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Quantum-Si’s Single-Molecule Tech Enables Precise, Multiplexed Measurement of Nanobody Binding in a Single Assay
Researchers at ESPCI Paris and
The process works by tagging protein variants, such as nanobodies, with sequence specific peptide barcodes. These barcoded proteins are then immobilized in millions of nanoapertures on a semiconductor chip. Researchers measure ligand-binding kinetics across all molecules in parallel using single-molecule fluorescence, then sequence the peptide barcodes to identify each protein variant after functional testing.
This dual detection strategy uses direct fluorescence to measure fast-binding events and a dye-cycling method to capture slow dissociation rates typical of high-affinity interactions. The team validated their results across 20 nanobody variants with more than a 1,000-fold range in affinity, showing strong correlation with surface plasmon resonance (SPR), a gold standard in binding analysis. The extended dynamic range allows for the single-molecule characterization of high-affinity antibodies, an area that has seen limited exploration and that could open up new possibilities in multiple applications.
“We wanted to build a platform that could tell us both what a protein does and what it is, all in one experiment,” said
“This pre-print is a great example of the power of Quantum-Si’s core technology to extend beyond protein sequencing and help researchers perform single-molecule characterization of high-affinity antibodies in a way not previously possible with other technologies,” said
This method offers several advantages over traditional approaches, including:
- Achieving high-throughput measurement of tens of thousands of single molecules per run
- Linking genotype and phenotype through post-measurement protein barcode sequencing
- Extending kinetic range through dye-cycling
- Delivering strong reproducibility with high data yield per protein variant
- Supporting compatibility with machine learning tools for protein design
The method also revealed previously hidden biological behaviors. In one case, the data uncovered possible conformational isomerism in a nanobody variant called LaG10. This level of resolution would likely be missed using conventional bulk assays.
“For years, single-molecule techniques were confined to specialized labs with custom-built equipment,” said Marco Ribezzi-Crivellari, Ph.D., co-author and Principal Scientist at
While this proof-of-concept study focused on 20 variants, with upcoming chemistry and hardware updates, the system has the potential to scale to over 1,000-member barcode sets. Future technological developments to expand the size of reaction chamber may allow similar increases in the size of variant panels. This makes it ideally suited for applications in synthetic biology, drug discovery, and AI-driven protein engineering.
The preprint entitled “Parallelization of single-molecule binding kinetic measurements via protein barcode sequencing,” is now available at: Quantum-Si Resources.
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