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利用人工神经网络和响应面法对分离的枯草芽孢杆菌菌株VUVD001产乳糖酶的发酵变量进行建模与优化

Modeling and optimization of fermentation variables for enhanced production of lactase by isolated Bacillus subtilis strain VUVD001 using artificial neural networking and response surface methodology.

作者信息

Venkateswarulu T C, Prabhakar K Vidya, Kumar R Bharath, Krupanidhi S

机构信息

Department of Biotechnology, Vignan's Foundation for Science Technology and Research University, Vadlamudi, Andhra Pradesh, 522213, India.

Department of Biotechnology, Vikrama Simhapuri University, Nellore, Andhra Pradesh, 524320, India.

出版信息

3 Biotech. 2017 Jul;7(3):186. doi: 10.1007/s13205-017-0802-x. Epub 2017 Jun 29.

Abstract

Modeling and optimization were performed to enhance production of lactase through submerged fermentation by Bacillus subtilis VUVD001 using artificial neural networks (ANN) and response surface methodology (RSM). The effect of process parameters namely temperature (°C), pH, and incubation time (h) and their combinational interactions on production was studied in shake flask culture by Box-Behnken design. The model was validated by conducting an experiment at optimized process variables which gave the maximum lactase activity of 91.32 U/ml. Compared to traditional activity, 3.48-folds improved production was obtained after RSM optimization. This study clearly shows that both RSM and ANN models provided desired predictions. However, compared with RSM (R  = 0.9496), the ANN model (R  = 0.99456) gave a better prediction for the production of lactase.

摘要

利用人工神经网络(ANN)和响应面法(RSM)对枯草芽孢杆菌VUVD001进行深层发酵产乳糖酶的过程进行建模和优化。采用Box-Behnken设计,在摇瓶培养中研究了温度(℃)、pH值和培养时间(h)等工艺参数及其组合相互作用对产酶的影响。通过在优化的工艺变量下进行实验对模型进行验证,得到的最大乳糖酶活性为91.32 U/ml。与传统活性相比,经RSM优化后产量提高了3.48倍。本研究清楚地表明,RSM和ANN模型均提供了理想的预测结果。然而,与RSM(R = 0.9496)相比,ANN模型(R = 0.99456)对乳糖酶产量的预测更好。

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