovine immunoglobulin (Ig) system resembles that of other domesticated mammals in some respects, but other properties (eg the length of the third antigen-binding region of the heavy chain) appear unique. The first area for investigation in this project was to characterise the bovine JH locus and to understand why Ig rearrangement apparently favours a single JH segment. PCR was used to recover JH sequence from genomic DNA, either from non-lymphoid tissues or lambda vectors isolated and studied by other investigators. A region of 3200 bp was characterised which included the DQ52 segment, 6 JH segments and the heavy chain enhancer. The bovine DQ52 sequence is longer than those of other species and differs in sequence from a common consensus. For the most part, the JH locus is homologous to that of the sheep. The sixth JH segment identified appears to undergo rearrangement and is expressed in a minority of cattle antibodies. However, none of the segments carried the sequence which is most commonly expressed in bovine Ig. To identify which segment participates in this process, sequence was recovered from the rearranged genomic DNA of isolated bovine B cells using PCR with primers against VH and JH regions. This implicated the rearrangement of the fourth JH segment in the formation of bovine Igs but as the sequence differed between germline and rearranged copies, it appears that a non-conventional process operates in cattle. It is proposed that a gene conversion event or modified rearrangement process introduces sequence to form the fourth framework region of bovine Ig which does not exist at the JH locus in the germline. The mechanism of this modification requires more investigation. The second part of this project aimed to construct a library of recombinant bovine Fab antibodies from the Ig repertoire of a calf vaccinated against Mannheimia haemolytica (previously named Pasteurella haemolyticd)

    Application of M13 Phage Display for Identifying Immunogenic Proteins from Tick (\u3cem\u3eIxodes scapularis\u3c/em\u3e) Saliva

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    Background: Ticks act as vectors for a large number of different pathogens, perhaps most notably Borrelia burgdorferi, the causative agent of Lyme disease. The most prominent tick vector in the United States is the blacklegged tick, Ixodes scapularis. Tick bites are of special public health concern since there are no vaccines available against most tick-transmitted pathogens. Based on the observation that certain non-natural host animals such as guinea pigs or humans can develop adaptive immune responses to tick bites, anti-tick vaccination is a potential approach to tackle health risks associated with tick bites. Results: The aim of this study was to use an oligopeptide phage display strategy to identify immunogenic salivary gland proteins from I. scapularis that are recognized by human immune sera. Oligopeptide libraries were generated from salivary gland mRNA of 18 h fed nymphal I. scapularis. Eight immunogenic oligopeptides were selected using human immune sera. Three selected immunogenic oligopeptides were cloned and produced as recombinant proteins. The immunogenic character of an identified metalloprotease (MP1) was validated with human sera. This enzyme has been described previously and was hypothesized as immunogenic which was confirmed in this study. Interestingly, it also has close homologs in other Ixodes species. Conclusion: An immunogenic protein of I. scapularis was identified by oligopeptide phage display. MP1 is a potential candidate for vaccine development

    NEXT-GENERATION SEQUENCING AND MOTIF GRAFTING APPLICATIONS IN SYNTHETIC ANTIBODY DISCOVERY

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    The overall objective of this PhD project was to develop and validate methods for advancing the applications of two techniques, next-generation sequencing (NGS) and motif grafting, in synthetic antibody discovery. In the first part of this project, we developed an NGS-assisted antibody discovery platform by integrating phage-displayed single-framework synthetic antigen- binding fragment (Fab) libraries with Ion Torrent sequencing. We constructed a new single- framework synthetic Fab library containing 8.5 billion unique Fab clones, and validated its functionality by generating high affinity Fabs against Notch and Jagged receptors. We developed a rapid and simple method to link and sequence all diversified complementarity-determining regions (CDRs) in phage Fab pools without losing the CDR pairing information. We identified and reconstructed low-frequency rare Fab clones from NGS information in a reliable and high- throughput manner. In some cases, reconstructed rare clones (frequency ~0.1%) showed higher affinity and better specificity than high-frequency top clones isolated by Sanger sequencing, highlighting the importance of NGS in synthetic antibody discovery. In the second part of this project, we employed motif grafting to semi-rationally design phage-displayed synthetic Fab libraries that are biased towards interacting with a specific site on a receptor. We used structural information on the epidermal growth factor receptor (EGFR) homo-dimerization interaction to design a structure-guided Fab library that was biased towards interacting with domain II of EGFR. We used this structure-guided Fab library to obtain Fabs against the EGFR extracellular domain. For comparison, we used a naรฏve synthetic Fab library to generate an anti-EGFR Fab whose binding overlapped with the Fab isolated from the structure-guided Fab library. Both Fabs possessed low-nM binding values for recombinant and cell-surface EGFR and inhibited EGF- mediated EGFR activation. Epitope mapping showed that domain II is partially responsible for the interaction of Fabs with EGFR. Further, both Fabs target unique epitopes that are different from previously validated epitopes on EGFR. In total, this PhD project resulted in novel methods for discovering synthetic antibodies using NGS and motif grafting techniques, three functional Fab libraries and numerous high-affinity Fabs against Notch, Jagged and EGF receptors

    Identifikation neuer tumorassoziierter Proteine in Kopf-Halskrebs mittels aus Patienten abgeleiteten cDNA-Bibliotheken aus frischem Gewebe und Antikรถrperrepertoiren

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    There is an increasing demand for the discovery of novel therapeutic targets in immunotherapy. Novel applications of immunotherapies in turn require specific biomarkers to guide treatment, monitor disease and to predict patient outcome, further increasing the need for discovery. Typical discovery ventures make use of proteomics and transcriptomics approaches that try to provide solutions via big data or rely on screening of common peptide or protein libraries against large numbers of patient sera. Though effective in some cases, such large scope techniques generally do not take into account patient-specific phenotypes and might thereby miss individual indications. This study presents a novel approach for the selection of potential biomarkers and therapeutic targets using fresh tumor tissue and patient antibody repertoires. Patient specific cDNA antigen libraries were created from head and neck cancer tissues. Autologous antibody repertoires obtained from tumor infiltrating B cells (TIBC) or patient sera were used for selection of protein fragments via M13 phage display. The technology was tested successfully by selecting mesothelin (MSLN) peptides from HCT116 cell line antigen libraries using anti-MSLN antibody SUW57-D11. Panning in solution in combination with phage ELISA screening was found to be the most promising workflow for biomarker and target discovery. High throughput applicability of this method was confirmed through successful selections in 96-well format and by employing next generation sequencing (NGS) as a single massively parallel screening method to replace ELISA. Using antibodies from TIBC, protein fragments of known cancer therapy target MMP9 were isolated from the antigen libraries, providing proof of principle for the identification of potential therapeutic targets. Furthermore, SHTN1 and WWC2 protein fragments were enriched in a similar approach. Using patient sera, EEA1 emerged as a protein of interest. The presented technology allows target and biomarker discovery based on patient specific local and systemic immune responses. This approach yields candidates with an implied relevance by basing the selection process on a biological mechanism within the disease context. The workflow has the capacity to be advanced towards a target and biomarker discovery platform that is applicable not only to cancer, but to diseases that require immunotherapeutic interventions in general.In der Immuntherapie existiert eine steigende Nachfrage an neuen therapeutisch angreifbaren Zielstrukturen. In gleichem MaรŸe sind Biomarker gefordert, um Behandlungsentscheidungen zu leiten, den Krankheitsfortschritt zu รผberwachen und Folgen fรผr die Patienten vorherzusagen. รœbliche Unternehmungen zur Entdeckung neuer Zielstrukturen basieren auf Proteomik und Transkriptomik, welche aus groรŸen Datenmengen Lรถsungen ableiten, oder auf der Selektion von einzelnen Peptid- oder Proteinbibliotheken gegen eine Vielzahl von Patientenseren. Diese umfangreichen Techniken erfassen normalerweise keine patientenspezifischen Phรคnotypen und kรถnnen deshalb individuelle Indikationen รผbersehen. Diese Studie prรคsentiert einen neuartigen Ansatz zur Selektion von potentiellen Biomarkern und therapeutischen Zielstrukturen mit Hilfe von Tumorgeweben und Patientenantikรถrpern. Aus frischen Kopf-, Halstumorgeweben wurden cDNA-Antigenbibliotheken generiert. Autologe Antikรถrperrepertoire aus tumorinfiltrierenden B-Zellen (TIBZ) oder Patientenseren wurden zu deren Selektion im M13 Phagendisplay verwendet. Durch die Selektion von Mesothelinpeptiden aus HCT116 Zellinien-Antigenbibliotheken mittels des anti-Mesothelin Antikรถrpers SUW57-D11 konnte die Technologie erfolgreich getestet werden. Phagendisplay in Lรถsung und Selektion mittels Phagen-ELISA wurde als vielversprechender Arbeitsablauf fรผr die Entdeckung von Biomarkern und Zielstrukturen erarbeitet. Die Anwendbarkeit der Methode im Hochdurchsatzverfahren wurde durch erfolgreiche Selektionen im 96-well-Format und mittels der Anwendung hochparalleler Sequenzierung zur Selektion bestรคtigt. Mit Antikรถrpern aus TIBZ konnte MMP9 als Zielstruktur isoliert werden. Dies ist ein prinzipieller Beweis fรผr die Funktionalitรคt der Methode. Des Weiteren wurden Proteinfragmente von SHTN1 und WWC2 in einem รคhnlichen Ansatz angereichert. Unter Verwendung von Patientenseren, hat sich EEA1 als interessantes Protein herausgestellt. Die prรคsentierte Technologie erlaubt die Entdeckung von therapeutischen Zielstrukturen und Biomarkern basierend auf patientenspezifischen Immunreaktionen. Dieser Ansatz bringt Kandidaten mit implizierter Relevanz hervor, da der Selektionsprozess auf einem biologischen Mechanismus im Krankheitskontext beruht. Der Arbeitsablauf besitzt die Kapazitรคt zu einer Plattform fรผr die Entdeckung von therapeutischen Zielstrukturen und Biomarkern ausgebaut zu werden, die auf alle Krankheiten, die immuntherapeutische Interventionen benรถtigen, anwendbar ist

    ์ง€๋„ ํ•™์Šต ๊ธฐ๋ฐ˜ ๋ฐ”์ด์˜คํŒจ๋‹ ํด๋ก  ์ฆํญ ํŒจํ„ด ๋ถ„์„์„ ํ†ตํ•œ ํ•ญ์› ๊ฒฐํ•ฉ ๋ฐ˜์‘์„ฑ ์˜ˆ์ธก

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    ํ•™์œ„๋…ผ๋ฌธ(๋ฐ•์‚ฌ) -- ์„œ์šธ๋Œ€ํ•™๊ต๋Œ€ํ•™์› : ์˜๊ณผ๋Œ€ํ•™ ์˜๊ณผํ•™๊ณผ, 2021.8. ์ •์ค€ํ˜ธ.Background: Monoclonal antibodies (mAbs) are produced by B cells and specifically binds to target antigens. Technical advances in molecular and cellular cloning made it possible to purify recombinant mAbs in a large scale, enhancing the multiple research area and potential for their clinical application. Since the importance of therapeutic mAbs is increasing, mAbs have become the predominant drug classes for various diseases over the past decades. During that time, immense technological advances have made the discovery and development of mAb therapeutics more efficient. Owing to advances in high-throughput methodology in genomic sequencing, phenotype screening, and computational data analysis, it is conceivable to generate the panel of antibodies with annotated characteristics without experiments. Thesis objective: This thesis aims to develop the next-generation antibody discovery methods utilizing high-throughput antibody repertoire sequencing and bioinformatics analysis. I developed novel methods for construction of in vitro display antibody library, and machine learning based antibody discovery. In chapter 3, I described a new method for generating immunoglobulin (Ig) gene repertoire, which minimizes the amplification bias originated from a large number of primers targeting diverse Ig germline genes. Universal primer-based amplification method was employed in generating Ig gene repertoire then validated by high-throughput antibody repertoire sequencing, in the aspect of clonal diversity and immune repertoire reproducibility. A result of this research work is published in โ€˜Journal of Immunological Methods (2021). doi: 10.1016/j.jim.2021. 113089โ€™. In chapter 4, I described a novel machine learning based antibody discovery method. In conventional colony screening approach, it is impossible to identify antigen specific binders having low clonal abundance, or hindered by non-specific phage particles having antigen reactivity on p8 coat protein. To overcome the limitations, I applied the supervised learning algorithm on high-throughput sequencing data annotated with binding property and clonal frequency through bio-panning. NGS analysis was performed to generate large number of antibody sequences annotated with itsโ€™ clonal frequency at each selection round of the bio-panning. By using random forest (RF) algorithm, antigen reactive binders were predicted and validated with in vitro screening experiment. A result of this research work is published in โ€˜Experimental & Molecular Medicine (2017). doi:0.1038/emm.2017.22โ€™ and โ€˜Biomolecule (2020). doi:10.3390/biom10030421โ€™. Conclusion: By combining conventional antibody discovery techniques and high-throughput antibody repertoire sequencing, it was able to make advances in multiple attributes of the previous methodology. Multi-cycle amplification with Ig germline gene specific primers showed the high level of repertoire distortion, but could be improved by employing universal primer-based amplification method. RF model generates the large number of antigen reactive antibody sequences having various clonal enrichment pattern. This result offers the new insight in interpreting clonal enrichment process, frequency of antigen specific binder does not increase gradually but depends on the multiple selection rounds. Supervised learning-based method also provides the more diverse antigen specific clonotypes than conventional antibody discovery methods.์—ฐ๊ตฌ์˜ ๋ฐฐ๊ฒฝ: ๋‹จ์ผ ํด๋ก  ํ•ญ์ฒด (monoclonal antibody, mAb) ๋Š” B ์„ธํฌ์—์„œ ์ƒ์‚ฐ๋˜์–ด ํ‘œ์  ํ•ญ์›์— ํŠน์ด์ ์œผ๋กœ ๊ฒฐํ•ฉํ•˜๋Š” ํด๋ฆฌํŽฉํƒ€์ด๋“œ ๋ณตํ•ฉ์ฒด ์ด๋‹ค. ๋ถ„์ž ๋ฐ ์„ธํฌ ํด๋กœ๋‹ ๊ธฐ์ˆ ์˜ ๋ฐœ์ „์œผ๋กœ ์žฌ์กฐํ•ฉ ๋‹จ์ผ ํด๋ก  ํ•ญ์ฒด๋ฅผ ๋Œ€์šฉ๋Ÿ‰์œผ๋กœ ์ƒ์‚ฐํ•˜๋Š”๊ฒƒ์ด ๊ฐ€๋Šฅํ•ด์กŒ์œผ๋ฉฐ, ์ด๋ฅผ ๋ฐ”ํƒ•์œผ๋กœ ๋‹ค์–‘ํ•œ ์—ฐ๊ตฌ ๋ฐ ์ž„์ƒ ๋ถ„์•ผ์—์„œ์˜ ํ™œ์šฉ์ด ํ™•๋Œ€๋˜๊ณ  ์žˆ๋‹ค. ๋˜ํ•œ ์น˜๋ฃŒ์šฉ ํ•ญ์ฒด๋ฅผ ํšจ์œจ์ ์œผ๋กœ ๋ฐœ๊ตดํ•˜๊ณ  ๊ฐœ๋ฐœํ•˜๋Š” ๊ธฐ์ˆ ์— ๋Œ€ํ•œ ๋น„์•ฝ์ ์ธ ๋ฐœ์ „์ด ์ด๋ฃจ์–ด์กŒ๋‹ค. ์œ ์ „์ž ์„œ์—ด ๋ถ„์„, ํ‘œํ˜„ํ˜• ์Šคํฌ๋ฆฌ๋‹, ์ปดํ“จํŒ… ๊ธฐ๋ฐ˜ ๋ถ„์„๋ฒ• ๋ถ„์•ผ์—์„œ ์ด๋ฃจ์–ด์ง„ ๊ณ ์ง‘์  ๋ฐฉ๋ฒ•๋ก  (high-throughput methodology) ์˜ ๋ฐœ์ „๊ณผ ์ด์˜ ์‘์šฉ์„ ํ†ตํ•ด, ๋น„์‹คํ—˜์  ๋ฐฉ๋ฒ•์„ ํ†ตํ•ด ํ•ญ์› ๋ฐ˜์‘์„ฑ ํ•ญ์ฒด ํŒจ๋„์„ ์ƒ์‚ฐํ•˜๋Š”๊ฒƒ์ด ๊ฐ€๋Šฅํ•ด์กŒ๋‹ค. ์—ฐ๊ตฌ์˜ ๋ชฉํ‘œ: ๋ณธ ๋ฐ•์‚ฌ ํ•™์œ„ ๋…ผ๋ฌธ์€ ๊ณ ์ง‘์  ํ•ญ์ฒด ๋ ˆํผํ† ์–ด ์‹œํ€€์‹ฑ (high-throughput antibody repertoire sequencing) ๊ณผ ์ƒ๋ฌผ์ •๋ณดํ•™ (bioinformatics) ๊ธฐ๋ฒ•์„ ํ™œ์šฉํ•˜์—ฌ ์‹ ๊ทœํ•œ (novel) ์ฐจ์„ธ๋Œ€ ํ•ญ์ฒด ๋ฐœ๊ตด๋ฒ• (next-generation antibody discovery method) ์„ ๊ฐœ๋ฐœํ•˜๋Š”๊ฒƒ์„ ๋ชฉํ‘œ๋กœ ํ•˜๊ณ  ์žˆ๋‹ค. ๋ณธ ์—ฐ๊ตฌ๋ฅผ ํ†ตํ•ด in vitro display ํ•ญ์ฒด ๋ผ์ด๋ธŒ๋Ÿฌ๋ฆฌ๋ฅผ ์ œ์ž‘ํ•˜๊ธฐ ์œ„ํ•œ ์‹ ๊ทœ ํ”„๋กœํ† ์ฝœ ๋ฐ ๊ธฐ๊ณ„ ํ•™์Šต์„ ๊ธฐ๋ฐ˜์œผ๋กœํ•œ ํ•ญ์ฒด ๋ฐœ๊ตด๋ฒ•์„ ๊ฐœ๋ฐœ ํ•˜์˜€๋‹ค. Chapter 3: ํ•ญ์ฒด ๋ ˆํผํ† ์–ด๋ฅผ ์ฆํญํ•˜๋Š” ๊ณผ์ •์—์„œ, ๋‹ค์ˆ˜์˜ ์ƒ์‹์„ธํฌ ๋ฉด์—ญ ๊ธ€๋กœ๋ถˆ๋ฆฐ ์œ ์ „์ž (germline immunoglobulin gene) ํŠน์ด์  ํ”„๋ผ์ด๋จธ ์‚ฌ์šฉ์— ์˜ํ•ด ๋ฐœ์ƒํ•˜๋Š” ์ฆํญ ํŽธ์ฐจ (amplification bias) ๋ฅผ ์ตœ์†Œํ™” ํ•˜๋Š” ๋ฐฉ๋ฒ•๋ก ์— ๋Œ€ํ•ด ๊ธฐ์ˆ ํ•˜์˜€๋‹ค. ์œ ๋‹ˆ๋ฒ„์…œ (universal) ํ”„๋ผ์ด๋จธ๋ฅผ ์‚ฌ์šฉํ•œ ๋‹ค์ค‘ ์‚ฌ์ดํด ์ฆํญ (multi-cycle amplification) ๋ฒ•์ด ์‚ฌ์šฉ๋˜์—ˆ์œผ๋ฉฐ, ๊ณ ์ง‘์  ํ•ญ์ฒด ๋ ˆํผํ† ์–ด ์‹œํ€€์‹ฑ์„ ํ†ตํ•ด, ํด๋ก  ๋‹ค์–‘์„ฑ (clonal diversity) ๋ฐ ๋ฉด์—ญ ๋ ˆํผํ† ์–ด ์žฌ๊ตฌ์„ฑ๋„ (immune repertoire reproducibility) ๋ฅผ ์ƒ๋ฌผ์ •๋ณดํ•™์  ๊ธฐ๋ฒ•์œผ๋กœ ์ธก์ •ํ•˜์—ฌ ์‹ ๊ทœ ๋ฐฉ๋ฒ•๋ก ์— ๋Œ€ํ•œ ๊ฒ€์ฆ์„ ์ˆ˜ํ–‰ํ•˜์˜€๋‹ค. ๋ณธ ์—ฐ๊ตฌ์˜ ์—ฐ๊ตฌ๊ฒฐ๊ณผ๋Š” ๋‹ค์Œ์˜ ํ•™์ˆ ์ง€์— ์ถœํŒ ๋˜์—ˆ๋‹ค: Journal of Immunological Methods (2021). doi: 10.1016/j.jim.2021. 113089. Chapter 4: ๊ธฐ๊ณ„ ํ•™์Šต ๊ธฐ๋ฐ˜์˜ ํ•ญ์ฒด ๋ฐœ๊ตด๋ฒ• ๊ฐœ๋ฐœ์— ๋Œ€ํ•ด ๊ธฐ์ˆ ํ•˜์˜€๋‹ค. ์ „ํ†ต์  ์ฝœ๋กœ๋‹ˆ ์Šคํฌ๋ฆฌ๋‹ (colony screening) ๋ฐฉ๋ฒ•์—์„œ๋Š”, ํด๋ก  ๋นˆ๋„ (clonal abundance) ๊ฐ€ ๋‚ฎ์€ ํด๋ก ์„ ๋ฐœ๊ตด ํ•˜๊ฑฐ๋‚˜ ์„ ํƒ์•• (selective pressure) ์ด ๋ถ€์—ฌ๋˜๋Š” ๊ณผ์ •์—์„œ, p8 ํ‘œ๋ฉด ๋‹จ๋ฐฑ์งˆ์˜ ๋น„ ํŠน์ด์  ํ•ญ์› ํŠน์ด์„ฑ์„ ์ œ๊ฑฐํ•  ์ˆ˜ ์—†๋‹ค. ์ด๋Ÿฌํ•œ ์ œํ•œ์ ์„ ๊ทน๋ณตํ•˜๊ธฐ ์œ„ํ•ด์„œ ํ•ญ์› ๊ฒฐํ•ฉ๋Šฅ ๋ฐ ๋ฐ”์ด์˜คํŒจ๋‹ ์—์„œ์˜ ํด๋ก  ๋นˆ๋„๊ฐ€ ์ธก์ • ๋˜์–ด์žˆ๋Š” ๊ณ ์ง‘์  ํ•ญ์ฒด ์„œ์—ด ๋ฐ์ดํ„ฐ๋ฅผ ๋Œ€์ƒ์œผ๋กœ ์ง€๋„ ํ•™์Šต ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ ์šฉํ•˜์˜€๋‹ค. ๋žœ๋ค ํฌ๋ ˆ์ŠคํŠธ (random forest, RF) ์•Œ๊ณ ๋ฆฌ์ฆ˜์„ ์ ์šฉํ•˜์—ฌ ํ•ญ์› ํŠน์ด์  ํ•ญ์ฒด ํด๋ก ์„ ์˜ˆ์ธกํ•˜์˜€์œผ๋ฉฐ, ์‹œํ—˜๊ด€ ๋‚ด ์Šคํฌ๋ฆฌ๋‹์„ ํ†ตํ•ด ํ•ญ์› ํŠน์ด์„ฑ์„ ๊ฒ€์ฆํ•˜์˜€๋‹ค. ๋ณธ ์—ฐ๊ตฌ์˜ ์—ฐ๊ตฌ ๊ฒฐ๊ณผ๋Š” ๋‹ค์Œ์˜ ํ•™์ˆ ์ง€์— ์ถœํŒ๋˜์—ˆ๋‹ค: 1) Experimental & Molecular Medicine (2017). doi:0.1038/emm.2017.22., 2) Biomolecule (2020). doi:10.3390/biom10030421. ๊ฒฐ๋ก : ์ „ํ†ต์  ํ•ญ์ฒด ๋ฐœ๊ตด ๊ธฐ์ˆ ๊ณผ ๊ณ ์ง‘์  ํ•ญ์ฒด ๋ ˆํผํ† ์–ด ์‹œํ€€์‹ฑ ๊ธฐ์ˆ ์„ ์œตํ•ฉํ•จ์œผ๋กœ์จ, ๊ธฐ์กด ๋ฐฉ๋ฒ•๋ก ์˜ ๋‹ค์–‘ํ•œ ํ•œ๊ณ„์ ์„ ๊ฐœ์„ ํ•  ์ˆ˜ ์žˆ์—ˆ๋‹ค. ๋ฉด์—ญ ๊ธ€๋กœ๋ถˆ๋ฆฐ ์ƒ์‹์„ธํฌ ์œ ์ „์ž ํŠน์ด์  ํ”„๋ผ์ด๋จธ๋ฅผ ์‚ฌ์šฉํ•œ ๋‹ค์ค‘ ์‚ฌ์ดํด ์ฆํญ์€ ํด๋ก  ๋นˆ๋„ ๋ฐ ๋‹ค์–‘์„ฑ์— ์™œ๊ณก์„ ์œ ๋„ ํ•˜์˜€์œผ๋‚˜, ์œ ๋‹ˆ๋ฒ„์…œ ํ”„๋ผ์ด๋จธ๋ฅผ ์‚ฌ์šฉํ•œ ์ฆํญ๋ฒ•์„ ํ†ตํ•ด ๋†’์€ ํšจ์œจ๋กœ ๋ ˆํผํ† ์–ด ์™œ๊ณก์„ ๊ฐœ์„ ์‹œํ‚ฌ ์ˆ˜ ์žˆ์Œ์„ ๊ด€์ฐฐํ•  ์ˆ˜ ์žˆ์—ˆ๋‹ค. RF ๋ชจ๋ธ์€ ๋‹ค์–‘ํ•œ ํด๋ก  ์ฆํญ ํŒจํ„ด (enrichment pattern) ์„ ๊ฐ€์ง€๋Š” ํ•ญ์› ๋ฐ˜์‘์„ฑ ํ•ญ์ฒด ์„œ์—ด์„ ์ƒ์„ฑํ•˜์˜€๋‹ค. ์ด๋ฅผ ํ†ตํ•ด ํ•ญ์›์— ํŠน์ด์ ์œผ๋กœ ๊ฒฐํ•ฉํ•˜๋Š” ํด๋ก ์ด ๋‹จ๊ณ„์ ์œผ๋กœ ์ฆํญ๋˜๋Š” ๊ฒƒ์ด ์•„๋‹ˆ๋ผ ์ดˆ๊ธฐ ๋ฐ ํ›„๊ธฐ์˜ ๋‹ค์ˆ˜์˜ ์„ ๋ณ„ ๋‹จ๊ณ„ (selection round) ์— ์˜์กดํ•จ์„ ํ™•์ธํ•  ์ˆ˜ ์žˆ์—ˆ์œผ๋ฉฐ, ๋ฐ”์ด์˜คํŒจ๋‹ ์—์„œ์˜ ํด๋ก  ์ฆํญ์— ๋Œ€ํ•œ ์ƒˆ๋กœ์šด ํ•ด์„์„ ์ œ์‹œํ•˜์˜€๋‹ค. ๋˜ํ•œ ์ง€๋„ ํ•™์Šต์„ ๊ธฐ๋ฐ˜์œผ๋กœ ๋ฐœ๊ตด ๋œ ํด๋ก ๋“ค์—์„œ, ์ „ํ†ต์  ์ฝœ๋กœ๋‹ˆ ์Šคํฌ๋ฆฌ๋‹ ๋ฐฉ๋ฒ•๊ณผ ๋Œ€๋น„ํ•˜์—ฌ ๋” ๋†’์€ ์„œ์—ด ๋‹ค์–‘์„ฑ์„ ๊ด€์ฐฐํ•  ์ˆ˜ ์žˆ์—ˆ๋‹ค.1. Introduction 8 1.1. Antibody and immunoglobulin repertoire 8 1.2. Antibody therapeutics 16 1.3. Methodology: antibody discovery and engineering 21 2. Thesis objective 28 3. Establishment of minimally biased phage display library construction method for antibody discovery 29 3.1. Abstract 29 3.2. Introduction 30 3.3. Results 32 3.4. Discussion 44 3.5. Methods 47 4. In silico identification of target specific antibodies by high-throughput antibody repertoire sequencing and machine learning 58 4.1. Abstract 58 4.2. Introduction 60 4.3. Results 64 4.4. Discussion 111 4.5. Methods 116 5. Future perspectives 129 6. References 135 7. Abstract in Korean 150๋ฐ•

    Development of a Dusky kob scFv gene phage display library for the discovery of antibodies to Brome mosaic virus - a proxy for a novel, emerging fish pathogen

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    Fish farming is rapidly becoming the world's fastest growing production sector, achieving an annual growth rate of approximately 8.9% since the early 1970s. However, high stocking densities result in elevated stress levels in farmed fish, leading to increased susceptibility to infection by opportunistic pathogens and parasites. Antibody phage display is a method that allows foreign peptides or proteins to be expressed on the phage surface through translational fusion with phage coat proteins. Consequently, antibodies expressed by a diverse repertoire of genes coding for the single chain variable fragment (scFv) of immunoglobulin M can be isolated and screened for affinity to a specific infectious agent or parasite. In this study, a phage display library displaying scFvs derived from combination pairings of Dusky kob (Argyrosomus japonicas) variable heavy and light chain fragments, sourced from the splenic B cells of healthy Dusky kob, was constructed. The library was subjected to two rounds of biopanning against brome mosaic virus (BMV), a grass virus to which Dusky kob would have no prior exposure that served as a proxy for an emerging fish pathogen. Five clones were identified as having high affinity and specificity to BMV, as determined by phage enzymelinked immunosorbent assay (ELISA) and phage western blot analysis, respectively. To validate the diagnostic and therapeutic potential of antibody fragments isolated from this phage display library, the gene encoding the antibody fragment of the clone displaying the highest affinity to BMV was selected and expressed using a yeast surface display system. ELISA analysis of serum sampled from Dusky kob exposed to BMV by injection demonstrated that the yeast displayed anti-BMV antibody could successfully detect BMV in the blood serum of BMV-infected Dusky kob with similar sensitivity to a commercially available counterpart. Similarly, this study demonstrated the neutralising effect of yeast displayed anti-BMV antibodies which were found to successfully reduce BMV infection in barley. Overall, these findings demonstrate the feasibility of a Dusky kob phage display library as a source of diagnostically and therapeutically important antibodies against emerging fish pathogens or parasites that threaten the fish farming industry of South Africa
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