Reuse & Permissions

It is not necessary to obtain permission to reuse this article or its components as it is available under the terms of the Creative Commons Attribution 4.0 International license. This license permits unrestricted use, distribution, and reproduction in any medium, provided attribution to the author(s) and the published article's title, journal citation, and DOI are maintained. Please note that some figures may have been included with permission from other third parties. It is your responsibility to obtain the proper permission from the rights holder directly for these figures.

Export citation

Export citation

Choose format for download:

Download Citation
  • Featured in Physics
  • Open Access

Molecular Tug of War Reveals Adaptive Potential of an Immune Cell Repertoire

Hongda Jiang and Shenshen Wang*

  • Department of Physics and Astronomy, University of California, Los Angeles, Los Angeles, California 90095, USA

  • *shenshen@physics.ucla.edu

Phys. Rev. X 13, 021022 – Published 10 May, 2023

DOI: https://doi.org/10.1103/PhysRevX.13.021022

Abstract

The adaptive immune system constantly remodels its lymphocyte repertoire for better protection against future pathogens. Its ability to improve antigen recognition on the fly relies on somatic mutation and selective expansion of B lymphocytes expressing high-affinity antigen receptors. However, this rapid evolution inside an individual appears ineffective, hitting a modest ceiling of antigen-binding affinity. Only recently, experiments began to reveal that evolving B cells physically extract antigens from presenting cells using active forces, and that the extraction level dictates clonal fitness. These observations challenge the prevailing view that the equilibrium constant of receptor-antigen binding determines selective advantage of a B cell clone. Here, we present a theoretical framework to explore ways in which tug-of-war antigen extraction impacts the quality and diversity of an evolved B cell repertoire. We propose that the apparent “ineffectiveness” of in vivo selection can be a direct consequence of nonequilibrium antigen recognition. Our theory predicts, on the one hand, that the physical limits of antigen tether strength, under tugging forces, set the affinity ceiling. On the other hand, intriguingly, cells can use force heterogeneity to diversify binding phenotype without compromising fitness, thus remaining plastic under resource constraint. These results suggest that active probing of receptor quality—via a molecular tug of war during antigen recognition—limits the potency of response to current antigens, but confer adaptive benefit against future variants. By bridging physical mechanisms and evolved functions, this work reveals a multifaceted role of active forces in immune adaptation, which rationalizes key observations on repertoire dynamics.

View figure in article

Physics Subject Headings (PhySH)

Viewpoint

The Mechanical Struggle behind Adaptive Immunity

Published 10 May, 2023

A study of the mechanical forces in certain immune cells may give new insights into how organisms deal with ever-evolving pathogens.

See more in Physics

Popular Summary

Article Text

Supplemental Material

References (80)

  1. Javier M. Di Noia and Michael S. Neuberger, Molecular Mechanisms of Antibody Somatic Hypermutation, Annu. Rev. Biochem. 76, 1 (2007).
  2. Gabriel D. Victora and Michel C. Nussenzweig, Germinal Centers, Annu. Rev. Immunol. 30, 429 (2012).
  3. Jingshan Zhang and Eugene I. Shakhnovich, Optimality of Mutation and Selection in Germinal Centers, PLoS Comput. Biol. 6, e1000800 (2010).
  4. Shenshen Wang, Jordi Mata-Fink, Barry Kriegsman, Melissa Hanson, Darrell J. Irvine, Herman N. Eisen, Dennis R. Burton, K. Dane Wittrup, Mehran Kardar, and Arup K. Chakraborty, Manipulating the Selection Forces during Affinity Maturation to Generate Cross-Reactive HIV Antibodies, Cell 160, 785 (2015).
  5. Lauren M. Childs, Edward B. Baskerville, and Sarah Cobey, Trade-Offs in Antibody Repertoires to Complex Antigens, Phil. Trans. R. Soc. B 370, 20140245 (2015).
  6. J. Scott Shaffer, Penny L. Moore, Mehran Kardar, and Arup K. Chakraborty, Optimal Immunization Cocktails Can Promote Induction of Broadly Neutralizing Abs Against Highly Mutable Pathogens, Proc. Natl. Acad. Sci. U.S.A. 113, E7039 (2016).
  7. Shenshen Wang, Optimal Sequential Immunization Can Focus Antibody Responses Against Diversity Loss and Distraction, PLoS Comput. Biol. 13, e1005336 (2017).
  8. Herman N. Eisen and Gregory W. Siskind, Variations in Affinities of Antibodies during the Immune Response, Biochemistry 3, 996 (1964).
  9. Masayuki Kuraoka, Aaron G. Schmidt, Takuya Nojima, Feng Feng, Akiko Watanabe, Daisuke Kitamura, Stephen C. Harrison, Thomas B. Kepler, and Garnett Kelsoe, Complex Antigens Drive Permissive Clonal Selection in Germinal Centers, Immunity 44, 542 (2016).
  10. Rinako Nakagawa, Amparo Toboso-Navasa, Marta Schips, George Young, Leena Bhaw-Rosun, Miriam Llorian-Sopena, Probir Chakravarty, Abdul Karim Sesay, George Kassiotis, Michael Meyer-Hermann et al., Permissive Selection Followed by Affinity-Based Proliferation of GC Light Zone B Cells Dictates Cell Fate and Ensures Clonal Breadth, Proc. Natl. Acad. Sci. U.S.A. 118, e2016425118 (2021).
  11. Facundo D. Batista and Michael S. Neuberger, Affinity Dependence of the B Cell Response to Antigen: A Threshold, a Ceiling, and the Importance of Off-Rate, Immunity 8, 751 (1998).
  12. Jefferson Foote and Herman N. Eisen, Kinetic and Affinity Limits on Antibodies Produced during Immune Responses, Proc. Natl. Acad. Sci. U.S.A. 92, 1254 (1995).
  13. Eric T. Boder, Katarina S. Midelfort, and K. Dane Wittrup, Directed Evolution of Antibody Fragments with Monovalent Femtomolar Antigen-Binding Affinity, Proc. Natl. Acad. Sci. U.S.A. 97, 10701 (2000).
  14. Fabian Soltermann, Weston B. Struwe, and Philipp Kukura, Label-Free Methods for Optical In Vitro Characterization of Protein–Protein Interactions, Phys. Chem. Chem. Phys. 23, 16488 (2021).
  15. Carla R. Nowosad, Katelyn M. Spillane, and Pavel Tolar, Germinal Center B Cells Recognize Antigen through a Specialized Immune Synapse Architecture, Nat. Rev. Immunol. 17, 870 (2016).
  16. Katelyn M. Spillane and Pavel Tolar, B Cell Antigen Extraction Is Regulated by Physical Properties of Antigen-Presenting Cells, J. Cell Biol. 216, 217 (2017).
  17. Yang Zhang, Laura Garcia-Ibanez, and Kai-Michael Toellner, Regulation of Germinal Center B-Cell Differentiation, Immunological Reviews 270, 8 (2016).
  18. Kai-Michael Toellner, Daniel M.-Y. Sze, and Yang Zhang, What Are the Primary Limitations in B-Cell Affinity Maturation, and How Much Affinity Maturation Can We Drive with Vaccination? A Role for Antibody Feedback, Cold Spring Harbor Perspect. Biol. 10, a028795 (2018).
  19. Alexander D. Gitlin, Ziv Shulman, and Michel C. Nussenzweig, Clonal Selection in the Germinal Centre by Regulated Proliferation and Hypermutation, Nature (London) 509, 637 (2014).
  20. Ziqi Long, and Bethan Phillips, Daniel Radtke, Michael Meyer-Hermann, and Oliver Bannard, Competition for Refueling Rather than Cyclic Reentry Initiation Evident in Germinal Centers, Sci. Immunol. 7, eabm0775 (2022).
  21. Jeroen M. J. Tas, Luka Mesin, Giulia Pasqual, Sasha Targ, Johanne T. Jacobsen, Yasuko M. Mano, Casie S. Chen, Jean-Claude Weill, Claude-Agnès Reynaud, Edward P. Browne et al., Visualizing Antibody Affinity Maturation in Germinal Centers, Science 351, 1048 (2016).
  22. Andreas Mayer, Vijay Balasubramanian, Thierry Mora, and Aleksandra M. Walczak, How a Well-Adapted Immune System Is Organized, Proc. Natl. Acad. Sci. U.S.A. 112, 5950 (2015).
  23. Andreas Mayer, Vijay Balasubramanian, Aleksandra M. Walczak, and Thierry Mora, How a Well-Adapting Immune System Remembers, Proc. Natl. Acad. Sci. U.S.A. 116, 8815 (2019).
  24. Victor Chardès, Massimo Vergassola, Aleksandra M. Walczak, and Thierry Mora, Affinity Maturation for an Optimal Balance between Long-Term Immune Coverage and Short-Term Resource Constraints, Proc. Natl. Acad. Sci. U.S.A. 119, e2113512119 (2022).
  25. Jacopo Marchi, Michael Lässig, Aleksandra M. Walczak, and Thierry Mora, Antigenic Waves of Virus–Immune Coevolution, Proc. Natl. Acad. Sci. U.S.A. 118, e2103398118 (2021).
  26. Sarah Cobey and Scott E. Hensley, Immune History and Influenza Virus Susceptibility, Curr. Opin. Virol. 22, 105 (2017).
  27. Vedant Sachdeva, and Kabir Husain, Jiming Sheng, Shenshen Wang, and Arvind Murugan, Tuning Environmental Timescales to Evolve and Maintain Generalists, Proc. Natl. Acad. Sci. U.S.A. 117, 12693 (2020).
  28. Eric Jones, Jiming Sheng, Jean Carlson, and Shenshen Wang, Aging-Induced Fragility of the Immune System, J. Theor. Biol. 510, 110473 (2021).
  29. Jiming Sheng and Shenshen Wang, Coevolutionary Transitions Emerging from Flexible Molecular Recognition and Eco-Evolutionary Feedback, iScience 24, 102861 (2021).
  30. Serena Bradde, Armita Nourmohammad, Sidhartha Goyal, and Vijay Balasubramanian, The Size of the Immune Repertoire of Bacteria, Proc. Natl. Acad. Sci. U.S.A. 117, 5144 (2020).
  31. Shishi Luo and Alan S. Perelson, Competitive Exclusion by Autologous Antibodies Can Prevent Broad HIV-1 Antibodies from Arising, Proc. Natl. Acad. Sci. U.S.A. 112, 11654 (2015).
  32. Assaf Amitai, Arup K. Chakraborty, and Mehran Kardar, The Low Spike Density of HIV May Have Evolved because of the Effects of T Helper Cell Depletion on Affinity Maturation, PLoS Comput. Biol. 14, e1006408 (2018).
  33. Edo Kussell and Stanislas Leibler, Phenotypic Diversity, Population Growth, and Information in Fluctuating Environments, Science 309, 2075 (2005).
  34. Olivier Rivoire and Stanislas Leibler, The Value of Information for Populations in Varying Environments, J. Stat. Phys. 142, 1124 (2011).
  35. BingKan Xue, Pablo Sartori, and Stanislas Leibler, Environment-to-Phenotype Mapping and Adaptation Strategies in Varying Environments, Proc. Natl. Acad. Sci. U.S.A. 116, 13847 (2019).
  36. Mikhail Tikhonov, Shamit Kachru, and Daniel S. Fisher, A Model for the Interplay between Plastic Tradeoffs and Evolution in Changing Environments, Proc. Natl. Acad. Sci. U.S.A. 117, 8934 (2020).
  37. Andreas Mayer, Thierry Mora, Olivier Rivoire, and Aleksandra M. Walczak, Diversity of Immune Strategies Explained by Adaptation to Pathogen Statistics, Proc. Natl. Acad. Sci. U.S.A. 113, 8630 (2016).
  38. Nadav Kashtan, Elad Noor, and Uri Alon, Varying Environments Can Speed Up Evolution, Proc. Natl. Acad. Sci. U.S.A. 104, 13711 (2007).
  39. Merav Parter, Nadav Kashtan, and Uri Alon, Facilitated Variation: How Evolution Learns from Past Environments to Generalize to New Environments, PLoS Comput. Biol. 4, e1000206 (2008).
  40. Ville Mustonen and Michael Lässig, Fitness Flux and Ubiquity of Adaptive Evolution, Proc. Natl. Acad. Sci. U.S.A. 107, 4248 (2010).
  41. Shenshen Wang and Lei Dai, Evolving Generalists in Switching Rugged Landscapes, PLoS Comput. Biol. 15, e1007320 (2019).
  42. Arvind Murugan, Kabir Husain, Michael J. Rust, Chelsea Hepler, Joseph Bass, Julian M. J. Pietsch, Peter S. Swain, Siddhartha G. Jena, Jared E. Toettcher, Arup K. Chakraborty et al., Roadmap on Biology in Time Varying Environments, Phys. Biol. 18, 041502 (2021).
  43. Michael Meyer-Hermann, Elodie Mohr, and Nadége Pelletier, Yang Zhang, Gabriel D. Victora, and Kai-Michael Toellner, A Theory of Germinal Center B Cell Selection, Division, and Exit, Cell Rep. 2, 162 (2012).
  44. Pavel Tolar and Katelyn M. Spillane, Force Generation in B-Cell Synapses: Mechanisms Coupling B-Cell Receptor Binding to Antigen Internalization and Affinity Discrimination, Advances in immunology 123, 69 (2014).
  45. Robbert Hoogeboom, Elizabeth M. Natkanski, Carla R. Nowosad, Dessislava Malinova, Rajesh P. Menon, Antonio Casal, and Pavel Tolar, Myosin IIa Promotes Antibody Responses by Regulating B Cell Activation, Acquisition of Antigen, and Proliferation, Cell Rep. 23, 2342 (2018).
  46. Elizabeth Natkanski, Wing-Yiu Lee, Bhakti Mistry, Antonio Casal, Justin E. Molloy, and Pavel Tolar, B Cells Use Mechanical Energy to Discriminate Antigen Affinities, Science 340, 1587 (2013).
  47. Miloš Knežević, Hongda Jiang, and Shenshen Wang, Active Tuning of Synaptic Patterns Enhances Immune Discrimination, Phys. Rev. Lett. 121, 238101 (2018).
  48. Junyi Wang, Feng Lin, Zhengpeng Wan, Xiaolin Sun, Yun Lu, Jianyong Huang, Fei Wang, Yingyue Zeng, Ying-Hua Chen, Yan Shi et al., Profiling the Origin, Dynamics, and Function of Traction Force in B Cell Activation, Sci. Signal. (Online) 11, eaai9192 (2018).
  49. Gerhard Hummer and Attila Szabo, Kinetics from Nonequilibrium Single-Molecule Pulling Experiments, Biophys. J. 85, 5 (2003).
  50. Olga K. Dudko, Gerhard Hummer, and Attila Szabo, Intrinsic Rates and Activation Free Energies from Single-Molecule Pulling Experiments, Phys. Rev. Lett. 96, 108101 (2006).
  51. Olga K. Dudko, Gerhard Hummer, and Attila Szabo, Theory, Analysis, and Interpretation of Single-Molecule Force Spectroscopy Experiments, Proc. Natl. Acad. Sci. U.S.A. 105, 15755 (2008).
  52. George I. Bell, Models for the Specific Adhesion of Cells to Cells: A Theoretical Framework for Adhesion Mediated by Reversible Bonds between Cell Surface Molecules, Science 200, 618 (1978).
  53. Evan Evans and Ken Ritchie, Dynamic Strength of Molecular Adhesion Bonds, Biophys. J. 72, 1541 (1997).
  54. Udo Seifert, Rupture of Multiple Parallel Molecular Bonds under Dynamic Loading, Phys. Rev. Lett. 84, 2750 (2000).
  55. T. Erdmann and Ulrich S. Schwarz, Stability of Adhesion Clusters under Constant Force, Phys. Rev. Lett. 92, 108102 (2004).
  56. See Supplemental Material at http://link.aps.org/supplemental/10.1103/PhysRevX.13.021022 for details of the analytical theory of antigen extraction, simulation steps and parameters, and supporting figures on affinity ceiling, stiffness selection, rates of diversity loss, evolution of binding characteristics in different regimes, the origin of saddle-point topology, and evolved diversity under noninheritable forces.
  57. Peter Hänggi, Peter Talkner, and Michal Borkovec, Reaction-Rate Theory: Fifty Years after Kramers, Rev. Mod. Phys. 62, 251 (1990).
  58. Shane Crotty, A Brief History of T Cell Help to B Cells, Nat. Rev. Immunol. 15, 185 (2015).
  59. Anupam Singhal, Charles A. Haynes, and Carl L. Hansen, Microfluidic Measurement of Antibody-Antigen Binding Kinetics from Low-Abundance Samples and Single Cells, Anal. Chem. 82, 8671 (2010).
  60. Maximilian Schlosshauer and David Baker, Realistic Protein-Protein Association Rates from a Simple Diffusional Model Neglecting Long-Range Interactions, Free Energy Barriers, and Landscape Ruggedness, Protein Sci. 13, 1660 (2004).
  61. Falk Schwesinger, Robert Ros, Torsten Strunz, Dario Anselmetti, Hans-Joachim Güntherodt, Annemarie Honegger, Lutz Jermutus, Louis Tiefenauer, and Andreas Plückthun, Unbinding Forces of Single Antibody-Antigen Complexes Correlate with Their Thermal Dissociation Rates, Proc. Natl. Acad. Sci. U.S.A. 97, 9972 (2000).
  62. Florian Klein, Ron Diskin, Johannes F. Scheid, Christian Gaebler, Hugo Mouquet, Ivelin S. Georgiev, Marie Pancera, Tongqing Zhou, Reha-Baris Incesu, Brooks Zhongzheng Fu et al., Somatic Mutations of the Immunoglobulin Framework are Generally Required for Broad and Potent HIV-1 Neutralization, Cell 153, 126 (2013).
  63. Francis Coffey, Boris Alabyev, and Tim Manser, Initial Clonal Expansion of Germinal Center B Cells Takes Place at the Perimeter of Follicles, Immunity 30, 599 (2009).
  64. Simon Mitchell, Koushik Roy, Thomas A. Zangle, and Alexander Hoffmann, Nongenetic Origins of Cell-to-Cell Variability in B Lymphocyte Proliferation, Proc. Natl. Acad. Sci. U.S.A. 115, E2888 (2018).
  65. Matthew S. Hall, Farid Alisafaei, Ehsan Ban, Xinzeng Feng, Chung-Yuen Hui, Vivek B. Shenoy, and Mingming Wu, Fibrous Nonlinear Elasticity Enables Positive Mechanical Feedback between Cells and ECMs, Proc. Natl. Acad. Sci. U.S.A. 113, 14043 (2016).
  66. Nathalie Bufi, Michael Saitakis, Stéphanie Dogniaux, Oscar Buschinger, Armelle Bohineust, Alain Richert, Mathieu Maurin, Claire Hivroz, and Atef Asnacios, Human Primary Immune Cells Exhibit Distinct Mechanical Properties that Are Modified by Inflammation, Biophys. J. 108, 2181 (2015).
  67. Thomas B. Kepler and Alan S. Perelson, Cyclic Re-Entry of Germinal Center B Cells and the Efficiency of Affinity Maturation, Immunol. Today 14, 412 (1993).
  68. Mihaela Oprea and Alan S. Perelson, Somatic Mutation Leads to Efficient Affinity Maturation When Centrocytes Recycle Back to Centroblasts, J. Immunol. 158, 5155 (1997).
  69. Sidhartha Chaudhury, Jaques Reifman, and Anders Wallqvist, Simulation of B Cell Affinity Maturation Explains Enhanced Antibody Cross-Reactivity Induced by the Polyvalent Malaria Vaccine AMA1, J. Immunol. 193, 2073 (2014).
  70. Le Yan and Shenshen Wang, Shaping Polyclonal Responses via Antigen-Mediated Antibody Interference, iScience 23, 101568 (2020).
  71. Assaf Amitai, Maya Sangesland, Ralston M. Barnes, Daniel Rohrer, Nils Lonberg, Daniel Lingwood, and Arup K. Chakraborty, Defining and Manipulating B Cell Immunodominance Hierarchies to Elicit Broadly Neutralizing Antibody Responses Against Influenza Virus, Cell Syst. 11, 573 (2020).
  72. Fred Karush, The Affinity of Antibody: Range, Variability, and the Role of Multivalence, in Immunoglobulins. Comprehensive Immunology, G. W. Litman and R. A. Good (Springer, Boston, MA, 1978), Vol. 5, 10.1007/978-1-4684-0805-8_3.
  73. A. Azimzadeh and M. H. V. Van Regenmortel, Antibody Affinity Measurements, J. Mol. Recognit. 3, 108 (1990).
  74. Julia Morfill, Kerstin Blank, Christian Zahnd, Beatrice Luginbühl, Ferdinand Kühner, Kay-E. Gottschalk, Andreas Plückthun, and Hermann E. Gaub, Affinity-Matured Recombinant Antibody Fragments Analyzed by Single-Molecule Force Spectroscopy, Biophys. J. 93, 3583 (2007).
  75. Jörg Zimmermann, Erin L. Oakman, Ian F. Thorpe, Xinghua Shi, Paul Abbyad, Charles L. Brooks III, Steven G. Boxer, and Floyd E. Romesberg, Antibody Evolution Constrains Conformational Heterogeneity by Tailoring Protein Dynamics, Proc. Natl. Acad. Sci. U.S.A. 103, 13722 (2006).
  76. Ian F. Thorpe and Charles L, Brooks III, Molecular Evolution of Affinity and Flexibility in the Immune System, Proc. Natl. Acad. Sci. U.S.A. 104, 8821 (2007).
  77. Jeliazko R. Jeliazkov, Adnan Sljoka, Daisuke Kuroda, Nobuyuki Tsuchimura, Naoki Katoh, Kouhei Tsumoto, and Jeffrey J. Gray, Repertoire Analysis of Antibody CDR-H3 Loops Suggests Affinity Maturation Does Not Typically Result in Rigidification, Front. Immunol. 9, 413 (2018).
  78. Hongda Jiang and Shenshen Wang, Trait-Space Patterning and the Role of Feedback in Antigen-Immunity Coevolution, Phys. Rev. Res. 1, 033164 (2019).
  79. Luka Mesin, Ariën Schiepers, Jonatan Ersching, Alexandru Barbulescu, Cecília B. Cavazzoni, Alessandro Angelini, Takaharu Okada, Tomohiro Kurosaki, and Gabriel D. Victora, Restricted Clonality and Limited Germinal Center Reentry Characterize Memory B Cell Reactivation by Boosting, Cell 180, 92 (2020).
  80. Anup Vatti, Diana M. Monsalve, Yovana Pacheco, Christopher Chang, Juan-Manuel Anaya, and M. Eric Gershwin, Original Antigenic Sin: A Comprehensive Review, Journal of autoimmunity 83, 12 (2017).

Outline

Information

Sign In to Your Journals Account

Filter

Filter

Article Lookup

Enter a citation