Cargando…

Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions

The manufacturing of antibody-drug conjugates (ADCs) involves the addition of a cytotoxic small-molecule linker-drug (= payload) to a solution of functionalized antibodies. For the development of robust conjugation processes, initially small-scale reaction tubes are used which requires a lot of manu...

Descripción completa

Detalles Bibliográficos
Autores principales: Weggen, Jan Tobias, Seidel, Janik, Bean, Ryan, Wendeler, Michaela, Hubbuch, Jürgen
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10111256/
https://www.ncbi.nlm.nih.gov/pubmed/37082211
http://dx.doi.org/10.3389/fbioe.2023.1123842
_version_ 1785027419114045440
author Weggen, Jan Tobias
Seidel, Janik
Bean, Ryan
Wendeler, Michaela
Hubbuch, Jürgen
author_facet Weggen, Jan Tobias
Seidel, Janik
Bean, Ryan
Wendeler, Michaela
Hubbuch, Jürgen
author_sort Weggen, Jan Tobias
collection PubMed
description The manufacturing of antibody-drug conjugates (ADCs) involves the addition of a cytotoxic small-molecule linker-drug (= payload) to a solution of functionalized antibodies. For the development of robust conjugation processes, initially small-scale reaction tubes are used which requires a lot of manual handling. Scale-up to larger reaction vessels is often knowledge-driven and scale-comparability is solely assessed based on final product quality which does not account for the dynamics of the reaction. In addition, information about the influence of process parameters, such as stirrer speed, temperature, or payload addition rates, is limited due to high material costs. Given these limitations, there is a need for a modeling-based approach to investigate conjugation scale-up. In this work, both experimental kinetic studies and computational fluid dynamics (CFD) conjugation simulations were performed to understand the influence of scale and mixing parameters. In the experimental part, conjugation kinetics in small-scale reaction tubes with different mixing types were investigated for two ADC systems and compared to larger bench-scale reactions. It was demonstrated that more robust kinetics can be achieved through internal stirrer mixing instead of external mixing devices, such as orbital shakers. In the simulation part, 3D-reactor models were created by coupling CFD-models for three large-scale reaction vessels with a kinetic model for a site-specific conjugation reaction. This enabled to study the kinetics in different vessels, as well as the effect of process parameter variations in silico. Overall, it was found that for this conjugation type sufficient mixing can be achieved at all scales and the studied parameters cause only deviations during the payload addition period. An additional time-scale analysis demonstrated to aid the assessment of mixing effects during ADC process scale-up when mixing times and kinetic rates are known. In summary, this work highlights the benefit of kinetic models for enhanced conjugation process understanding without the need for large-scale experiments.
format Online
Article
Text
id pubmed-10111256
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Frontiers Media S.A.
record_format MEDLINE/PubMed
spelling pubmed-101112562023-04-19 Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions Weggen, Jan Tobias Seidel, Janik Bean, Ryan Wendeler, Michaela Hubbuch, Jürgen Front Bioeng Biotechnol Bioengineering and Biotechnology The manufacturing of antibody-drug conjugates (ADCs) involves the addition of a cytotoxic small-molecule linker-drug (= payload) to a solution of functionalized antibodies. For the development of robust conjugation processes, initially small-scale reaction tubes are used which requires a lot of manual handling. Scale-up to larger reaction vessels is often knowledge-driven and scale-comparability is solely assessed based on final product quality which does not account for the dynamics of the reaction. In addition, information about the influence of process parameters, such as stirrer speed, temperature, or payload addition rates, is limited due to high material costs. Given these limitations, there is a need for a modeling-based approach to investigate conjugation scale-up. In this work, both experimental kinetic studies and computational fluid dynamics (CFD) conjugation simulations were performed to understand the influence of scale and mixing parameters. In the experimental part, conjugation kinetics in small-scale reaction tubes with different mixing types were investigated for two ADC systems and compared to larger bench-scale reactions. It was demonstrated that more robust kinetics can be achieved through internal stirrer mixing instead of external mixing devices, such as orbital shakers. In the simulation part, 3D-reactor models were created by coupling CFD-models for three large-scale reaction vessels with a kinetic model for a site-specific conjugation reaction. This enabled to study the kinetics in different vessels, as well as the effect of process parameter variations in silico. Overall, it was found that for this conjugation type sufficient mixing can be achieved at all scales and the studied parameters cause only deviations during the payload addition period. An additional time-scale analysis demonstrated to aid the assessment of mixing effects during ADC process scale-up when mixing times and kinetic rates are known. In summary, this work highlights the benefit of kinetic models for enhanced conjugation process understanding without the need for large-scale experiments. Frontiers Media S.A. 2023-04-03 /pmc/articles/PMC10111256/ /pubmed/37082211 http://dx.doi.org/10.3389/fbioe.2023.1123842 Text en Copyright © 2023 Weggen, Seidel, Bean, Wendeler and Hubbuch. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Bioengineering and Biotechnology
Weggen, Jan Tobias
Seidel, Janik
Bean, Ryan
Wendeler, Michaela
Hubbuch, Jürgen
Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions
title Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions
title_full Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions
title_fullStr Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions
title_full_unstemmed Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions
title_short Kinetic studies and CFD-based reaction modeling for insights into the scalability of ADC conjugation reactions
title_sort kinetic studies and cfd-based reaction modeling for insights into the scalability of adc conjugation reactions
topic Bioengineering and Biotechnology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10111256/
https://www.ncbi.nlm.nih.gov/pubmed/37082211
http://dx.doi.org/10.3389/fbioe.2023.1123842
work_keys_str_mv AT weggenjantobias kineticstudiesandcfdbasedreactionmodelingforinsightsintothescalabilityofadcconjugationreactions
AT seideljanik kineticstudiesandcfdbasedreactionmodelingforinsightsintothescalabilityofadcconjugationreactions
AT beanryan kineticstudiesandcfdbasedreactionmodelingforinsightsintothescalabilityofadcconjugationreactions
AT wendelermichaela kineticstudiesandcfdbasedreactionmodelingforinsightsintothescalabilityofadcconjugationreactions
AT hubbuchjurgen kineticstudiesandcfdbasedreactionmodelingforinsightsintothescalabilityofadcconjugationreactions