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Predicting changes in protein thermodynamic stability upon point mutation with deep 3D convolutional neural networks

Predicting mutation-induced changes in protein thermodynamic stability (ΔΔG) is of great interest in protein engineering, variant interpretation, and protein biophysics. We introduce ThermoNet, a deep, 3D-convolutional neural network (3D-CNN) designed for structure-based prediction of ΔΔGs upon poin...

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Bibliografische gegevens
Gepubliceerd in:PLoS Comput Biol
Hoofdauteurs: Li, Bian, Yang, Yucheng T., Capra, John A., Gerstein, Mark B.
Formaat: Artigo
Taal:Inglês
Gepubliceerd in: Public Library of Science 2020
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Online toegang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7728386/
https://ncbi.nlm.nih.gov/pubmed/33253214
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1371/journal.pcbi.1008291
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