Synthetic antibodies designed on natural sequence landscapes
Abstract
We present a method for synthetic antibody library generation that combines the use of high-throughput immune repertoire analysis and a novel synthetic technology. The library design recapitulates positional amino acid frequencies observed in natural antibody repertoires. V-segment diversity in four heavy (V(H)) and two kappa (V(κ)) germlines was introduced based on the analysis of somatically hypermutated donor-derived repertoires. Complementarity-determining region 3 length and amino acid designs were based on aggregate frequencies of all V(H) and V(κ) sequences in the data set. The designed libraries were constructed through an adaptation of a novel gene synthesis technology that enables precise positional control of amino acid composition and incorporation frequencies. High-throughput pyrosequencing was used to monitor the fidelity of construction and characterize genetic diversity in the final 3.6×10(10) transformants. The library exhibited Fab expression superior to currently reported synthetic approaches of equivalent diversity, with greater than 93% of clones observed to successfully display both a correctly folded heavy chain and a correctly folded light chain. Genetic diversity in the library was high, with 95% of 7.0×10(5) clones sequenced observed only once. The obtained library diversity explores a comparable sequence space as the donor-derived natural repertoire and, at the same time, is able to access novel recombined diversity due to lack of segmental linkage. The successful isolation of low- and subnanomolar-affinity antibodies against a diverse panel of receptors, growth factors, enzymes, antigens from infectious reagents, and peptides confirms the functional viability of the design strategy.
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Natural preferences in antibody repertoires can be used as a reference to assess the biophysical properties of therapeutic antibodies or to develop naturally focused surface display libraries.
“Among others, such natural preferences can be used as a reference to assess the biophysical properties of therapeutic antibodies [13] or to develop naturally focused surface display libraries [26].”
From Computational approaches to therapeutic antibody design: established methods and emerging trends (2020) · cites this paper as [26]
Analysis of antibodies derived from 600 donors followed by construction of a library based on natural positional preferences has demonstrated that such constraints can be adapted to library construction and used to identify binding antibodies.
“This has already been demonstrated to some extent through analysis of antibodies derived from 600 donors [24] followed by construction of a library based on natural positional preferences [26].”
From Computational approaches to therapeutic antibody design: established methods and emerging trends (2020) · cites this paper as [26]
Cites
Smith, G. P. (1985) · Science · doi:10.1126/science.4001944 · Cited by 4,143 · see citing works
Wu, T. T., & Kabat, E. A. (1970) · The Journal of Experimental Medicine · doi:10.1084/jem.132.2.211 · Cited by 1,340 · see citing works
Accuracy and quality of massively parallel DNA pyrosequencing
Huse, S. M., Huber, J. A., Morrison, H. G., Sogin, M. L., & Welch, D. B. M. (2007) · Genome biology · doi:10.1186/gb-2007-8-7-r143 · Cited by 1,285 · see citing works
Potent antibody therapeutics by design
Carter, P. J. (2006) · Nature reviews. Immunology · doi:10.1038/nri1837 · Cited by 1,103 · see citing works
Development trends for human monoclonal antibody therapeutics
Nelson, A. L., Dhimolea, E., & Reichert, J. M. (2010) · Nature Reviews Drug Discovery · doi:10.1038/nrd3229 · Cited by 1,027 · see citing works
IMGT, the international ImMunoGeneTics database
Ruiz, M. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.219 · Cited by 859 · see citing works
Knappik, A., Ge, L., Honegger, A., Pack, P., Fischer, M., Wellnhofer, G., Hoess, A., Wölle, J., Plückthun, A., & Virnekäs, B. (2000) · Journal of Molecular Biology · doi:10.1006/jmbi.1999.3444 · Cited by 728 · see citing works
Glanville, J., Zhai, W., Berka, J., Telman, D., Huerta, G., Mehta, G. R., Ni, I., Mei, L., Sundar, P. D., Day, G. M. R., et al. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0909775106 · Cited by 440 · see citing works
Self-citationSheets, M. D., Amersdorfer, P., Finnern, R., et al. (1998) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.95.11.6157 · Cited by 438 · see citing works
Analyzing a kinetic titration series using affinity biosensors
Karlsson, R., Katsamba, P. S., Nordin, H., Pol, E., & Myszka, D. G. (2005) · Analytical Biochemistry · doi:10.1016/j.ab.2005.09.034 · Cited by 390 · see citing works
Semisynthetic combinatorial antibody libraries: a chemical solution to the diversity problem.
Barbas, C. F., Bain, J. D., Hoekstra, D., et al. (1992) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.89.10.4457 · Cited by 375 · see citing works
Fellouse, F. A., Esaki, K., Birtalan, S., Raptis, D. A., Cancasci, V. J., Koide, A., Jhurani, P., Vasser, M., Wiesmann, C., Kossiakoff, A. A., et al. (2007) · Journal of Molecular Biology · doi:10.1016/j.jmb.2007.08.005 · Cited by 359 · see citing works
IMGT, the international ImMunoGeneTics database
Lefranc, M., Giudicelli, V., Ginestoux, C., Bodmer, J. G., Müller, W., Bontrop, R. E., Lemaitre, M. M., Malik, A., Barbié, V., & Chaume, D. (1999) · Nucleic Acids Research · doi:10.1093/nar/27.1.209 · Cited by 358 · see citing works
Sequence Statistics Reliably Predict Stabilizing Mutations in a Protein Domain
Steipe, B., Schiller, B., Plückthun, A., et al. (1994) · Journal of Molecular Biology · doi:10.1006/jmbi.1994.1434 · Cited by 349 · see citing works
Zemlin, M., Klinger, M., Link, J. M., Zemlin, C., Bauer, K., Engler, J. A., Schroeder, H. W., & Kirkham, P. M. (2003) · Journal of Molecular Biology · doi:10.1016/j.jmb.2003.10.007 · Cited by 327 · see citing works
Hoet, R., Cohen, E. H., Kent, R. B., et al. (2005) · Nature Biotechnology · doi:10.1038/nbt1067 · Cited by 315 · see citing works
Maximum entropy models for antibody diversity
Mora, T., Walczak, A. M., Bialek, W., & Callan, C. G. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1001705107 · Cited by 313 · see citing works
Rothe, C., Urlinger, S., Löhning, C., Prassler, J., Stark, Y., Jäger, U., Hubner, B., Bardroff, M., Pradel, I., Boß, M., et al. (2008) · Journal of Molecular Biology · doi:10.1016/j.jmb.2007.12.018 · Cited by 248 · see citing works
Birtalan, S., Zhang, Y., Fellouse, F. A., Shao, L., Schaefer, G., & Sidhu, S. S. (2008) · Journal of Molecular Biology · doi:10.1016/j.jmb.2008.01.093 · Cited by 244 · see citing works
Virnekäs, B., Ge, L., Plückthun, A., et al. (1994) · Nucleic Acids Research · doi:10.1093/nar/22.25.5600 · Cited by 235 · see citing works
Analysis and improvements to Kabat and structurally correct numbering of antibody variable domains
Abhinandan, K. R., & Martin, A. C. R. (2008) · Molecular Immunology · doi:10.1016/j.molimm.2008.05.022 · Cited by 234 · see citing works
Design, construction, and characterization of a large synthetic human antibody phage display library
Silacci, M., Brack, S., Schirru, G., Mårlind, J., Ettorre, A., Merlo, A. U., Viti, F., & Neri, D. (2005) · PROTEOMICS · doi:10.1002/pmic.200401273 · Cited by 175 · see citing works
Phage-displayed Antibody Libraries of Synthetic Heavy Chain Complementarity Determining Regions
Sidhu, S. S., Li, B., Chen, Y., Fellouse, F. A., Eigenbrot, C. W., & Fuh, G. (2004) · Journal of Molecular Biology · doi:10.1016/j.jmb.2004.02.050 · Cited by 172 · see citing works
Rapid identification of reactive cysteine residues for site-specific labeling of antibody-Fabs
Junutula, J. R., Bhakta, S., Raab, H. E., et al. (2008) · Journal of Immunological Methods · doi:10.1016/j.jim.2007.12.011 · Cited by 166 · see citing works
Kabat Database and its applications: 30 years after the first variability plot
Johnson, G. (2000) · Nucleic Acids Research · doi:10.1093/nar/28.1.214 · Cited by 148 · see citing works
Synthetic therapeutic antibodies
Sidhu, S. S., & Fellouse, F. A. (2006) · Nature Chemical Biology · doi:10.1038/nchembio843 · Cited by 147 · see citing works
Lloyd, C., Lowe, D., Edwards, B. M., Welsh, F., Dilks, T., Hardman, C. H., & Vaughan, T. J. (2008) · Protein Engineering Design and Selection · doi:10.1093/protein/gzn058 · Cited by 128 · see citing works
Fellouse, F. A., Barthelemy, P. A., Kelley, R. F., & Sidhu, S. S. (2005) · Journal of Molecular Biology · doi:10.1016/j.jmb.2005.11.092 · Cited by 119 · see citing works
Determinism and stochasticity during maturation of the zebrafish antibody repertoire
Jiang, N. J., Weinstein, J. A., Penland, L., White, R. A., III, Fisher, D. S., & Quake, S. R. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1014277108 · Cited by 107 · see citing works
Ippolito, G. C., Schelonka, R. L., Zemlin, M., Ivanov, I. I., Kobayashi, R., Zemlin, C., Gartland, G. L., Nitschke, L., Pelkonen, J., Fujihashi, K., et al. (2006) · The Journal of Experimental Medicine · doi:10.1084/jem.20052217 · Cited by 89 · see citing works
Stability and CDR Composition Biases Enrich Binder Functionality Landscapes
Hackel, B. J., Ackerman, M. E., Howland, S. W., & Wittrup, K. D. (2010) · Journal of Molecular Biology · doi:10.1016/j.jmb.2010.06.004 · Cited by 84 · see citing works
In Vitro Assembly of Repertoires of Antibody Chains on the Surface of Phage by Renaturation
Figini, M., Marks, J. D., Winter, G. P., et al. (1994) · Journal of Molecular Biology · doi:10.1006/jmbi.1994.1351 · Cited by 78 · see citing works
A Novel Solid Phase Technology for High-Throughput Gene Synthesis
den Brulle, J. V., Fischer, M. J., Langmann, T., et al. (2008) · BioTechniques · doi:10.2144/000112953 · Cited by 76 · see citing works
Yang, H. Y., Kang, K. J., Chung, J. E., et al. (2009) · Molecules and Cells · doi:10.1007/s10059-009-0028-9 · Cited by 74 · see citing works
Selection of Human Antibodies from Phage Display Libraries
Marks, J. D., & Bradbury, A. M. (2004) · Humana Press eBooks · doi:10.1385/1-59259-666-5:161 · Cited by 55 · see citing works
Mazor, Y., Blarcom, T. J. V., Carroll, S., et al. (2010) · FEBS Journal · doi:10.1111/j.1742-4658.2010.07645.x · Cited by 40 · see citing works
Expanding the ProteOn XPR36 biosensor into a 36-ligand array expedites protein interaction analysis
Abdiche, Y. N., Lindquist, K. C., Pinkerton, A., et al. (2010) · Analytical Biochemistry · doi:10.1016/j.ab.2010.12.020 · Cited by 34 · see citing works
Self-citationKretzschmar, T., Zimmermann, C., & Geiser, M. (1995) · Analytical Biochemistry · doi:10.1006/abio.1995.1059 · Cited by 33 · see citing works
Rapid construction and characterization of synthetic antibody libraries without DNA amplification
Ge, X., Mazor, Y., Hunicke‐Smith, S., Ellington, A. D., & Georgiou, G. (2010) · Biotechnology and Bioengineering · doi:10.1002/bit.22712 · Cited by 33 · see citing works
Wu and Kabat 1970: A Transforming View of Antibody Diversity
Hood, L. (2008) · The Journal of Immunology · doi:10.4049/jimmunol.180.11.7055 · Cited by 4 · see citing works
Myszka, D. G. (1999) · Journal of Molecular Recognition · doi:10.1002/(sici)1099-1352(199909/10)12:5
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Computational approaches to therapeutic antibody design: established methods and emerging trends
Norman, R. A., Ambrosetti, F., Bonvin, A. M. J. J., Colwell, L. J., Kelm, S., Kumar, S., & Krawczyk, K. (2020) · Briefings in Bioinformatics · doi:10.1093/bib/bbz095 · Cited by 219 · see citing works
“This has already been demonstrated to some extent through analysis of antibodies derived from 600 donors [24] followed by construction of a library based on natural positional preferences [26].”
BackgroundJain, T., Boland, T., Lilov, A., Burnina, I., Brown, M., Xu, Y., & Vásquez, M. (2017) · Bioinformatics · doi:10.1093/bioinformatics/btx519 · Cited by 61 · see citing works
- Authors
- Zhai, W., Glanville, J., Fuhrmann, M., Mei, L., Ni, I., Sundar, P. D., Van Blarcom, T., Abdiche, Y., Lindquist, K., Strohner, R., Telman, D., Cappuccilli, G., Finlay, W. J. J., Van den Brulle, J., Cox, D. R., Pons, J., & Rajpal, A.
- Affiliations
- Pfizer (United States) (US)
- MorphoSys (Germany) (DE)
- AREA Science Park (IT)
- Pfizer (Ireland) (IE)
- Corresponding author
- Pons, Jaume
- Rajpal, Arvind
- Venue
- Journal of Molecular Biology
- Publisher
- Elsevier BV
- Published
- 2011-09
- Volume
- 412
- Issue
- 1
- Pages
- 55-71
- ISSN
- 0022-2836 (ISSN-L)
- OpenAlex
- W2073308880
- Cited by
- 93
- References
- 41
- Citations by year
- 2026: 3 · 2025: 4 · 2024: 5 · 2023: 4 · 2022: 6 · 2021: 2 · 2020: 3 · 2019: 5 · 2018: 5 · 2017: 13 · 2016: 6 · 2015: 13 · 2014: 5 · 2013: 8 · 2012: 10
- FWCI
- 5.86
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Journal of Molecular Biology (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Health Sciences › Medicine › Radiology, Nuclear Medicine and Imaging › Monoclonal and Polyclonal Antibodies Research
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Chemical Synthesis and Analysis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › vaccines and immunoinformatics approaches
- Keywords
- synthetic antibody libraries, somatic hypermutation, germline sequences, CDR3 length, gene synthesis, library diversity, affinity maturation
- MeSH terms
- Antibodies, Enzyme-Linked Immunosorbent Assay, Humans, Models, Theoretical, Genetic Variation, Biosensing Techniques, Peptide Library
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