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Enhancing the endo-activity of the thermophilic chitinase to yield chitooligosaccharides with high degrees of polymerization
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作者 Feifei Guan Xiaoqian Tian +9 位作者 Ruohan Zhang Yan Zhang ningfeng wu Jilu Sun Honglian Zhang Tao Tu Huiying Luo Bin Yao Jian Tian Huoqing Huang 《Bioresources and Bioprocessing》 2024年第1期407-419,共13页
Thermophilic endo-chitinases are essential for production of highly polymerized chitooligosaccharides,which are advantageous for plant immunity,animal nutrition and health.However,thermophilic endo-chitinases are scar... Thermophilic endo-chitinases are essential for production of highly polymerized chitooligosaccharides,which are advantageous for plant immunity,animal nutrition and health.However,thermophilic endo-chitinases are scarce and the transformation from exo-to endo-activity of chitinases is still a challenging problem.In this study,to enhance the endo-activity of the thermophilic chitinase Chi304,we proposed two approaches for rational design based on comprehensive structural and evolutionary analyses.Four effective single-point mutants were identified among 28 designed mutations.The ratio of(GlcNAc)3 to(GlcNAc)2 quantity(DP3/2)in the hydrolysates of the four single-point mutants undertaking colloidal chitin degradation were 1.89,1.65,1.24,and 1.38 times that of Chi304,respectively.When combining to double-point mutants,the DP3/2 proportions produced by F79A/W140R,F79A/M264L,F79A/W272R,and M264L/W272R were 2.06,1.67,1.82,and 1.86 times that of Chi304 and all four double-point mutants exhibited enhanced endo-activity.When applied to produce chitooligosaccharides(DP≥3),F79A/W140R accumulated the most(GlcNAc)4,while M264L/W272R was the best to produce(GlcNAc)3,which was 2.28 times that of Chi304.The two mutants had exposed shallower substrate-binding pockets and stronger binding abilities to shape the substrate.Overall,this research offers a practical approach to altering the cutting pattern of a chitinase to generate functional chitooligosaccharides. 展开更多
关键词 CHITIN CHITINASE Endo-activity Mutants Functional oligosaccharides
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MECE:基于深度神经网络及进化分析提高糖苷水解酶的催化效率 被引量:1
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作者 刘汗青 关菲菲 +8 位作者 刘拓宇 杨丽鑫 范灵熙 刘晓青 罗会颖 伍宁丰 姚斌 田健 黄火清 《Science Bulletin》 SCIE EI CAS CSCD 2023年第22期2793-2805,M0006,共14页
糖苷水解酶(glycoside hydrolases,GHs)在各个行业广泛应用,其需求量不断增加.然而,如何提高酶的催化效率仍然是一个挑战.本文开发了基于深度神经网络和分子进化的策略(MECE)预测提高糖苷水解酶催化活性的突变体.作者首先从CAZy数据库... 糖苷水解酶(glycoside hydrolases,GHs)在各个行业广泛应用,其需求量不断增加.然而,如何提高酶的催化效率仍然是一个挑战.本文开发了基于深度神经网络和分子进化的策略(MECE)预测提高糖苷水解酶催化活性的突变体.作者首先从CAZy数据库中收集整理了119个糖苷水解酶家族的蛋白序列,建立了能够识别糖苷水解酶家族和功能残基的深度学习模型DeepGH,通过10倍交叉验证结果显示DeepGH模型的预测准确率为96.73%.随后利用梯度加权类激活图谱(Grad-CAM)方法提取分类相关特征,结合序列进化信息对突变体进行设计最后获得了具有7个氨基酸突变位点的壳聚糖酶突变体CHIS1754-MUT7.实验结果表明,CHIS1754-MUT7的k_(cat)/K_m是野生型的23.53倍.该策略计算效率高,实验成本低,具有显著的优势,为酶催化效率的智能设计提供了一种新的途径,具有广泛的应用前景. 展开更多
关键词 MECE Deep learning Catalytic efficiency Glycoside hydrolases Feature extraction
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