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基于LS_SVM的在线建模方法在大肠杆菌发酵过程中的应用 被引量:2
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作者 公彦杰 高学金 +1 位作者 齐咏生 王普 《计算机与应用化学》 CAS CSCD 北大核心 2010年第9期1216-1220,共5页
为了实现大肠杆菌发酵过程菌体浓度基于模型的优化控制,提出一种基于最小二乘支持向量机(LS_SVM)在线建立大肠杆菌发酵过程局部模型的方法。该方法首先将当前批次滑动时间窗内采集到的数据作为查询序列,以动态时间弯曲距离(DTW)为判断... 为了实现大肠杆菌发酵过程菌体浓度基于模型的优化控制,提出一种基于最小二乘支持向量机(LS_SVM)在线建立大肠杆菌发酵过程局部模型的方法。该方法首先将当前批次滑动时间窗内采集到的数据作为查询序列,以动态时间弯曲距离(DTW)为判断时间序列相似性的标准,从历史批次数据库中搜索与之相似度最高的数据区间,组成训练样本集。然后利用LS_SVM在线建立发酵过程的局部模型。最后通过实际的大肠杆菌发酵过程数据,对本建模方法与传统的LS_SVM离线全局建模方法进行了仿真验证。结果显示,本方法在线建立的大肠杆菌发酵过程菌体浓度预估模型具有更高的精度以及动态适应能力。 展开更多
关键词 在线建模 最小二乘支持向量机 动态时间弯曲距离 大肠杆菌发酵
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含腐败梭菌α毒素和产气荚膜梭菌ε毒素基因的重组大肠杆菌的高密度发酵和免疫效果 被引量:2
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作者 彭小兵 杜吉革 +4 位作者 彭国瑞 李旭妮 董令赢 冯丽芳 蒋玉文 《江苏农业科学》 2019年第17期186-189,共4页
为确定含腐败梭菌α毒素和产气荚膜梭菌ε毒素重组蛋白的生产效率并评价其作为抗原的免疫效果,用生物反应器对重组大肠杆菌DE3-pET-AE进行高密度发酵,并将其制苗后以不同抗原剂量分别接种家兔和绵羊,间隔21d进行二免,分别测定一免、二... 为确定含腐败梭菌α毒素和产气荚膜梭菌ε毒素重组蛋白的生产效率并评价其作为抗原的免疫效果,用生物反应器对重组大肠杆菌DE3-pET-AE进行高密度发酵,并将其制苗后以不同抗原剂量分别接种家兔和绵羊,间隔21d进行二免,分别测定一免、二免动物混合血清的中和效价。发酵结果显示,培养物菌体密度D600nm达20.3,相对表达量为27.6%,D600nm与相对表达量的乘积为摇瓶培养的6.5倍,菌体湿质量为37.2g/L;十二烷基硫酸钠-聚丙烯酰胺凝胶电泳(SDS-PAGE)结果显示,目的蛋白以可溶形式表达。动物免疫效果评价结果显示,在家兔和绵羊上,抗原含量与免疫效果在一定的范围内均呈正相关,当接种量为300μg/只时,免疫效果均最好;对腐败梭菌毒素与D型产气荚膜梭菌毒素的血清中和效价,在家兔上一免、二免分别达4与30、15与200,在绵羊上一免、二免分别达2与30、12与250。结果表明,DE3-pET-AE菌高密度发酵可获得高产量蛋白抗原,且抗原的免疫效果明显优于《中华人民共和国兽药典》合格标准。 展开更多
关键词 腐败梭菌α毒素 产气荚膜梭菌ε毒素 大肠杆菌高密度发酵 免疫效果 抗原含量 家兔 绵羊
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响应面法优化表达丙酮酸氧化酶重组大肠杆菌培养基 被引量:2
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作者 姚兵莉 卢俊文 张建国 《工业微生物》 CAS 2018年第6期25-31,共7页
本研究利用响应面法优化重组大肠杆菌的培养基提高了其表达丙酮酸氧化酶的产量。首先,单因素优化实验表明pH、甘油浓度、酵母粉浓度、胰蛋白胨浓度分别为pH 7、0. 3%、1. 2%、0. 6%时有利于重组大肠杆菌表达丙酮酸氧化酶。进而,利用Box-... 本研究利用响应面法优化重组大肠杆菌的培养基提高了其表达丙酮酸氧化酶的产量。首先,单因素优化实验表明pH、甘油浓度、酵母粉浓度、胰蛋白胨浓度分别为pH 7、0. 3%、1. 2%、0. 6%时有利于重组大肠杆菌表达丙酮酸氧化酶。进而,利用Box-Behnken法对甘油、酵母粉、胰蛋白胨设计三因素三水平实验,通过响应面回归分析,得到模型预测的最优培养基条件。在0. 6%甘油、3. 18%酵母粉和0. 44%胰蛋白胨的培养基条件下重组大肠杆菌产丙酮酸氧化酶有最高活力。验证试验结果丙酮酸氧化酶活力达到(17 194. 9±504. 9) U/L,与模型的预测值相近,比未优化前提高了1. 7倍。本研究结果为丙酮酸氧化酶的大规模生产和工业化应用提供了基础。 展开更多
关键词 丙酮酸氧化酶 大肠杆菌发酵 培养基优化 响应面
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典型城镇化地区河流抗生素抗性基因分布特征与风险评价 被引量:5
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作者 牛卫杰 罗雅 +2 位作者 贾俊娜 邵明非 李继 《水利水电技术》 CSCD 北大核心 2012年第8期53-56,共4页
从南方某快速城镇化地区GM污水处理厂和MD河采集水样,通过培养基分离培养出与人类关系密切的LFE(乳糖发酵型大肠杆菌),并以此作为主要研究对象,研究了GM污水处理厂和MD河中LFE的种群特征、动态数量变化。研究结果表明:在GM污水处理厂出... 从南方某快速城镇化地区GM污水处理厂和MD河采集水样,通过培养基分离培养出与人类关系密切的LFE(乳糖发酵型大肠杆菌),并以此作为主要研究对象,研究了GM污水处理厂和MD河中LFE的种群特征、动态数量变化。研究结果表明:在GM污水处理厂出水中的四环素耐药基因tetC含量明显高于香港沙田和美国某污水处理厂。这说明GM污水处理厂出水中tetC抗性基因污染较为严重,应该加以控制。而且,在GM污水处理厂出水和MD河中四环素耐药基因tetC和tetE的存在与LFE四环素抗性显著相关,因此,可以将其作为水环境四环素抗性基因污染指标用以评价其环境效应。 展开更多
关键词 污水处理 抗性基因 四环素 乳糖发酵大肠杆菌 城镇化地区
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用于微生物加工过程的小规模起泡塔的加工工艺特性
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《江苏食品与发酵》 2003年第3期39-39,共1页
德国生物技术研究院的研究人员通过小规模起泡塔静态喷头(烧结板)上的主要气泡生成模型和在低粘度无团聚牛顿电解质溶液中起泡过程的一般传质相关性,对氧气的迁移速度和能量输入进行了估计,用以对高径比为1的小规模起泡塔的尺寸和应用... 德国生物技术研究院的研究人员通过小规模起泡塔静态喷头(烧结板)上的主要气泡生成模型和在低粘度无团聚牛顿电解质溶液中起泡过程的一般传质相关性,对氧气的迁移速度和能量输入进行了估计,用以对高径比为1的小规模起泡塔的尺寸和应用可能性进行评估。 展开更多
关键词 微生物加工 加工工艺特性 气泡生成模型 传质相关性 电解质溶液 大肠杆菌发酵 小规模起泡塔
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Kinetics of High Cell Density Fed-batch Culture of Recombinant Escherichia coli Producing Human-like Collagen 被引量:3
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作者 花秀夫 范代娣 +6 位作者 骆艳娥 张兮 施惠娟 米钰 马晓轩 尚龙安 赵桂仿 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2006年第2期242-247,共6页
The kinetics of batch and fed-batch cultures of recombinant Escherichia coli producing human-like collagen was investigated. In the batch culture, a kinetic model of a simple growth-association system was concluded wi... The kinetics of batch and fed-batch cultures of recombinant Escherichia coli producing human-like collagen was investigated. In the batch culture, a kinetic model of a simple growth-association system was concluded without consideration of cell endogeneous metabolism. The cell lag time, the maximum specific growth rate and Yx/s were determined as 1.75h, 0.65h^-1 and 0.51g·g^-1, respectively. In the fed-batch culture, different specific growth rates were set at (0.15, 0.2, 0.25h^-1) by the method of pseudo-exponential feeding, and the expressions for the specific rate of substrate consumption, the growth kinetics and the product formation kinetics of each phase were obtained. The result shows that the concentrations of cell and product can reach 77.5g·L^-1 and 10.2g·L^-1 respectively. The modal predictions are in good agreement with the experimental data. 展开更多
关键词 human-like collagen KINETICS high density fermentation Escherichia coli
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Optimization of DsbA Purification from Recombinant Escherichia coli Broth Using Box-Behnken Design Methodolog 被引量:1
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作者 LUO Man GUAN Yixin YAO Shanjing 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2013年第2期185-191,共7页
Disulfide bond formation protein A (DsbA) is one of the important helper proteins for folding in protein synthesis in vivo. In this study, purification of recombinant DsbA was investigated by examining four importan... Disulfide bond formation protein A (DsbA) is one of the important helper proteins for folding in protein synthesis in vivo. In this study, purification of recombinant DsbA was investigated by examining four important factors with Box-Behnken design method, a statistic-based design of experiments. The optimal operation conditions were obtained by adopting the effectiveness coefficient method on the multi-objective problem, which takes the protein recovery, purification efficiency and throughput of ion-exchange chromatography into account. After the optimization, protein recovery of 96.8% and purity higher than 95% DsbA was achieved, and the productivity was (377.9±1.7) mg soluble DsbA per liter broth. The purified protein was identified by peptide mass fingerprinting matching the record of gil2624856, a mutant of DsbA. The DsbA was preliminarily applied to the refolding of denatured lysozyme in vitro. 展开更多
关键词 disulfide bond formation protein A protein purification Box-Behnken experiment design response surface methodology multi-object programming
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Characterization of promoters in Escherichia coli and application for xylitol synthesis 被引量:2
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作者 王翠薇 李哲 +3 位作者 Aamir Rasool 屈虹男 戴大章 李春 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2015年第1期234-240,共7页
Promoters are the most important tools to control and regulate the gene expression in synthetic biology and metabolic engineering. The expression of target genes in Escherichia coli is usually controlled by the high-s... Promoters are the most important tools to control and regulate the gene expression in synthetic biology and metabolic engineering. The expression of target genes in Escherichia coli is usually controlled by the high-strength inducible promoter with the result that the abnormally high transcription of these genes creates excessive metabolic load on the host, which decreases product formation. The constitutive expression systems are capable of avoiding these defects. In this study, to enrich the application of constitutive promoters in metabolic engineering, four promoters from the glycolytic pathway of E. coli were cloned and characterized using the enhanced green fluorescent protein as reporter. Among these promoters, Pgap Awas determined as the strongest one, the strength of which was about 8.92% of that of the widely used inducible promoter PT7. This promoter was used to control the expression of heterologous xylose reductase in E. coli for xylitol synthesis so as to verify its function in pathway engineering. The maximum xylitol titer(40.6 g·L-1) produced by engineered E. coli under the control of the constitutive promoter Pgap Awas obviously higher than that under the control of the inducible promoter PT7,indicating the feasibility and superiority of promoter Pgap Ain the metabolic engineering of E. coli. 展开更多
关键词 Escherichia coli PROMOTER CHARACTERIZATION Xylose reductase XYLITOL
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Improved 5-Aminolevulinic Acid Production with Recombinant Escherichia coli by a Short-term Dissolved Oxygen Shock in Fed-batch Fermentation 被引量:3
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作者 杨俊 朱力 +3 位作者 傅维琦 林逸君 林建平 岑沛霖 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2013年第11期1291-1295,共5页
5-Aminolevulinic acid (ALA) is a common precursor for tetrapyrrole compounds in all kinds of organ isms and has wide applications in agriculture and medicines. In this study, a new strategy, i.e. short-term dissolve... 5-Aminolevulinic acid (ALA) is a common precursor for tetrapyrrole compounds in all kinds of organ isms and has wide applications in agriculture and medicines. In this study, a new strategy, i.e. short-term dissolved oxygen (DO) shock during aerobic fermentation, was introduced to produce 5-aminolevulinic acid with a recombi-nant E. coli. Effects of duration time of DO shock operation on plasmid concentration, intracellular ALA synthase (ALAS) activity and ALA production were investigated in Erlenmeyer shake flasks. The results indicated that both ALAS activity and ALA yield were enhanced in an anaerobic operation of 45 rain in the early exponential phase during fermentation, while they decreased when the anaerobic operation time was further increased to 60 rain. The DO shock protocol was confirmed with the fed-batch fermentation in a 15 L fermenter and the ALA production achieved 9.4 g.L-1 (72 mmol.L-1), which is the highest yield in the fermentation broth reported up to now. 展开更多
关键词 5-aminolevulinic acid synthase activity dissolved oxygen shock fed-batch fermentation recombinantE. coli
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Identification, Cloning and Characterization of Dictyoglomus Turgidum CelA, an Endoglucanase with Cellulase and Mannanase Activity
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作者 Phillip J. Brumm Spencer Hermanson Joshua Luedtke David A. Mead 《Journal of Life Sciences》 2011年第7期488-496,共9页
The discovery of new, highly active, biomass-degrading enzymes is important to the development of a sustainable biofuels industry. Dictyoglomus turgidum, a thermophilic, anaerobic eubacterium that ferments cellulose a... The discovery of new, highly active, biomass-degrading enzymes is important to the development of a sustainable biofuels industry. Dictyoglomus turgidum, a thermophilic, anaerobic eubacterium that ferments cellulose and produces ethanol and hydrogen, was chosen as a candidate to screen for novel enzymes. A novel thermostable endoglucanase, CelA, was identified and purified during screening of a shotgun library of Dic(yoglomus turgidum and subsequently subcloned and expressed in E. coli. The celA gene coding for a 312 amino acid protein showed low homology to proteins outside the genus Dictoglomi and lacked an apparent signal peptide. CelA had a broad substrate range, possessing both endo and exo activity on soluble and insoluble β-(1,4)-Iinked glucose-containing substrates as well as endo activity on soluble and insoluble β-(1,4)-linked mannose containing substrates. The specific activity of CelA was 226 U/rag using β-glucan, 66 U/mg using glucomannan, and 63 U/mg using CMC as substrates. The high temperature optimum of 70 ℃ to 80 ℃ and wide substrate range of the enzyme might make it an excellent tool for biomass degradation at high temperature. 展开更多
关键词 CELLULASE MANNANASE THERMOPHILIC biomass degradation Dictyoglomus turgidum.
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