Measuring the sequence-affinity landscape of antibodies with massively parallel titration curves

Despite the central role that antibodies play in the adaptive immune system and in biotechnology, much remains unknown about the quantitative relationship between an antibody’s amino acid sequence and its antigen binding affinity. Here we describe a new experimental approach, called Tite-Seq, that is capable of measuring binding titration curves and corresponding affinities for thousands of variant antibodies in parallel. The measurement of titration curves eliminates the confounding effects of antibody expression and stability that arise in standard deep mutational scanning assays. We demonstrate Tite-Seq on the CDR1H and CDR3H regions of a well-studied scFv antibody. Our data shed light on the structural basis for antigen binding affinity and suggests a role for secondary CDR loops in establishing antibody stability. Tite-Seq fills a large gap in the ability to measure critical aspects of the adaptive immune system, and can be readily used for studying sequence-affinity landscapes in other protein systems. DOI: http://dx.doi.org/10.7554/eLife.23156.001

[1]  Eric T. Boder,et al.  Yeast surface display for screening combinatorial polypeptide libraries , 1997, Nature Biotechnology.

[2]  Thierry Mora,et al.  Statistical inference of the generation probability of T-cell receptors from sequence repertoires , 2012, Proceedings of the National Academy of Sciences.

[3]  M. Neuberger,et al.  Affinity dependence of the B cell response to antigen: a threshold, a ceiling, and the importance of off-rate. , 1998, Immunity.

[4]  Daniel C. Douek,et al.  A Mechanism for TCR Sharing between T Cell Subsets and Individuals Revealed by Pyrosequencing , 2011, The Journal of Immunology.

[5]  Abigail Wacher,et al.  Comprehensive assessment of T-cell receptor beta-chain diversity in alphabeta T cells. , 2009, Blood.

[6]  R. Dubridge,et al.  Deep mutational scanning of an antibody against epidermal growth factor receptor using mammalian cell display and massively parallel pyrosequencing , 2013, mAbs.

[7]  Timothy A. Whitehead,et al.  Determination of binding affinity upon mutation for type I dockerin–cohesin complexes from Clostridium thermocellum and Clostridium cellulolyticum using deep sequencing , 2016, Proteins.

[8]  G. G. Stokes "J." , 1890, The New Yale Book of Quotations.

[9]  186 , 2022 .

[10]  W. Bialek,et al.  Maximum entropy models for antibody diversity , 2009, Proceedings of the National Academy of Sciences.

[11]  K. D. Hardman,et al.  1.85 A structure of anti-fluorescein 4-4-20 Fab. , 1995, Protein engineering.

[12]  Yoram Louzoun,et al.  Multi Step Selection in Ig H Chains is Initially Focused on CDR3 and Then on Other CDR Regions , 2013, Front. Immunol..

[13]  David W. Colby,et al.  Conformation-dependent epitopes recognized by prion protein antibodies probed using mutational scanning and deep sequencing. , 2015, Journal of molecular biology.

[14]  K. Fujishige,et al.  Robust in vitro affinity maturation strategy based on interface-focused high-throughput mutational scanning. , 2012, Biochemical and biophysical research communications.

[15]  Amy E Keating,et al.  SORTCERY-A High-Throughput Method to Affinity Rank Peptide Ligands. , 2014, Journal of molecular biology.

[16]  Yuval Elhanati,et al.  Quantifying selection in immune receptor repertoires , 2014 .

[17]  C. Press Cell host & microbe , 2007 .

[18]  C. Carlson,et al.  Overlap and Effective Size of the Human CD8+ T Cell Receptor Repertoire , 2010, Science Translational Medicine.

[19]  T. Schirrmann,et al.  Phage Display for the Generation of Antibodies for Proteome Research, Diagnostics and Therapy , 2011, Molecules.

[20]  G. Giacomello,et al.  Proteins structure. , 1957, Scientia medica italica. English ed.

[21]  D. Baker,et al.  High Resolution Mapping of Protein Sequence–Function Relationships , 2010, Nature Methods.

[22]  E. H. Cohen,et al.  Generation of high-affinity human antibodies by combining donor-derived and synthetic complementarity-determining-region diversity , 2005, Nature Biotechnology.

[23]  Gary E. Swan,et al.  B-cell repertoire responses to varicella-zoster vaccination in human identical twins , 2014, Proceedings of the National Academy of Sciences.

[24]  Pei-shan Wu,et al.  Biochemical and Biophysical Research Communications , 1960, Nature.

[25]  J. Kinney,et al.  Using deep sequencing to characterize the biophysical mechanism of a transcriptional regulatory sequence , 2010, Proceedings of the National Academy of Sciences.

[26]  M. Egholm,et al.  Measurement and Clinical Monitoring of Human Lymphocyte Clonality by Massively Parallel V-D-J Pyrosequencing , 2009, Science Translational Medicine.

[27]  K Dane Wittrup,et al.  Yeast surface display for protein engineering and characterization , 2007, Current Opinion in Structural Biology.

[28]  J. Galson,et al.  Studying the antibody repertoire after vaccination: practical applications. , 2014, Trends in immunology.

[29]  A. Perelson,et al.  Polyspecificity of T cell and B cell receptor recognition. , 2007, Seminars in immunology.

[30]  Jan Berka,et al.  Precise and efficient antibody epitope determination through library design, yeast display and next-generation sequencing. , 2015, Journal of molecular biology.

[31]  J. Xu,et al.  Diversity in the CDR3 region of V(H) is sufficient for most antibody specificities. , 2000, Immunity.

[32]  Scott D Boyd,et al.  Convergent antibody signatures in human dengue. , 2013, Cell host & microbe.

[33]  G. P. Smith,et al.  Filamentous fusion phage: novel expression vectors that display cloned antigens on the virion surface. , 1985, Science.

[34]  R. Schiestl,et al.  High-efficiency yeast transformation using the LiAc/SS carrier DNA/PEG method , 2007, Nature Protocols.

[35]  L. Christophorou Science , 2018, Emerging Dynamics: Science, Energy, Society and Values.

[36]  R M Zinkernagel,et al.  Early high-affinity neutralizing anti-viral IgG responses without further overall improvements of affinity. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[37]  김삼묘,et al.  “Bioinformatics” 특집을 내면서 , 2000 .

[38]  J. Chan,et al.  Directed Evolution of Brain-Derived Neurotrophic Factor for Improved Folding and Expression in Saccharomyces cerevisiae , 2014, Applied and Environmental Microbiology.

[39]  P. Sperryn,et al.  Blood. , 1989, British journal of sports medicine.

[40]  Li Liu,et al.  Rapid Fine Conformational Epitope Mapping Using Comprehensive Mutagenesis and Deep Sequencing* , 2015, The Journal of Biological Chemistry.

[41]  Mikhail Shugay,et al.  Distinctive properties of identical twins' TCR repertoires revealed by high-throughput sequencing , 2014, Proceedings of the National Academy of Sciences.

[42]  D. G. Gibson,et al.  Enzymatic assembly of DNA molecules up to several hundred kilobases , 2009, Nature Methods.

[43]  R. White,et al.  High-Throughput Sequencing of the Zebrafish Antibody Repertoire , 2009, Science.

[44]  D. Koller,et al.  High-resolution antibody dynamics of vaccine-induced immune responses , 2014, Proceedings of the National Academy of Sciences.

[45]  K D Wittrup,et al.  Yeast polypeptide fusion surface display levels predict thermal stability and soluble secretion efficiency. , 1999, Journal of molecular biology.

[46]  K. P. Murphy,et al.  Janeway's immunobiology , 2007 .

[47]  N. Friedman,et al.  T-cell receptor repertoires share a restricted set of public and abundant CDR3 sequences that are associated with self-related immunity , 2014, Genome research.

[48]  S. Fields,et al.  Deep mutational scanning: a new style of protein science , 2014, Nature Methods.

[49]  L. Wilkinson Immunity , 1891, The Lancet.

[50]  Miss A.O. Penney (b) , 1974, The New Yale Book of Quotations.

[51]  K. Wittrup,et al.  Fine Affinity Discrimination by Yeast Surface Display and Flow Cytometry , 2000, Biotechnology progress.

[52]  Richard A. Olshen,et al.  Diversity and clonal selection in the human T-cell repertoire , 2014, Proceedings of the National Academy of Sciences.

[53]  J. Foote,et al.  Kinetic and affinity limits on antibodies produced during immune responses. , 1995, Proceedings of the National Academy of Sciences of the United States of America.

[54]  Stephen R. Quake,et al.  Genetic measurement of memory B-cell recall using antibody repertoire sequencing , 2013, Proceedings of the National Academy of Sciences.

[55]  K D Wittrup,et al.  Directed evolution of antibody fragments with monovalent femtomolar antigen-binding affinity. , 2000, Proceedings of the National Academy of Sciences of the United States of America.

[56]  B Tidor,et al.  Substantial energetic improvement with minimal structural perturbation in a high affinity mutant antibody. , 2004, Journal of molecular biology.

[57]  Alexandre V. Morozov,et al.  Statistical mechanical modeling of genome-wide transcription factor occupancy data by MatrixREDUCE , 2006, ISMB.

[58]  Andrew C. Chan,et al.  Therapeutic antibodies for autoimmunity and inflammation , 2010, Nature Reviews Immunology.

[59]  T. Mora,et al.  Inferring processes underlying B-cell repertoire diversity , 2015, bioRxiv.

[60]  Mark M. Davis,et al.  Lineage Structure of the Human Antibody Repertoire in Response to Influenza Vaccination , 2013, Science Translational Medicine.

[61]  John Shawe-Taylor,et al.  Tracking global changes induced in the CD4 T-cell receptor repertoire by immunization with a complex antigen using short stretches of CDR3 protein sequence , 2014, bioRxiv.

[62]  Tristan J. Vaughan,et al.  Human Antibodies with Sub-nanomolar Affinities Isolated from a Large Non-immunized Phage Display Library , 1996, Nature Biotechnology.

[63]  Bin Liu Yeast Surface Display , 2015, Methods in Molecular Biology.