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Updated: Jan 4, 2026

Scalable High Throughput Selection From Phage-displayed Synthetic Antibody Libraries
Published on: January 17, 2015
A consensus protocol for the in silico optimisation of antibody fragments
Miguel A Soler1, Barbara Medagli, Marta S Semrau
1International School for Advanced Studies (SISSA), Via Bonomea 265, 34136, Trieste, Italy. laio@sissa.it.
We developed a computational method to improve antibody binding affinity by simulating mutations. This in silico protocol successfully enhanced a nanobody
Area of Science:
- Biochemistry
- Computational Biology
- Immunology
Background:
- Single domain antibodies (nanobodies, VHHs) are valuable tools in research and therapeutics.
- Improving the binding affinity of VHHs is crucial for their efficacy.
- Current optimization methods can be labor-intensive and time-consuming.
Purpose of the Study:
- To present a novel in silico mutagenetic protocol for enhancing the binding affinity of single domain antibodies.
- To validate the protocol's effectiveness using an anti-HER2 VHH as a benchmark.
- To establish a computational framework for antibody optimization.
Main Methods:
- Iterative in silico mutagenesis of the antibody's interacting region.
- Evaluation of binding affinity using multiple scoring functions on molecular dynamics trajectories.
- Consensus-based decision-making algorithm for mutation acceptance/rejection.
- Benchmarking on an anti-HER2 VHH using a complementary determining region (CDR) evolution.
Main Results:
- The optimized VHH mutant demonstrated significantly enhanced experimental binding affinity compared to the wild-type.
- The in silico protocol successfully improved the VHH's affinity through targeted mutations.
- The method provides a reliable and efficient approach for VHH optimization.
Conclusions:
- The presented in silico mutagenetic protocol is effective for improving single domain antibody binding affinity.
- This computational approach can be applied to optimize various protein binders, including peptides and antibody fragments.
- The protocol offers a powerful tool for accelerating antibody engineering and drug discovery efforts.
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