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A novel thermophilic chitinase directly mined from the marine metagenome using the deep learning tool Preoptem
by
Wu, Ningfeng
, Xu, Guoshun
, Yao, Bin
, Huang, Huoqing
, Tian, Jian
, Guan, Feifei
, Zhang, Yuhong
, Sun, Jilu
, Zhang, Yan
, Liu, Xiaoqing
in
Biodegradation
/ Chitin
/ Chitinase
/ Colloid chitin
/ Deep learning
/ Degradation products
/ Enzymes
/ High temperature
/ Machine learning
/ Methods
/ Microorganisms
/ Polymerization
/ Proteins
/ Substrates
/ Thermal stability
2022
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A novel thermophilic chitinase directly mined from the marine metagenome using the deep learning tool Preoptem
by
Wu, Ningfeng
, Xu, Guoshun
, Yao, Bin
, Huang, Huoqing
, Tian, Jian
, Guan, Feifei
, Zhang, Yuhong
, Sun, Jilu
, Zhang, Yan
, Liu, Xiaoqing
in
Biodegradation
/ Chitin
/ Chitinase
/ Colloid chitin
/ Deep learning
/ Degradation products
/ Enzymes
/ High temperature
/ Machine learning
/ Methods
/ Microorganisms
/ Polymerization
/ Proteins
/ Substrates
/ Thermal stability
2022
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A novel thermophilic chitinase directly mined from the marine metagenome using the deep learning tool Preoptem
by
Wu, Ningfeng
, Xu, Guoshun
, Yao, Bin
, Huang, Huoqing
, Tian, Jian
, Guan, Feifei
, Zhang, Yuhong
, Sun, Jilu
, Zhang, Yan
, Liu, Xiaoqing
in
Biodegradation
/ Chitin
/ Chitinase
/ Colloid chitin
/ Deep learning
/ Degradation products
/ Enzymes
/ High temperature
/ Machine learning
/ Methods
/ Microorganisms
/ Polymerization
/ Proteins
/ Substrates
/ Thermal stability
2022
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A novel thermophilic chitinase directly mined from the marine metagenome using the deep learning tool Preoptem
Journal Article
A novel thermophilic chitinase directly mined from the marine metagenome using the deep learning tool Preoptem
2022
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Overview
Chitin is abundant in nature and its degradation products are highly valuable for numerous applications. Thermophilic chitinases are increasingly appreciated for their capacity to biodegrade chitin at high temperatures and prolonged enzyme stability. Here, using deep learning approaches, we developed a prediction tool, Preoptem, to screen thermophilic proteins. A novel thermophilic chitinase, Chi304, was mined directly from the marine metagenome. Chi304 showed maximum activity at 85 ℃, its Tm reached 89.65 ± 0.22℃, and exhibited excellent thermal stability at 80 and 90 °C. Chi304 had both endo- and exo-chitinase activities, and the (GlcNAc)2 was the main hydrolysis product of chitin-related substrates. The product yields of colloidal chitin degradation reached 97% within 80 min, and 20% over 4 days of reaction with crude chitin powder. This study thus provides a method to mine the novel thermophilic chitinase for efficient chitin biodegradation.
Publisher
Springer Nature B.V
Subject
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