Enhancing Enzyme Activity With Mutation Combinations Guided by Few-Shot Learning and Causal Inference.

Abstract excerpt

Designing enzyme sequences to enhance product yield represents a fundamental challenge in metabolic engineering. Here, we established a workflow that integrates computational predictions with efficient experimental iteration to obtain outsized gains in product yield. Based on causal inference and examination of published datasets, we realized and ultimately experimentally confirmed that in vivo unit yield...

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