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Robust Multi-Mutant Protein Stability Prediction from a Fine-Tuned Evolutionary Scale Model

2026-06-05

Abstract excerpt

Recently, high-throughput experimental techniques have propelled improvements in deep learning-based prediction of mutation effects on protein stability. However, leading stability predictors still struggle to predict the combined effect of multiple mutations and prefer mutations that negatively impact other properties, including expressibility. To mitigate these limitations, we apply Low-Rank Adaptation (LoRA) to...

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Literature Corpus work
182e419b-dc81-545c-af96-ae103fd73b2f
DOI
10.64898/2026.06.04.730231
Open publication

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Robust Multi-Mutant Protein Stability Prediction from a Fine-Tuned Evolutionary Scale ModelDOI 10.64898/2026.06.04.730231
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