VIDEO - Multiscale Modeling of Monoclonal Antibodies in High Concentration Formulations with Harold “Wick” Hatch – IPDD theme 2023
VIDEO - Multiscale Modeling of Monoclonal Antibodies in High Concentration Formulations with Harold “Wick” Hatch – IPDD theme 2023
Antibodies in Solution: a LINXS - NIST Webinar Series
Speaker: Harold “Wick” Hatch, NIST, USA.
The Antibodies in Solution: a LINXS – NIST Webinar Series provides background information related to the currently ongoing LINXS antibody research program. This is a concerted experimental and theoretical effort that aims to investigate the properties of monoclonal antibodies in solution, which comprise a major platform for potential drug candidates and are of high academic and pharmaceutical interest. An international consortium of researchers at academic institutions, research centers, NIST and Novartis has teamed up for this. Didactical lectures given by members of the consortium on different experimental and theoretical topics that are highly relevant for state-of-the-art antibody research as well as insights from pharmaceutical industry will be broadcasted. A central aspect of the webinar series will be to illustrate the full power of neutron and X-ray scattering science that can be achieved in combination with complementary experimental methods and different unifying simulation techniques.
Abstract:
Although monoclonal antibodies (mAbs) are some of the most profitable and promising pharmaceuticals for targeted therapies, physical instabilities at high concentration including aggregation, high viscosity and phase separation cause problems for their manufacture, delivery to patients and long term stability. In this work, we present a multiscale methodology which uses all-atom modeling and experimental second osmotic virial coefficients to develop coarse-grained models for flat-histogram Monte Carlo simulations of hundreds of mAbs with sub-nanometer resolution. In this multiscale modeling approach, the major assumption is that mAb domains are held fixed so that their atomistic interactions with implicit solvent can be precomputed and therefore increase simulation efficiency by a few orders of magnitude. Although domains within the mAbs are rigid, the coarse-grained model includes the flexibility of the hinge region, which is often neglected but here shown to play an important role at mAb concentrations up to 150 g/L. This approach is also amenable to modeling excipients, co-formulations and surface interactions and is made available in the open-source code FEASST. Simulations were validated against experimental measurements and used to predict the physical stability of mAbs. These results highlight the potential for this multiscale approach to pre-screen pharmaceutical candidate mAbs in early stage development to avoid high concentration physical instabilities that can plague later stage development.