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Structural changes of interfacially adsorbed antibody molecules

Lead Research Organisation: Imperial College London
Department Name: Chemistry

Abstract

Abstracts are not currently available in GtR for all funded research. This is normally because the abstract was not required at the time of proposal submission, but may be because it included sensitive information such as personal details.

Technical Summary

Natural proteins such as antibodies (mAbs) have vastly different sequences, sizes, shapes and globular stability. It is difficult to establish common features linking their sequences to domain stability and that of the whole mAb. Thus, current knowledge of protein adsorption and desorption is very limited at predicting how bioengineered mAbs behave.

MedImmune has designed and bioengineered a group of mAbs from the native human IgG1, with careful sequence modifications in Fab, Fc, other receptor binding domains and connection domains. Because of their well-controlled sequence changes and stability design, these mAbs are not only important for biotherapeutic development but also crucial to the development of new scientific understanding.

Specifically, we will have two lines of work tasks to pursue. Firstly, we will examine how sequence modifications affect the adsorbed structures of Fab and Fc with regard to the extent of deformation of globular domains and the impact on the whole mAb. Secondly, we will examine how the different nature of substrate surfaces affects adsorption and deformation, again focusing on the extent of structural deformation and possible unfolding. It is especially useful to explore how the extent of deformation and unfolding which is likely to be affected by sequence modification, solution conditions and adsorption time, is affected by the nature of the different substrates.

An important technical advance that will emerge from this project is the development of the capability of molecular dynamics (MD) simulation to analyse neutron reflectivity data, providing structural conformations of adsorbed mAbs with unprecedented resolution. Concomitantly, MD will also be able to develop its own predictive power in modelling mAb adsorption and desorption. The combined use of the two techniques will lead to development of a software package with the capability to predict adsorption and desorption of mAbs and other proteins.

Planned Impact

Societal impact and responsibility: In spite of the huge advances, chemotherapy combined with radiotherapy currently remains the mainstream cancer treatment for patients. Unfortunately, toxicity and other related side-effects constrain survival rates. However, new treatments combining biomarker-based gene therapies and immune therapies are rapidly increasing, with these new drugs dominating the market sales. These new drugs are clearly performing better in avoiding the drawbacks from chemotherapy, but are still far from perfect, and further research is needed to overcome these technical hurdles. With MedImmune's support, we will develop online materials to highlight the pros and cons of current cancer treatments, seeking public support towards developing new and better treatments through collaborative research. Cancer prevention and early diagnosis are better options than treatment. As the research project develops, we will write popular cancer educational articles targeting the general public, explaining how to prevent developing cancer by changing lifestyles, using existing literature on prostate cancer as an example. With our expertise in reliable data treatment, we will be able to critically review the relevant publications on this topic, presenting a balanced view of the statistical significance (or otherwise) of the literature.

Cancer screening - Prevention by lifestyle changes is clearly the best option, but screening is preferable to treatment. There are several UK websites devoted to prostate cancer, and there is now a national awareness of the need for men below 55 years old to undertake prostate screening. Cancers usually have approximately 20-year incubation periods, and early screening could save lives and resources for the NHS. We will look into the difficulties in implementing early screening programmes within the NHS, and explore possible alternatives by reviewing practices used in the USA, again aiming at the general public in these articles.

International development - Cancer rates are strongly correlated with life expectancy and wealth: highly developed countries such as Denmark, France and Italy have 40% more cancer cases per head of population than poor countries. In addition, the top five cancers in rich nations are in the order of breast, lung, prostate, colon, and stomach, whilst in poor countries these are in the different order of lung, stomach, breast, liver and colon. Apart from environmental factors, aspects such as smoking, alcohol, food, exercise, exposure to radiation, chronic infection, immune compromise, etc have been identified as causal factors in cancer. We will introduce examples of classical research publications in this area to the general public, e.g., the effect of the smoking ban in the USA on the significant reduction of lung cancer incidence.

Business development and wealth creation - MedImmune is one of the major antibody biotherapeutic companies in the world. As the key joint partner in this project they will be the first to consider the implications of the new results on their formulation and product development. The new knowledge will help support redesign and reformulation of existing products, or new product development. UoM and IC will strengthen their links with MedImmune and could develop new collaborations. Any new IP in surface modifications (UoM) and software capability (IC) will be protected by their respective university IP bodies.

Skills training opportunities - The two RAs will receive interdisciplinary training between physics and biology. They will also receive training from the collaborating industrial partner, and have opportunities to organise and participate in workshops. They will also disseminate their results to research students and academics in other fields, through joint project seminars, group seminars, department/school open days and visits to local schools.
 
Description Our project was focused on studying antibody interactions with interfaces through computational simulations. This area has received very little attention from the scientific community, so our team had to develop new techniques and methods to simulate and analyse antibody behaviour. Our work has led to the generation of new knowledge, which can be summarised as follows:

Firstly, we used all-atom Molecular Dynamics (MD) simulations of COE3 antibodies to study how buffer ions Citrate Phosphate and His interact with mAb COE3 protein fragments. Our simulations showed that these buffer ions behave differently when it comes to stabilising protein suspension. Specifically, we identified binding mechanisms where Histidine blocks protein hydrophobic areas while phosphate and citrate bind to charged protein regions. Moreover, citrate and phosphate ions result in a charge build-up and the creation of a negative charge shell on the protein, influencing protein aggregation.

Secondly, we investigated the adsorption of the full mAb COE3 at the water surface using all-atom MD simulations. We found that surface activity is connected to local distortions of the protein surface, which lead to local exposure of hydrophobic amino acids that adsorb at the water surface. We introduced a methodology to induce local distortions on the protein surface and to quantify the degree of surface activity of amino acids in the protein chains. This methodology can be used to detect local denaturation as a crucial step in adsorption and identify key amino acid sequences leading to mAb surface activity. Therefore, our study provides a route for experimental studies focusing on controlling surface activity by introducing local mutations in the protein sequence.

Thirdly, we conducted methodological studies to assess the accuracy of existing state-of-the-art forcefields in describing the interactions between mAb fragments in an aqueous solution. We performed static light scattering experiments of second virial coefficients to quantify inter-protein interactions and assess the accuracy of state-of-the-art forcefields to perform simulations of mAbs. Our analyses indicate that Charmm predicts inter-protein interactions in better agreement with experimental results. We found evidence that the ionic double layer structure around Fab protein deviates from mean-field theories, influenced by water models and non-electrostatic interactions.

Lastly, we introduced a new contact-based free energy calculation, the BSAP index, to assess buffer adsorption energy on protein surfaces. This new index accounts for electrostatic interactions between proteins and buffer, as well as buffer adsorption's modification of protein hydrophobicity and its role in predicting protein aggregation.

Overall, our research has led to new research questions regarding 1) the role of specific amino acid sequences in determining mAb adsorption, 2) the mechanism of mAb adsorption and the use of molecular dynamics simulation data to interpret neutron reflectivity experiments, and 3) microscopic mechanisms of buffer-protein interactions and their role in inhibiting protein aggregation.
Exploitation Route The work we have reported is accessible to other authors as all the articles are published in open-access form. Also the software we have developed during our project is freely accessible to others, researchers working in academia or industry as well as the general public through the Bresme research group GitHub repository: https://github.com/bresmegroup/Buffer-SAP_BSAP
Sectors Healthcare

Manufacturing

including Industrial Biotechology

Pharmaceuticals and Medical Biotechnology

 
Title Buffer Spatial aggregation propensity 
Description We have created an algorithm to compute the aggregation propensity of proteins taking into account the impact of the buffer. This has been applied to the antibodies discussed with Astra Zeneca. An article has now been completed and it will be submitted soon. 
Type Of Material Computer model/algorithm 
Year Produced 2021 
Provided To Others? No  
Impact This model has enabled us to address the impact of histidine on the aggregation propensity of COE3, an antibody employed by our researcher partner Astra Zeneca 
 
Description Astra Zeneca 
Organisation AstraZeneca
Country United Kingdom 
Sector Private 
PI Contribution We develop computational models of antibodies of direct interest to Astra Zeneca
Collaborator Contribution We are collaborating with Astra Zeneca on the modelling of antibodies and their interactions with surfaces. AZ provides funding, know how in this area as well as valuable input for the modelling aspects of the project.
Impact N/A
Start Year 2020
 
Description Collaboration University of Manchester 
Organisation University of Manchester
Country United Kingdom 
Sector Academic/University 
PI Contribution We are collaborating with Prof. Lu's group (Manchester Physics) on this project.
Collaborator Contribution Prof. Lu performs experimental studies of neutron reflectivity
Impact Information on experimental data that we are using to setup computational models of antibodies
Start Year 2019
 
Title Spatial Aggregation propensity 
Description Set of FORTRAN codes and script files for the calculation of Spatial Aggregation Propensity (SAP) of proteins (including the effect of buffer histidine on the solvent accessible area of the protein) from GROMACS MD trajectories. The scripts use GROMACS analysis code gmx to calculate the solvent accessible surface area. 
Type Of Technology Software 
Year Produced 2022 
Open Source License? Yes  
Impact Allows the computation of the aggregation propensity in proteins using the new BSAP parameter, whcih takes into account the impact buffer protein adsorption on protein aggregation. 
URL https://pubs.acs.org/doi/10.1021/acs.molpharmaceut.2c00453
 
Description Antibody adsorption and solution stability 
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 Through BBSRC support, this workshop aimed to provide a forum for sharing advances in understanding stability of therapeutic proteins and the impact of adsorption and desorption. We aimed to develop the workshop into a formal biannual event for the community, drawing close link and complementarity to BioProNet2, a bioprocessing industry-academic networking club sponsored by BBSRC and industrial firms, while focusing on academia-led tool development.
Year(s) Of Engagement Activity 2022
URL https://www.iop.org/events/antibody-adsorption-and-solution-stability#gref
 
Description European Biophyisical Society Association -2023 Congress in Stockholm 
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 This is an international congress organised by the European Biophysical Society. One member of our Team, Prof. John M. Seddon, is Secretary of this Society. One member of the Team Dr Suman Saurabh delivered a presentation on the research developed during this award.
Year(s) Of Engagement Activity 2023
URL https://ebsa.org/portal/node/375
 
Description Participation Thermodynamics 2022 conference 
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 We presented our work on buffer adsorption on antibodies.
Year(s) Of Engagement Activity 2022
URL https://www.thermodynamics2022.org