丙酮酸对肺炎克雷伯氏菌微氧发酵甘油产1,3-丙二醇的影响

微氧条件下,考察肺炎克雷伯氏菌发酵生产1,3-丙二醇过程中柠檬酸和丙酮酸对发酵过程的影响。摇瓶实验结果表明:添加柠檬酸能抑制菌体生长和1,3-丙二醇合成;丙酮酸对菌体生长和1,3-丙二醇合成有一定的促进作用。5 L发酵罐批式发酵表明:补料培养基中加入8 g/L丙酮酸,1,3-丙二醇的产量提高了约10.8%,转化率提高了约4.4%,比生长速率提高了约10.8%。上述结果初步表明,强化能量的产生能够有效促进1,3-丙二醇的合成,可以利用分子生物学手段强化丙酮酸的产生以促进1,3-丙二醇的合成。     

1,3-丙二醇产生菌的诱变育种及培养基优化

以实验室自然筛选的克雷伯氏杆菌(Klebsiella sp.)为出发株,采用紫外诱变及亚硝基胍和超声波协同处理获得一株1,3-丙二醇高产突变株。在摇瓶发酵中,其产1,3-丙二醇产量由17.39 g/L提高到24.11 g/L,提高38.64%。变异株经10次传代培养,发酵能力稳定。对发酵培养基成分进行了优化,优化后1,3-丙二醇产量为30.05g/L,为优化前的1.25倍。     

聚羟基丁酸路径在克雷伯氏菌中的构建

以生物柴油的副产物甘油生产高附加值的1,3-丙二醇,现已成为提升生物柴油产业链经济性的重要途径,而中间代谢产物3-羟基丙醛积累造成细胞死亡,发酵异常终止是生物法生产1,3-丙二醇过程中的关键问题。不同于传统的降低3-羟基丙醛积累的思路,本文从增强克雷伯氏菌对3-羟基丙醛的抗逆性出发,改善克雷伯氏菌1,3-丙二醇的生产性能,首次将聚羟基丁酸路径引入克雷伯氏菌中,构建了新型基因工程菌,并对其1,3-丙二醇发酵性能及聚羟基丁酸代谢进行了初步的研究。经IPTG诱导,工程菌中检测到聚羟基丁酸,其含量随IPTG浓度增加而增大。优化的IPTG浓度为0.5 mmol/L。初始甘油50 g/L时,野生菌可正常发酵生产1,3-丙二醇,1,3-丙二醇浓度达到22.1 g/L,其质量得率为46.4%。当初始甘油达到70 g/L时,由于高浓度3-HPA积累,野生菌发酵终止,而工程菌可正常发酵生产1,3-丙二醇,PDO产量可达31.3 g/L,其质量得率为43.9%。同时检测到聚羟基丁酸积累。研究结果有助于加深对克雷伯氏菌1,3-丙二醇代谢机理的认识,为克雷伯氏菌的进一步优化提供了新的思路。     

克雷伯氏肺炎杆菌LDH526产1,3-丙二醇的甘油自动流加策略

1,3-丙二醇是一种重要的化工原料,主要作为平台化合物用于合成聚酯,如聚对苯二甲酸丙二醇酯。经基因工程改造的克雷伯氏肺炎杆菌LDH526能以甘油作为唯一碳源合成1,3-丙二醇,最终发酵浓度超过90 g/L。甘油浓度是影响1,3-丙二醇合成的关键因素。为了实现对甘油浓度的精确控制,设计并优化了基于发酵动力学的甘油自动流加策略。通过将底物流加速率与易观察变量p H和发酵时间偶联,实现了发酵过程中甘油流加的自启动和甘油浓度的动态控制。发酵72 h,1,3-丙二醇的浓度可稳定超过95 g/L。自动控制甘油流加的发酵过程具有可重复性、连续性以及人工工作量少的特点,有望从实验室规模扩大到生产规模。     

原生质体紫外诱变技术选育1,3-丙二醇高产菌株

以肺炎克雷伯氏杆菌(Klebsiella pneumoniae)为研究对象,应用原生质体紫外诱变技术提高其对甘油及1,3-丙二醇的耐受性,获得1,3-丙二醇高产菌.在原生质体制备过程中,运用滤膜去除酶解后细胞悬液中的正常菌体,简化菌体酶解过程,提高再生率及形成率.经过原生质体诱变后,以耐受高浓度甘油和1,3-丙二醇及高产酸能力为筛选方向,最终筛选到了3株高产菌株(Kp-1、Kp-4和Kp-5).在补料发酵实验中,上述诱变菌产1,3-丙二醇能力分别为70.24 、65.21和75.51 g/L,比野生菌株WT(55.78 g/L)分别提高了25.92%、16.91%和35.37%.     

混合菌发酵1,3-丙二醇的初步研究

将表达酿酒酵母3-磷酸甘油脱氢酶基因(GPD1)和3-磷酸甘油酯酶基因(HOR2)的质粒PSE-gpd1-hor2转化到甘油激酶基因(glpK)和甘油脱氢酶基因(gldA)双缺失的大肠杆菌JM109C中,构建产甘油的工程菌JM109C/PSE-gpd1-hor2.接种JM109C/pSE-gpd1-hor2和Klebsiella在含1%葡萄糖的摇瓶发酵培养基中37℃发酵56 h,1,3-丙二醇的最高产量为1.28 g/L,葡萄糖摩尔转化率为37.5%;在30 L发酵罐中发酵68 h,1,3-丙二醇的最高产量为24.09 g/L,葡萄糖摩尔转化率为38.0%;5 g/L的乙酸、乳酸,10 g/L的乙醇分别使1,3-丙二醇的产量降低了91.41%、54.68%和51.56%.     

补料分批发酵过程中两阶段发酵生产1,3-丙二醇

在补料分批发酵过程中提高比生长速率不仅减少乙醇、甲酸的生成,而且提高1,3-丙二醇的得率和比生产速率.发酵后期甘油的浓度在15～26 g/L时有利于提高1,3-丙二醇的生产.采取在发酵前期控制菌体较高比生长速率和发酵后期控制适宜甘油浓度相结合的策略,有效地提高了1,3-丙二醇的生产,降低副产物乳酸和乙醇的生成.     

Effects of different pH regulators on 1,3-propanediol production by Klebsiella pneumoniae in fed-batch culture

对肺炎克雷伯氏菌(Klebsiella pneumoniae)发酵生产1,3-丙二醇(1,3-Propanediol,1,3-PD)的补碱策略进行了研究.分别利用NaOH、氨水、KOH三种溶液作为pH调节剂,优化三种pH调节剂并得到按一定比例混合的混合碱.当采用混合碱调控发酵pH值为7.0时,1,3-丙二醇的产量达到了55 g/L,比无pH调控(对照)发酵过程发酵水平提高了10.6倍.     

基于人工神经网络-遗传算法的樟芝发酵培养基优化

采用优化模型对药用丝状真菌樟芝的复杂发酵过程进行建模,并获得最优发酵培养基组成.对樟芝发酵过程中的形态变化过程进行了观察,并分别采用人工神经网络(ANN)和响应面法(RSM)对樟芝发酵过程进行建模,同时采用遗传算法(GA)优化了发酵培养基组成.结果表明,ANN模型比RSM模型具有更好的实验数据拟合能力和预测能力,GA计算得到樟芝生物量理论最大值为6.2 g/L,并获得发酵最佳接种量及培养基组成:孢子浓度1.76× 105个/mL,葡萄糖29.1 g/L,蛋白胨9.4 g/L,黄豆粉2.8 g/L.在最佳培养条件下,樟芝生物量为(6.1±0.2)g/L.基于ANN-GA的优化方法可用于优化其他丝状真菌的复杂发酵过程,从而获得生物量或活性代谢产物.     

球形节杆菌A152产透明质酸酶的发酵优化及动力学模型的建立

以制备高产量的透明质酸酶为出发点,利用5 L发酵罐对球形节杆菌A152发酵生产透明质酸酶的条件进行优化,并对其发酵动力学模型进行研究。研究结果表明,转速400 r/min、通气量3.5 L/min时,生物量和透明质酸酶酶活力最优,分别为5 g/L、16.4 U/mL;同时对发酵过程中菌体生长、产物生成及基质消耗的规律进行研究,应用Logistic方程、Luedeking-Piret方程和底物消耗的物料平衡方程建立了球形节杆菌Arthrobacter globiformis A152发酵过程的动力学模型,并通过MATLAB软件进行最优参数估计和非线性拟合。模型的计算值与实验值能较好地拟合,表明所建的模型能较好地反映发酵过程,可为发酵过程的在线控制和预测提供理论基础。     

A robust soft sensor to monitor 1,3-propanediol fermentation process by Clostridium butyricum based on artificial neural network

With the aggravation of environmental pollution and energy crisis, the sustainable microbial fermentation process of converting glycerol to 1,3-propanediol (1,3-PDO) has become an attractive alternative. However, the difficulty in the online measurement of glycerol and 1,3-PDO creates a barrier to the fermentation process and then leads to the residual glycerol and therefore, its wastage. Thus, in the present study, the four-input artificial neural network (ANN) model was developed successfully to predict the concentration of glycerol, 1,3-PDO, and biomass with high accuracy. Moreover, an ANN model combined with a kinetic model was also successfully developed to simulate the fed-batch fermentation process accurately. Hence, a soft sensor from the ANN model based on NaOH-related parameters has been successfully developed which cannot only be applied in software to solve the difficulty of glycerol and 1,3-PDO online measurement during the industrialization process, but also offer insight and reference for similar fermentation processes.     

Inactivation of <Emphasis Type="Italic">dhaD</Emphasis> and <Emphasis Type="Italic">dhaK</Emphasis> abolishes by-product accumulation during 1,3-propanediol production in <Emphasis Type="Italic">Klebsiella pneumoniae</Emphasis>

1,3-Propanediol (1,3-PD) can be used for the industrial synthesis of a variety of compounds, including polyesters, polyethers, and polyurethanes. 1,3-PD is generated from petrochemical and microbial sources. 1,3-Propanediol is a typical product of glycerol fermentation, while acetate, lactate, 2,3-butanediol, and ethanol also accumulate during the process. Substrate and product inhibition limit the final concentration of 1,3-propanediol in the fermentation broth. It is impossible to increase the yield of 1,3-propanediol by using the traditional whole-cell fermentation process. In this study, dhaD and dhaK, the genes for glycerol dehydrogenase and dihydroxyacetone kinase, respectively, were inactivated by homologous recombination in Klebsiella pneumoniae. The dhaD/dhaK double mutant (designated TC100), selected from 5,000 single or double cross homologous recombination mutants, was confirmed as a double cross by using polymerase chain reaction. Analysis of the cell-free supernatant with high-performance liquid chromatography revealed elimination of lactate and 2,3-butanediol, as well as ethanol accumulation in TC100, compared with the wild-type strain. Furthermore, 1,3-propanediol productivity was increased in the TC100 strain expressing glycerol dehydratase and 1,3-PDO dehydrogenase regulated by the arabinose P_BAD promoter. The genetic engineering and medium formulation approaches used here should aid in the separation of 1,3-propanediol from lactate, 2,3-butanediol, and ethanol and lead to increased production of 1,3-propanediol in Klebsiella pneumoniae.     

Integrated production for biodiesel and 1,3-propanediol with lipase-catalyzed transesterification and fermentation

Biodiesel, a renewable alternative to fossil energy, has shown great prospects for global proliferation in the past decade. Lipase catalyzed transesterification for biodiesel production, as a biological process with many advantages has drawn increasing attention. As a by-product, glycerol accounts for about 10% w/w of biodiesel during the process of biodiesel production. As a result, the conversion of glycerol has become a common problem which has to be resolved if considering large amount of biodiesel production. Glycerol can be fermented into 1,3-propanediol, a high value added chemical with a promising future in the polymers, for example, polytrimethylene terephthalate, and also fermentation approaches for 1,3-propanediol production which have drawn more and more attention due to advantages such as relatively low investment, mild reaction conditions and using renewable sources as the starting materials. Based on the latest technology advancements in lipase-mediated transformation for biodiesel production, the aerobic fermentation technology and genetic engineering for 1,3-propanediol production, and the integrated production of 1,3-propanediol from crude glycerol could be a promising way to improve the profit of the whole process during biodiesel production.     

Effects of Acetate and Butyrate During Glycerol Fermentation by Clostridium butyricum

The effects of acetate and butyrate during glycerol fermentation to 1,3-propanediol at pH 7.0 by Clostridium butyricum CNCM 1211 were studied. At pH 7.0, the calculated quantities of undissociated acetic and butyric acids were insufficient to inhibit bacterial growth. The initial addition of acetate or butyrate at concentrations of 2.5 to 15 gL⁻¹ had distinct effects on the metabolism and growth of Clostridium butyricum. Acetate increased the biomass and butyrate production, reducing the lag time and 1,3-propanediol production. In contrast, the addition of butyrate induced an increase in 1,3-propanediol production (yield: 0.75 mol/mol glycerol, versus 0.68 mol/mol in the butyrate-free culture), and reduced the biomass and butyrate production. It was calculated that reduction of butyrate production could provide sufficient NADH to increase 1,3-propanediol production. The effects of acetate and butyrate highlight the metabolic flexibility of Cl. butyricum CNCM 1211 during glycerol fermentation. Received: 2 January 2001 / Accepted: 6 February 2001     

Chemometric modeling and two-dimensional fluorescence analysis of bioprocess with a new strain of <Emphasis Type="Italic">Klebsiella pneumoniae</Emphasis> to convert residual glycerol into 1,3-propanediol

The goal of this study was to show that the metabolism of Klebsiella pneumoniae under different aeration strategies could be monitored and predicted by the application of chemometric models and fluorescence spectroscopy. Multi-wavelength fluorescence was applied to the on-line monitoring of process parameters for K. pneumoniae cultivations. Differences observed in spectra collected under aerobiosis and anaerobiosis can be explained by the different metabolic states of the cells. To predict process variables such as biomass, glycerol, and 1,3-propanediol (1,3-PD), chemometric models were developed on the basis of the acquired fluorescence spectra, which were measured continuously. Although glycerol and 1,3-PD are not fluorescent compounds, the results showed that this technique could be successfully applied to the on-line monitoring of variables in order to understand the process and thus improve 1,3-PD production. The root mean square errors of predictions were 0.78 units, 10 g/L, and 2.6 g/L for optical density, glycerol, and 1,3-PD, respectively.     

A novel downstream process for 1,3-propanediol from glycerol-based fermentation

In this paper, a downstream process for purification of 1,3-propanediol from glycerol-based fermentation broth was investigated. The purification of 1,3-propanediol from fermentation broth was achieved by a process combining microfiltration, charcoal treatment, vacuum distillation, and silica gel chromatography. The broth was first filtered through hollow fiber cartridge, wherein 98.7% of biomass was removed. Soluble proteins and other color impurities in the broth were removed by the use of activated charcoal at optimal concentration of 30 g l⁻¹ where the soluble proteins in the broth decreased to 0.1 g l⁻¹ (96.0% protein loss). The obtained broth when concentrated by vacuum distillation resulted in the crystallization of inorganic salts. Subsequently, 1,3-propanediol was purified by gradient chromatography using silica gel as a stationary phase and mixture of chloroform and methanol as a mobile phase. Finally, with the optimal flow rate of 10 ml min⁻¹ and loading amount of 80 ml, the yield of 1,3-propanediol achieved was 89%. The overall yield of 1,3-propanediol using the proposed procedure was 75.47%. The developed method was found to be a simple, rapid, and efficient procedure for the purification of 1,3-propanediol from fermentation broth.     

Cell physiology and metabolic flux response of Klebsiella pneumoniae to aerobic conditions

Cell physiology and metabolic flux distribution of Klebsiella pneumoniae under anaerobic, micro-aerobic and sufficient aerobic conditions were compared. Comparing with the anaerobic condition, the carbon flux flowed from glycerol to biomass increased 10.1% and 389.9%, while the flux flowed to 1,3-propanediol decreased 10.3% and 92.9% under micro-aerobic and sufficient aerobic conditions, respectively. Furthermore, the carbon flux flowed to TCA cycle increased 5.9% and 31.0% under such two conditions. The energy analysis results revealed that the oxygen was favorable for the NADH₂ synthesis, but excessive oxygen was disadvantage for the NADH₂ utilization in 1,3-propanediol synthesis process. So, the aeration control is significant for the aerobic 1,3-propanediol fermentation. This work is considered helpful for the further understanding of the glycerol metabolism by Klebsiella pneumoniae under aerobic condition and to establish a rational aeration control strategy for 1,3-propanediol aerobic fermentation in a large-scale bioreactor.     

拉曼光谱分析技术在资源微生物发酵性能评价中的应用

微生物发酵过程是细胞新陈代谢进行物质转化的过程,为了提高目标产物的转化率,需要对微生物发酵动态特性进行实时分析,以便实时优化发酵过程。拉曼光谱(Raman spectroscopy)量化测试作为一种有应用前景的在线过程分析技术,可以在避免微生物污染的条件下,实现精准监测,进而用于优化控制微生物发酵过程。【目的】以运动发酵单胞菌(Zymomonas mobilis)为例,建立微生物发酵过程中葡萄糖、木糖、乙醇和乳酸浓度拉曼光谱预测模型,并进行准确性验证。【方法】采用浸入式在线拉曼探头,收集运动发酵单胞菌发酵过程中多个组分的拉曼光谱,采用偏最小二乘法对光谱信号进行预处理和多元数据分析,结合离线色谱分析数据,对拉曼光谱进行建模分析和浓度预测。【结果】针对运动发酵单胞菌,首先实现拉曼分析仪对单一产品乙醇发酵过程的精准检测,其次基于多元变量分析,建立葡萄糖、乙醇和乳酸浓度变化的预测模型,实现对发酵过程中各成分浓度变化的准确有效分析。【结论】成功建立了一种评价资源微生物尤其是工业菌株发酵液多种组分的拉曼光谱分析方法。该方法为运动发酵单胞菌等工业菌株利用多组分底物工业化生产不同产物的实时检测,以及其他微生物尤其工业菌株的选育和过程优化提供了新方法。     

基于近红外光谱实时监测乙醇发酵过程多组分参数

生物量、葡萄糖浓度和乙醇浓度是乙醇发酵过程的重要参数,传统的方法通常对发酵液取样作离线测量,不仅需要采用多种仪器进行测试分析,而且耗时耗力,成为实时过程调控和优化的障碍。文中针对这些重要过程参数提出了一个基于近红外光谱技术的原位实时检测方法。通过采用浸入式近红外光谱仪对发酵溶液进行原位测量,基于多输出最小二乘支持向量机回归(MLS-SVR)方法建立了利用近红外光谱同时分析葡萄糖浓度、生物量和乙醇浓度的多输出预测模型。实验结果表明,该方法能实时准确地检测乙醇发酵过程中的葡萄糖浓度、生物量和乙醇浓度,而且相对于现有的偏最小二乘法(PLS)分别对各组分建模和预测,能明显提高测量准确性和可靠性。