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Protein sequence design with deep generative models

delete2021-12-01
delete92
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OA
AI
Z
Zachary Wu
K
Kadina E. Johnston
A
Arnold, Frances H.
K
Kevin Yang *
DOI:10.1016/j.cbpa.2021.04.004delete
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摘要

摘要

En 中文
Protein engineering seeks to identify protein sequences with optimized properties. When guided by machine learning, protein sequence generation methods can draw on prior knowledge and experimental efforts to improve this process. In this review, we highlight recent applications of machine learning to generate protein sequences, focusing on the emerging field of deep generative methods.
Keyword:
Deep learning
Generative models
Protein engineering
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Current Opinion in Chemical Biology 封面图
Current Opinion in Chemical Biology
IF:
6.1
论文数:
3.1K
被引数:
1.1W

机构

C
California Institute of Technology
学者数:
2.9W
论文数: 2.5W
被引数: 4.9W
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