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Updated: Jun 7, 2025

Generation of Escape Variants of Neutralizing Influenza Virus Monoclonal Antibodies
Published on: August 29, 2017
On the Nature of the Interactions That Govern COV-2 Mutants Escape from Neutralizing Antibodies
Fredy Sussman1, Daniel S Villaverde1
1Department of Organic Chemistry, Faculty of Chemistry, Universidad de Santiago de Compostela, 15784 Santiago de Compostela, Spain.
Abstract:
The most fruitful prevention and treatment tools for the COVID-19 pandemic have proven to be vaccines and therapeutic antibodies, which have reduced the spread of the disease to manageable proportions. The search for the most effective antibodies against the widest set of COV-2 variants has required a long time and substantial resources. It would be desirable to have a tool that will enable us to understand the structural basis on which mutants escape at least some of the epitope-bound antibodies, a tool that may substantially reduce the time and resources invested in this effort. In this work, we applied a computational-based tool (employed previously by us to understand COV-2 spike binding to its cognate cell receptor) to the study of the effect of Delta and Omicron mutations on the escape tendencies. Our binding energy predictions agree extremely well with the experimentally observed escape tendencies. They have also allowed us to set forth a structural explanation for the results that could be used for the screening of antibodies. Lastly, our results explain the differences in molecular interactions that govern interaction of the spike variants with the receptor as opposed to those with antibodies.
Insights
A new computational tool accurately predicts how COVID-19 variants like Delta and Omicron escape antibody treatments. This method speeds up the discovery of effective antibodies by understanding mutation impacts on binding.
Area of Science:
- Virology
- Immunology
- Computational Biology
Background:
- Vaccines and therapeutic antibodies are key COVID-19 pandemic tools.
- Identifying effective antibodies against evolving SARS-CoV-2 variants is resource-intensive.
- Understanding mutation-driven antibody escape is crucial for developing broad-spectrum therapeutics.
Purpose of the Study:
- To develop and apply a computational tool for predicting SARS-CoV-2 variant antibody escape.
- To elucidate the structural basis of antibody escape mutations in Delta and Omicron variants.
- To reduce the time and resources needed for antibody screening and development.
Main Methods:
- Utilized a previously established computational tool for binding energy predictions.
- Applied the tool to analyze the impact of Delta and Omicron mutations on antibody binding.
- Correlated computational predictions with experimental observations of antibody escape.
Main Results:
- Computational binding energy predictions closely matched experimental antibody escape data.
- Provided structural explanations for observed escape tendencies of SARS-CoV-2 variants.
- Delineated molecular interaction differences between spike variants, receptors, and antibodies.
Conclusions:
- The computational tool effectively predicts antibody escape, accelerating therapeutic development.
- Structural insights into variant mutations aid in designing antibodies effective against diverse strains.
- Understanding molecular interactions is vital for distinguishing receptor binding from antibody evasion.
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