Measurement, not just selection
Selection-based methods recover the variants that survive. Deep Screening adds the number they leave out — how tightly each one actually binds.
Phage display and other display methods are powerful ways to find antibodies. Deep Screening sits alongside them and reads out something they can’t: a quantitative binding value for every variant in the library.
With Deep Screening, hundreds of millions of antibodies are assayed in parallel, and each one is paired to its full-length sequence. The result is a dense, unbiased dataset, measured on the actual target.
Because the readout is a measurement rather than a survival signal, the same library can be screened across different conditions — pH, competing ligands, species orthologues — and compared variant by variant. That is what turns conditional behaviours from lucky findings into something you can engineer.
To learn more, read the paper: Deep Screening published in Nature Biomedical Engineering