Rapid Affinity Characterization of Cell-Free Expressed Nanobodies Directly in Lysate with Biolayer Interferometry via Antigen-Immobilized Biosensors

There have been a few recent works showing the advantages of combining cell-free protein expression (CFE) with biolayer interferometry (BLI) for the rapid kinetic characterization of novel capture proteins, such as nanobodies, to build out sequence-to-function data sets. Such data can inform iterative, machine-learning-guided models to optimize binding to a target antigen. In this work, we extend these approaches by presenting a new CFE-BLI workflow that flips the BLI binding orientation so that the target protein is immobilized on the biosensor surface and the CFE-expressed nanobody is measured directly in the lysate. This expands the applicability of CFE-BLI screening to encompass a larger set of nanobody–antigen pairs, such as multimeric target proteins. Our workflow utilizes a fluorogenic HaloTag fusion protein that enables precise protein quantification while also amplifying the BLI signal of smaller-molecular-weight binders like nanobodies. We test our workflow here using two previously characterized nanobodies (I3 and 2Rs15d) and show that our CFE-BLI screening method can calculate equilibrium dissociation constants ( K D ) similar to those previously reported. We further combine our workflow with a modern combinatorial mutagenesis workflow to screen 12 previously uncharacterized I3 nanobody mutants for improved affinity, demonstrating its potential use in rapid, high-iteration active-learning-guided protein engineering campaigns, especially on multimeric targets that may be presented in complex backgrounds.

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Publication Details

Journal
ACS Synthetic Biology
Published
2026-06-16
DOI
https://doi.org/10.1021/acssynbio.6c00062
Primary Topic
Monoclonal and Polyclonal Antibodies Research
Type
article
Field-Weighted Citation Impact
0.00

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article

Rapid Affinity Characterization of Cell-Free Expressed Nanobodies Directly in Lysate with Biolayer Interferometry via Antigen-Immobilized Biosensors

Ryan Godin, Thaddeus J. Wadas, Nigel F. Reuel, Bret Lange et al.
ACS Synthetic Biology
Monoclonal and Polyclonal Antibodies Research
article

Rapid Affinity Characterization of Cell-Free Expressed Nanobodies Directly in Lysate with Biolayer Interferometry via Antigen-Immobilized Biosensors

Ryan Godin, Thaddeus J. Wadas, Nigel F. Reuel, Bret Lange, Nicholas J. Schnicker
article en

Abstract

There have been a few recent works showing the advantages of combining cell-free protein expression (CFE) with biolayer interferometry (BLI) for the rapid kinetic characterization of novel capture proteins, such as nanobodies, to build out sequence-to-function data sets. Such data can inform iterative, machine-learning-guided models to optimize binding to a target antigen. In this work, we extend these approaches by presenting a new CFE-BLI workflow that flips the BLI binding orientation so that the target protein is immobilized on the biosensor surface and the CFE-expressed nanobody is measured directly in the lysate. This expands the applicability of CFE-BLI screening to encompass a larger set of nanobody–antigen pairs, such as multimeric target proteins. Our workflow utilizes a fluorogenic HaloTag fusion protein that enables precise protein quantification while also amplifying the BLI signal of smaller-molecular-weight binders like nanobodies. We test our workflow here using two previously characterized nanobodies (I3 and 2Rs15d) and show that our CFE-BLI screening method can calculate equilibrium dissociation constants ( K D ) similar to those previously reported. We further combine our workflow with a modern combinatorial mutagenesis workflow to screen 12 previously uncharacterized I3 nanobody mutants for improved affinity, demonstrating its potential use in rapid, high-iteration active-learning-guided protein engineering campaigns, especially on multimeric targets that may be presented in complex backgrounds.

ACS Synthetic Biology
University of Iowa (US), Iowa State University (US), Protein Express (United States) (US)
National Science Foundation, National Institute of General Medical Sciences
Industry, innovation and infrastructure
Openalex Percentile: Top 7%
Monoclonal and Polyclonal Antibodies Research
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