A two-stage conditional deep learning framework modulates enzyme and substrate embeddings toward catalysis-aware features, reporting better benchmark results than specialized enzyme-substrate predictors.
W.et al.A high-throughput screening method for determining the substrate scope of nitrilases.Chemical Communications51, 2660–2662 (2015)
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OmniESI: A unified framework for enzyme-substrate interaction prediction with progressive conditional deep learning
A two-stage conditional deep learning framework modulates enzyme and substrate embeddings toward catalysis-aware features, reporting better benchmark results than specialized enzyme-substrate predictors.