NanoDeNovo: nanobodies designed from the antigen alone
A five-stage cascade that samples nanobody scaffolds, folds them, docks against the poliovirus type 1 VP3 capsid protein, redesigns the CDR loops on the survivors and humanises what remains. No immunisation and no display library. Each stage answers a different question, so the errors of the five filters are less likely to align than five variants of one confidence metric. Cost per candidate rises by three orders of magnitude between folding and Rosetta relaxation, which is what fixes the order they run in.
Fig. 8. Kotelnikov, Tatarinova, Zhdanov, 2025. doi:10.3390/ijms26199262. CC BY 4.0.