De novo protein design holds promise for creating small
stable proteins with shapes customized to bind therapeutic targets. We describe
a massively parallel approach for designing, manufacturing and screening
mini-protein binders, integrating large-scale computational design,
oligonucleotide synthesis, yeast display screening and next-generation
sequencing. We designed and tested 22,660 mini-proteins of 37–43
residues that target influenza haemagglutinin and botulinum neurotoxin B, along
with 6,286 control sequences to probe contributions to folding and binding, and
identified 2,618 high-affinity binders. Comparison of the binding and
non-binding design sets, which are two orders of magnitude larger than any
previously investigated, enabled the evaluation and improvement of the
computational model. Biophysical characterization of a subset of the binder
designs showed that they are extremely stable and, unlike antibodies, do not
lose activity after exposure to high temperatures. The designs elicit little or
no immune response and provide potent prophylactic and therapeutic protection
against influenza, even after extensive repeated dosing.