Combining computational modeling and experimental library screening to affinity-mature VEEV-neutralizing antibody F5
Christopher A Sumner1, Jennifer L Schwedler1, Katherine Maia McCoy2
1Department of Biotechnology and Bioengineering, Sandia National Laboratories, Livermore, California, USA.
Protein Science : a Publication of the Protein Society
|January 22, 2025
Summary
This study developed a pipeline to enhance antibody affinity for Venezuelan Equine Encephalitis Virus (VEEV). Molecular modeling and library screening improved antibody binding, increasing cross-reactivity to related VEEV strains.
Area of Science:
- Biotechnology
- Immunology
- Virology
Background:
- Engineered monoclonal antibodies are effective therapeutics against viral outbreaks.
- Rapid adaptation and affinity enhancement of antibodies remain challenges.
- Venezuelan Equine Encephalitis Virus (VEEV) poses a significant public health threat.
Purpose of the Study:
- To develop a pipeline for increasing the binding affinity of the F5 monoclonal antibody to VEEV antigen.
- To utilize molecular modeling and experimental screening for antibody optimization.
- To assess the impact of enhanced affinity on antibody neutralization and cross-reactivity.
Main Methods:
- Molecular modeling (Rosetta-based and dTERMen) was used to predict mutations for improved F5 antibody binding.
- Phage display and error-prone PCR generated mutant antibody libraries.
- Screening identified favorable mutations, which were incorporated into human-IgG1 variants.
Main Results:
- The best antibody variant showed a 63-fold increase in binding affinity (KD from 0.63 nM to 0.01 nM).
- Enhanced affinity did not improve neutralization or therapeutic potency against the specific VEEV strain (IAB).
- Improved antibody variants demonstrated increased cross-reactivity to other VEEV strains.
Conclusions:
- The developed pipeline successfully enhanced antibody affinity and cross-reactivity to related VEEV strains.
- This method shows potential for rapidly adapting existing antibody therapeutics to emerging viral strains.
- Further research is needed to correlate enhanced affinity with improved therapeutic efficacy.


