Meng Fanxin, Xing Gaoyang, Li Yutong, Song Jia, Wang Yanzhen, Meng Qingfan, Lu Jiahui, Zhou Yulin, Liu Yan, Wang Di, Teng Lirong
Zhuhai College, Jilin University, Zhuhai 519041, Guangdong Province, China.
School of Life Sciences, Jilin University, Changchun 130012, Jilin Province, China.
Saudi J Biol Sci. 2016 Jan;23(1):S99-S105. doi: 10.1016/j.sjbs.2015.06.022. Epub 2015 Jun 27.
Using desirability function, four indexes including mycelium dry weight, intracellular polysaccharide, adenosine and mannitol yield were uniformed into one expected value (Da) which further served as the assessment criteria. In our present study, Plackett-Burman design was applied to evaluate the effects of eight variables including initial pH, rotating speed, culture temperature, inoculum size, ventilation volume, culture time, inoculum age and loading volume on Da value during Marasmius androsaceus submerged fermentation via a five-liter fermentor. Culture time, initial pH and rotating speed were found to influence Da value significantly and were further optimized by Box-Behnken design. Results obtained from Box-Behnken design were analyzed by both response surface regression (Design-Expert.V8.0.6.1 software) and artificial neural network combining the genetic algorithm method (Matlab2012a software). After comparison, the optimum M. androsaceus submerged fermentation conditions via a five-liter fermentor were obtained as follows: initial pH of 6.14, rotating speed of 289.3 rpm, culture time of 6.285 days, culture temperature of 26 °C, inoculum size of 5%, ventilation volume of 200 L/h, inoculum age of 4 days, and loading volume of 3.5 L/5 L. The predicted Da value of the optimum model was 0.4884 and the average experimental Da value was 0.4760. The model possesses well fitness and predictive ability.
利用合意性函数,将菌丝体干重、胞内多糖、腺苷和甘露醇产量这四个指标统一为一个期望值(Da),并将其作为评估标准。在本研究中,采用Plackett-Burman设计通过5升发酵罐评估了8个变量(初始pH值、转速、培养温度、接种量、通气量、培养时间、接种龄和装液量)对Androsaceus香菇深层发酵过程中Da值的影响。发现培养时间、初始pH值和转速对Da值有显著影响,并通过Box-Behnken设计进一步优化。通过响应面回归(Design-Expert.V8.0.6.1软件)和结合遗传算法的人工神经网络(Matlab2012a软件)对Box-Behnken设计获得的结果进行分析。比较后得出5升发酵罐中Androsaceus香菇深层发酵的最佳条件如下:初始pH值为6.14,转速为289.3 rpm,培养时间为6.285天,培养温度为26℃,接种量为5%,通气量为200 L/h,接种龄为4天,装液量为3.5 L/5 L。最佳模型的预测Da值为0.4884,平均实验Da值为0.4760。该模型具有良好的拟合度和预测能力。