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AI-assisted food enzymes design and engineering:a critical review 被引量:1
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作者 Xinglong Wang Penghui Yang +1 位作者 Beichen Zhao Song Liu 《Systems Microbiology and Biomanufacturing》 2023年第1期75-87,共13页
Food enzymes are basic components used for food processing.Through catalysis,food enzymes can function as removing allergy,enriching absorbable nutrients,improving food texture,and adjusting flavors.Food enzymes work ... Food enzymes are basic components used for food processing.Through catalysis,food enzymes can function as removing allergy,enriching absorbable nutrients,improving food texture,and adjusting flavors.Food enzymes work in various conditions,which brought out the need for engineering these enzymes with harsh environment tolerance and higher catalytic efficiency.Artificial intelligence(AI)has recently provided solutions for structural modeling,finding modification hot spots,and guiding mutations toward specific needs,which greatly benefit enzyme engineering.AI-based tools showed great advantages in cutting down the computational time,enabling higher prediction accuracy,and providing trainable models suited for wide uses.In this review,we describe the functions and uses of food enzymes,as well as their utility limitations.The necessity and advantages of using AI-based tools in enzyme engineering,and the differences between using traditional and AI-based tools are mainly discussed.Few AI-based tools for enzyme engineering were introduced and described their function.The perspective of using AI tools and the future challenges were discussed. 展开更多
关键词 Artificial intelligence Deep learning protein rational design protein thermostability protein activity
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