DNA-encoded chemical library (DEL) technology is a powerful tool in early-stage drug discovery. Although widely applied in industry and academia, challenges persist in generating DELs with high quality and chemical diversity. Low yields in building-block incorporation, limited selectivity and, most importantly, DNA damage from harsh reaction conditions compromise library quality, reduce signal-to-noise in affinity selections and ultimately hinder drug discovery. Here we show that tailored enzymes can be harnessed for the effective construction of molecular diversity on DNA under mild conditions. Targeting amide bond formation, we designed a cascade of complementary coenzyme A ligases and rationally tailored N-acyltransferases to access a broad amide scope on-DNA (>120 examples), identifying structural elements that optimize the biocatalysts’ DNA compatibility in the process. Integrating the enzymatic cascade with chemical synthesis led to the construction of a diverse DEL without damage to the DNA barcode, highlighting the biocatalysts’ applicability for early scaffold construction and late-stage functionalization. DNA-encoded library (DEL) synthesis can be constrained by DNA damage and limited reaction scope under conventional chemistry. Here a complementary CoA ligase–N-acyltransferase cascade is engineered to enable high yield, DNA-compatible amide formation, expanding substrate scope and DEL quality.
Daniel Schaub, Alice Lessing, Fabian Meyer et al.· Nature Catalysis· 1 citation
ThermoFusion, a hybrid deep learning framework that integrates 3D protein structure embeddings from ThermoMPNN with sequence-based embeddings from the pretrained protein language model ESM2 to predict the effects of single-point mutations on protein stability is presented.
Yao Wei, I. Eberini, Fabian Meyer· bioRxiv· 0 citations