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Aggregation Time Machine: A Platform for the Prediction and Optimization of Long-Term Antibody Stability Using
Marko Bunc1,2, San Hadži2, Christian Graf3
1Technical Research and Development, Global Drug Development, Novartis, Lek d.d., 1234 Mengeš, Slovenia.
Journal of Medicinal Chemistry
|January 28, 2022
Summary
This study introduces a new platform for predicting long-term antibody stability, accelerating biologic drug development. It accurately forecasts antibody aggregation over three years using short-term temperature-dependent data.
Area of Science:
- Biopharmaceutical development
- Protein aggregation science
- Therapeutic antibody research
Background:
- Monoclonal antibodies represent a rapidly expanding therapeutic class.
- Antibody aggregation poses significant challenges, limiting shelf-life and potentially causing adverse immune reactions.
- Ensuring long-term antibody stability is critical for biologic drug development.
Purpose of the Study:
- To present a novel platform for rapid assessment of long-term antibody aggregation stability.
- To accelerate the optimization of antibody formulations for therapeutic use.
- To improve the understanding of antibody aggregation mechanisms.
Main Methods:
- Analysis of temperature-dependent aggregation data.
- Kinetic and thermodynamic analysis of antibody aggregation.
- Prediction of aggregate fractions over extended time periods (up to three years).
Main Results:
- Accurate prediction of aggregate fractions for therapeutic antibodies up to three years.
- Data obtained on a short time scale effectively predicts long-term stability.
- The platform significantly shortens the assessment period for antibody aggregation.
Conclusions:
- The developed platform enables rapid and accurate prediction of long-term antibody aggregation stability.
- This approach accelerates the optimization of antibody formulations in biologic drug development.
- The combined kinetic and thermodynamic strategy enhances understanding of aggregation mechanisms and aids therapeutic development.

