Multi-scale analysis of B cell responses in ageing

Lead Research Organisation: King's College London
Department Name: Immunology Infection and Inflam Diseases

Abstract

The immune system is a complex system, made up of many different types of cells and molecules that interact together to protect us from infectious disease. It has to be able to recognise the many different foreign entities that we come across but without reacting to "self". Hence it is a system that is in very careful balance. With age this balance is disturbed, we become more prone to infectious disease (and when we catch a disease we are more poorly as a result). Vaccination, that normally we rely on to help protect us from disease, does not work as well. On the other hand we also are more likely to suffer from inflammation, and diseases where inflammation may have a part in their aetiology such as cardiovascular disease and Alzheimer's disease. Hence understanding why the older immune system fails with age is a big challenge.
When we are vaccinated the immune system makes antibodies, which bind to the foreign molecule (antigen), have a variety of functions and are the chief readout for many vaccines to decide if the vaccine has worked or not. The antibodies are made by B cells, and after vaccination we are left with memory B cells that know how to make the antibodies we need in case we meet the disease we were vaccinated against. In old age we make less effective antibodies, and some of the antibodies that we do have react to "self" antigens. So somewhere in the antibody - generation process the balanced system has changed.
We have shown that some types of B cell are changed with age, but we don't know what their function is. We will use our unique cell analyser (capable of measuring 35 different parameters per cell) to identify exactly which types of B cell are changed with age.
We have also previously shown that in older people the repertoire of the antibody-producing cells is less diverse. This loss of diversity is associated with poor health. Diversity is important in a vaccine response, as sequencing of thousands of antibody genes in a response shows that many different types of antibody genes are involved. However, we also found that within a population of responding cells there are favoured characteristics of a section of the antibody gene (CDRH3) which codes for the part of the antibody that is important in binding the foreign antigen. So even though the response looks diverse, there are some common sequence characteristics between antibodies - even for different foreign antigens.
We hypothesise that favoured CDRH3 characteristics are ones that make a structure that is capable of binding to multiple foreign antigens (polyspecific), and that these will predominate in a vaccine challenge. However, there needs to be a limit on polyspecificity as this could lead to self-reactivity - we could make an antibody to a foreign pathogen but it might accidentally also bind to a self-antigen and cause autoimmune disease. Since lack of foreign antigen specificity and gain of self-reactivity are features of antibodies from older people, the balanced trade-off between the advantages and disadvantages of polyreactivity may be disturbed in old age.
Many other factors are involved in a vaccine response, and we don't know the details of them all. Hence we will use statistical mechanics to make a model of the B cell response, enabling us to look at events on a population level without knowing the detailed interactions below it. We will model the dynamics of a B cell response, incorporating values determined from laboratory investigation. The data will be carefully looked at to define values for CDRH3 characteristics that might be polyspecific, and we will produce some antibodies in the lab to test our predictions of whether a given CDRH3 sequence would be polyspecific or not. We hope that production and validation of a model that explains the balance between foreign antigen specificity and self-reactivity will then enable us to focus on factors that we might change to redress the balance in older age.

Technical Summary

The B cell repertoire is changed with age - having a decreased diversity of Ig genes and altered subsets of B cells. The human immune response is not limited to a few specific antibodies but is diverse. However, there are some common features of Ig genes, in the CDRH3 region, that are favoured in a response regardless of the type of challenge. In naïve B cells the baseline features of Ig genes before challenge show age-related differences that might contribute to reduced efficacy of responses in old age. Our observations challenge the lock and key hypothesis of antibody binding and highlight the requirement for more complex models of antibody responses.
We will investigate possible mechanisms behind age-related B cell change using data on repertoire change at the molecular and cellular levels to build and test models of repertoire responses to challenge. Since Ig gene specificity has a central role in repertoire selection a large part of our work centres on predicting and testing antibody binding characteristics. In addition we have unique access to mass cytometry in order to clarify some of the confusion that exists with respect to cellular population function and age-related changes. Each member of this team has expertise complementary to the others such that the team is uniquely placed to address this question. The unique experimental analyses of high throughput sequencing (HTS) and mass cytometry (CyTOF) have, and will, generate a large amount of data (DDW) that needs to be efficiently explored for extraction of specific age-related immune response fingerprints. Structural bioinformatics will help in the analysis and predictions of the conformational changes and binding specificity observed in the age-specific repertoire (FF). Statistical mechanics can relate end point observation to parameters controlling microscopic stochastic events, and therefore may be usefully employed to help elucidate the reasons for differences in repertoire with age (ACCC)

Planned Impact

Academic beneficiaries:
The learning opportunities from this project are invaluable. Close working interactions between the postdocs employed on the project will develop a working appreciation of each other's discipline which will also be felt by other members of the individual labs, including undergraduate and postgraduate students that pass through the labs. Cross-participation in divisional research seminars, together with the fact that all three applicants are involved in undergraduate teaching, will help bring multidisciplinarity to a wider audience.
In addition to researchers in our own academic areas the data available from this program will be of interest to biologists studying vaccine design and basic B cell biology, medics studying autoimmune diseases and B cell lymphomas, or using the CyTOF for analysis of patient samples, biophysicists studying molecular interactions esp of antibody antigen recognition. Analysis software produced during this project will be made publicly available and will facilitate the research of a large number of immunologists.

Industry applications:
Vaccine design. Adjuvant technology has advanced greatly as a result of improved understanding of TLR responses. Coupled with immunological understanding of co-stimulatory molecules and advances in chemical engineering of biocompatible nanoparticles it is now possible to synthesise vaccine nanoparticles that deliver adjuventicity and co-stimulation together with a well-defined B cell antigen. These nanoparticle vaccines (eg Selecta Bioscience's targeted
Synthetic Vaccine Particle, http://www.selectabio.com/product-platform/index.cfm ) have significant advantages over conventional vaccine formulations in that they can be very precise w.r.t. their antigen and target cell and thereby avoid adverse reactions while ensuring the relevant target is not overwhelmed by competing antigens in the same vaccine. Design of the B cell antigen in these systems is crucial to ensure specificity of the response. Data from our project will help understand the dynamics of a responding B cell population as related to common biophysical properties of the antibody interacting sites. This information will be crucial in the design of effective and specific B cell antigens for synthetic vaccines.

Antibody therapeutics. Understanding the characteristics of Ig genes that encode promiscuous antibodies will facilitate antibody discovery by helping choose which antibodies to a particular target will be followed through. Although this is not a drug discovery program we will be characterising and cloning antibodies. Should any of these antibodies be identified as having therapeutic potential we will consider them for patent in conjunction with King's Business.

Public beneficiaries:
Improved vaccine design will benefit public health, particularly the health of older people. More effective vaccines at all ages contributes to herd immunity, and the particular efforts to improve vaccines for older people will substantially reduce morbidity and mortality associated with infectious disease.
A better understanding of the changes in the immune system with age will contribute to the knowledge base upon which health research on age-related diseases is reliant and may therefore contribute to improved public health with regards to diseases such as Cancer, Alzheimer's, Rheumatoid arthritis.

Publications

10 25 50
 
Description MRC Discovery Awards Scheme
Amount £1,000,000 (GBP)
Funding ID MC_PC_15068 
Organisation Medical Research Council (MRC) 
Sector Public
Country United Kingdom
Start 05/2016 
End 11/2017
 
Description Mapping antibody class switch mechanisms and function
Amount £2,823,420 (GBP)
Funding ID BB/T002212/1 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 01/2020 
End 12/2024
 
Description iCASE Doctoral Training grant
Amount £102,126 (GBP)
Funding ID L015854 
Organisation Biotechnology and Biological Sciences Research Council (BBSRC) 
Sector Public
Country United Kingdom
Start 09/2014 
End 08/2018
 
Title B-rep MABRA 
Description We are developing a tool for automated modelling of the CDRH3 loops according to the VDJ gene usage distributions in different B cell types and to assign confidence and variability indexes to the generated structures. 
Type Of Material Improvements to research infrastructure 
Year Produced 2015 
Provided To Others? Yes  
Impact The tool will be very useful to the biologists and immunologists communities to analyse automatically data from sequencing on B-Cell repertoire development studies and perform a number of statistical test on these. 
URL http://mabra.biomed.kcl.ac.uk/
 
Title PinSnps 
Description PinSnps is an interactive tool for the analysis of common variants, disease-related SNPs, Post-Translational Modifications (PTMs) and related functional sites mapped onto human protein interaction networks. 
Type Of Material Improvements to research infrastructure 
Year Produced 2015 
Provided To Others? Yes  
Impact Tool just under second revision in Bioinformatics. It will be a very useful resource for Biologists, Bioinformaticians and clinicians to evaluate the impact of SNPs and Disease variants on the 3D structure of Proteins and on the underlying Protein-Protein Interaction Networks. 
URL http://fraternalilab.kcl.ac.uk/PinSnps/
 
Title Further Ig repertoire data 
Description Collection of immunoglobulin sequences 
Type Of Material Database/Collection of data 
Year Produced 2017 
Provided To Others? Yes  
Impact we have influence on the field and people in the repertoire community make use of the data 
 
Title Ig repertoire data 
Description high throughput full length antibody sequences, lodged as SRA with NCBI 
Type Of Material Database/Collection of data 
Year Produced 2015 
Provided To Others? Yes  
Impact Our papers, plus used in paperts by Hershberg and Kleinsteing that we know of. 
 
Title Nesprins models from the publication PlosONE:PLoS One. 2013 May 6;8(5):e63633. doi: 10.1371/journal.pone.0063633. Print 2013. 
Description All the modelled nesprins modules determined as part of the research have been refined and collected in the database and available at http://fraternalilab.kcl.ac.uk/wordpress/ 
Type Of Material Database/Collection of data 
Year Produced 2016 
Provided To Others? Yes  
Impact Scientists will be able now to design more accurate constructs for structure determination or primers'design from these models 
 
Description Modelling of immune networks 
Organisation Sapienza University of Rome
Country Italy 
Sector Academic/University 
PI Contribution Statistical mechanical technology for solving mathematical models of complex networks
Collaborator Contribution Statistical mechanical technology for solving mathematical models of complex networks
Impact E Agliari et al 2013, Journal of Physics A46. Immune networks: multi-tasking capabilities at medium load E Agliari et al 2013, Journal of Physics A46. Immune networks: multi-tasking capabilities near saturation E Agliari et al 2017, Europhysics Letters. Retrieving infinite numbers of patterns in a spin-glass model of immune networks
Start Year 2012
 
Description ROYAL FREE LONDON NHS FOUNDATION 
Organisation Royal Free Hospital
Department Department Immunology
Country United Kingdom 
Sector Hospitals 
PI Contribution Amir Gander Royal Free London NHS Foundation Trust Royal Free Hospital Collaboration SIB Vaccine study
Collaborator Contribution Collaboration on Vaccine study- recruitment and sample collection as part of the UKRI funded SLoLa award MACSMSAF
Impact Multidisciplinary: Virology, Immunology, Cpmputational Biology, Bcells Repertoire study, Data Analysis.
Start Year 2021
 
Description ROYAL FREE LONDON NHS FOUNDATION 
Organisation Royal Free Hospital
Country United Kingdom 
Sector Hospitals 
PI Contribution Amir Gander Royal Free London NHS Foundation Trust Royal Free Hospital Collaboration SIB Vaccine study
Collaborator Contribution Collaboration on Vaccine study- recruitment and sample collection as part of the UKRI funded SLoLa award MACSMSAF
Impact Multidisciplinary: Virology, Immunology, Cpmputational Biology, Bcells Repertoire study, Data Analysis.
Start Year 2021
 
Company Name Saddle Point Science Ltd 
Description A recently created SME, aiming to innovate mathematical and statistical methodology for the study of biomedical problems. Current activities include: survival analysis and clinical prediction models, advanced analytical tools for complex networks, and mathematical immunology. 
Year Established 2016 
Impact The company was created in June 2016. No impacts yet.
Website http://www.saddlepointscience.com
 
Description Convergent Science Network Podcast: Interview Ton Coolen 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Discussion of relation between immune networks and neural networks. For a general scientific audience.
Year(s) Of Engagement Activity 2017
URL http://csnetwork.eu/podcast/?name=2018-02-16_ton_coolen_bcbt2017.mp3
 
Description Counting and generating tailored random graphs 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact Invited seminar at the University of Nijmegen (Netherlands)
Year(s) Of Engagement Activity 2014
 
Description ERCIM Conference 2014 Presentation 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Presentation of novel research on 'Bayesian clinical classification from high-dimensional data: signatures versus variability' to academic community as invited speaker.
Year(s) Of Engagement Activity 2014
URL http://www.cmstatistics.org/ERCIM2014/index.php
 
Description ESF-EMBO Symposium, Spain, Poster Presentation 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Poster presentation of novel research by Dr Alexander Mozeika, Post Doc on this project, on 'Stochastic processes in molecular biology: polymerase chain reaction' to academic community.
Year(s) Of Engagement Activity 2015
URL http://bcells.esf.org/
 
Description Faculty Engagement with local businesses 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Industry/Business
Results and Impact "Speed dating" with local businesses who want to build contacts with theUniversity
Year(s) Of Engagement Activity 2017
 
Description Francis Crick Institute Conference presentation 2014 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Research Seminar on the topic 'Immune Networks: Multitasking Capabilities Near Saturation' at the Quantitative Biology Conference, held at NIMR.
Year(s) Of Engagement Activity 2014
 
Description Keynote talk conference in Singapore Exploring Mechanisms in Biology: Theory and Experiment 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact The MGMS conference "Exploring Mechanisms in Biology: Theory and Experiment" took place Wednesday 25th to Friday 27th November 2015 in Singapore. The conference brought together an international audience at all stages of their careers.
The aim of the conference is to showcase important advances in the development and application of molecular modelling, bioinformatics, and simulation at multiple time/length scales to address important biological problems, as well as reflecting on the links between experimental and computational approaches. Topics covered will include macromolecular complexes and protein engineering, protein-protein interactions, conformational change and allostery, drug design and solvation, membranes and membrane proteins, and new developments in modelling, simulation, and visualization.


A manuscript has been requested from my keynote talk, as there will be an issue dedicated to the conference in the Progr in Biophys & Molr Biol that Sir Prof Tom Blundell will edit.
Year(s) Of Engagement Activity 2015
URL http://mgms-sing2015.bii.a-star.edu.sg/
 
Description Mathematical innovation for Medicine. Towards optimal use of biomedical data 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Industry/Business
Results and Impact Invited seminar at GSK (Stevenage, UK)
Year(s) Of Engagement Activity 2015
 
Description Mathematical theory of immune networks 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Undergraduate students
Results and Impact Undergraduate research project for undergraduate mathematics students, proposed and supervised at King's College London. The aim was to get young mathematics graduates interested in working on biomedical problems. As a direct consequence, the student concerned (Maureen Monaghan) is now starting a PhD in quantitative biomedicine at King's (in the LIDO doctoral training programme).
Year(s) Of Engagement Activity 2016
 
Description Mathematics for Cancer Research. Making optimal use of cancer data 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Invited seminar at the Max Planck Institiute for Molecular Genetics in Berlin
Year(s) Of Engagement Activity 2015
 
Description Mean-field theory of Bayesian clustering 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach National
Primary Audience Professional Practitioners
Results and Impact Conference presentation at the Newton Institute.
Year(s) Of Engagement Activity 2017
URL https://www.newton.ac.uk/event/stsw01
 
Description Modelling the complexity of the immune system (Barcelona) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Professional Practitioners
Results and Impact Satellite conference of the European Conference on Complex Systems, 2013, in Barcelona
Year(s) Of Engagement Activity 2013
 
Description Neural networks versus immune networks: interesting observations and new questions 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Postgraduate students
Results and Impact I was invited to speak at an international workshop in Barcelona.
Year(s) Of Engagement Activity 2017
URL https://10times.com/bcbt
 
Description Pint of Science 
Form Of Engagement Activity A talk or presentation
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact "Pint of Science - Talk to generl public in a pub.
Year(s) Of Engagement Activity 2018
 
Description Public Engagement Science exhibition: UTOPIA 2016 KCL Somerset House 
Form Of Engagement Activity A broadcast e.g. TV/radio/film/podcast (other than news/press)
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Media (as a channel to the public)
Results and Impact Utopian lab: A world away from equilibrium

14 September - 2 October 2016

Non-equilibrium processes touch our daily lives in many ways, through crashing financial systems and the physical shudders of earthquakes to the spread of disease outbreaks and the control of wildfires and pollution. But non-equilibrium is not in itself bad: life is out of equilibrium all of the time. And if we can understand non-equilibrium processes like the biological one that takes a cell in our body from a healthy state to one that is diseased or even cancerous, we can design better targeted medical treatments. The same goes for technological innovation: the better we can understand non-equilibrium phenomena such as the conversion of light to electrical energy in solar cells, the more able we will be to maximise the efficiency of materials.

A world away from equilibrium offers insights into how current research might shape and affect the next generation of technological, medical and environmental applications of non-equilibrium science, and the challenges it presents. Using a number of short videos and interactive simulations of non-equilibrium systems, this cross-media installation presents a vision for how progress in non-equilibrium systems research can take us close to a Utopian future.

This project has been developed by the CANES centre (Cross-Disciplinary Approaches to Non-Equilibrium Systems) at King's College London.
Project team

Collaborators on this project include:

Andreas Baas, acting co-Director of CANES and Reader in Geomorphology, in the Department of Geography, at King's College London

Joe Bhaseen, Assistant Director of CANES and Lecturer in the Department of Physics, at King's College London

Barbara Bravi, PhD Candidate and Knowledge Exchange Associate, for Faculty of Natural & Mathematical Sciences at King's College London

Valeria De Marco, CANES Centre Manager, at King's College London

Franca Fraternali, co-Director of CANES and Professor of Bioinformatics & Computational Biology, in the Randall Division of Cell and Molecular Biophysics, at King's College London

Chris Lorenz, Assistant Director of CANES and Senior Lecturer in the Department of Physics, at King's College London

Bruce Malamud, co-Director of CANES and Professor of Natural and Environmental Hazards, in the Department of Geography at King's College London

Peter Sollich, Director of CANES and Professor of Statistical Mechanics, in the Department of Mathematics, at King's College London

And the CANES (Cross-Disciplinary Approaches to Non-equilibrium Systems) Centre for Doctoral Training.
Year(s) Of Engagement Activity 2016
URL https://www.kcl.ac.uk/cultural/Cultural-Institute/Utopia2016/Utopia2016.aspx
 
Description Public facing website and twitter account 
Form Of Engagement Activity Engagement focused website, blog or social media channel
Part Of Official Scheme? No
Geographic Reach International
Primary Audience Public/other audiences
Results and Impact Built a public facing website and opened twitter account. The website has lay explanations of work from the DDW group
Year(s) Of Engagement Activity 2015
URL http://www.bcell.org.uk
 
Description SHARP (Surrey Healthy Ageing Research Partnership) 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact 120 older people from Surrey attended a workshop with presentations, posters and discussions about the work Surrey is doing on Healthy Ageing. The university has picked up on this activity and is willing to help support continuation in the future, so we anticipate 3 meetings per year
Year(s) Of Engagement Activity 2017,2018
 
Description Surrey Ambition 
Form Of Engagement Activity Participation in an open day or visit at my research institution
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact University of Surrey organised a Public Engagement event and we were one of 6 areas chosen to present our work on Healthy ageing and immunology
Year(s) Of Engagement Activity 2017
 
Description Systems biomedicine graduate programme 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Postgraduate students
Results and Impact An annual series of lectures on a wide variety of biomedical topics, for a multidisciplinary audience of postgraduate students. The aim is to break down barriers between the biomedical and the mathematical/physical sciences, and encourage young scientists to engage in multidisciplinary research.
Year(s) Of Engagement Activity 2012,2013,2014,2015,2016
 
Description The Grand Tour of Science 
Form Of Engagement Activity Participation in an activity, workshop or similar
Part Of Official Scheme? No
Geographic Reach Local
Primary Audience Public/other audiences
Results and Impact A series of evening lectures for the general public, giving an overview of classical and modern science, given by eminent academics.
Subjects ranged from classical mathematics (geometry, symmetries) via Newtonian mechanics, relativity theory and quantum mechanics, to post-genome biology and the theory of information.
Year(s) Of Engagement Activity 2015
URL http://www.lims.ac.uk/news