Neural network conditioned to produce thermophilic protein sequences can increase thermal stability

Abstract This work presents Neural Optimization for Melting-temperature Enabled by Leveraging Translation (NOMELT), a novel approach for designing and ranking high-temperature stable proteins using neural machine translation. The model, trained on over 4 million protein homologous pairs from organis...

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Bibliographic Details
Main Authors: Evan Komp, Christian Phillips, Lauren M. Lee, Shayna M. Fallin, Humood N. Alanzi, Marlo Zorman, Michelle E. McCully, David A. C. Beck
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-90828-0
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