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玉米浆发酵产生物丁醇的氨基酸代谢动力学模拟 被引量:4
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作者 赵新河 贺壮壮 +2 位作者 赵玉斌 马成业 任晓洁 《农业工程学报》 EI CAS CSCD 北大核心 2020年第18期263-274,共12页
为了深入挖掘利用丙酮丁醇梭菌产生物丁醇过程中氨基酸代谢的动态过程,探究利用廉价氮源玉米浆中的氨基酸用于丙酮丁醇梭菌产生物丁醇的生产策略,寻找生产丁醇的高效率廉价氮源来降低发酵生产成本。该研究首先利用高通量测序技术对玉米... 为了深入挖掘利用丙酮丁醇梭菌产生物丁醇过程中氨基酸代谢的动态过程,探究利用廉价氮源玉米浆中的氨基酸用于丙酮丁醇梭菌产生物丁醇的生产策略,寻找生产丁醇的高效率廉价氮源来降低发酵生产成本。该研究首先利用高通量测序技术对玉米浆中微生物多样性进行分析;同时基于丙酮丁醇梭菌(Clostridium acetobutylicum)生产丙酮-丁醇-乙醇(Acetone-Butanol-Ethanol,ABE)碳代谢动态模型的基础上,构建氨基酸代谢模型,以此模拟15种氨基酸在利用木糖为碳源发酵生产ABE中的氨基酸代谢过程,并对氨基酸的代谢与丙酮丁醇梭菌的生物量以及ABE的合成相关性关系进行冗余分析;通过模型预测实际生产中利用玉米浆发酵时氨基酸的消耗过程。结果表明,梭状芽胞杆菌属(Clostridium)占细菌总数的68.76%,是玉米浆中的优势菌群;最佳参数校正后构建了氨基酸代谢模型,模拟值与试验值有较好拟合度;11种氨基酸(苯丙氨酸、苏氨酸、异亮氨酸、亮氨酸、蛋氨酸、缬氨酸、酪氨酸、甘氨酸、丝氨酸、精氨酸、天冬酰胺)在培养过程中迅速消耗用于细胞生长和溶剂生成,3种氨基酸(脯氨酸、组氨酸、天冬氨酸)保持稳定状态,同时发酵过程中谷氨酰胺积累;冗余分析表明其中5种氨基酸对发酵产物及生物量影响具有相关性,相关性排序从大到小依次为丝氨酸、甘氨酸、亮氨酸、缬氨酸、天冬酰胺;模拟预测玉米浆中缬氨酸、甘氨酸、丝氨酸在发酵过程中基本被消耗,推测其为发酵后期的营养限制性因子。该结论可证实玉米浆可作为丙酮丁醇梭菌发酵丁醇的优势氮源,为丙酮丁醇梭菌的氨基酸代谢调控及下一步利用并优化玉米浆作为氮源生产生物丁醇提供一定的理论参考和数据支撑。 展开更多
关键词 动力学 模型 丙酮丁醇梭菌 ABE发酵 玉米浆 微生物组分析 氨基酸
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Lower Bifidobacteria counts in both duodenal mucosa-associated and fecal microbiota in irritable bowel syndrome patients 被引量:33
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作者 Angèle PM Kerckhoffs Melvin Samsom +4 位作者 Michel E van der Rest Joris de Vogel Jan Knol Kaouther Ben-Amor Louis MA Akkermans 《World Journal of Gastroenterology》 SCIE CAS CSCD 2009年第23期2887-2892,共6页
AIM: To determine the composition of both fecal and duodenal mucosa-associated microbiota in irritable bowel syndrome (IBS) patients and healthy subjects using molecular-based techniques. METHODS: Fecal and duodenal m... AIM: To determine the composition of both fecal and duodenal mucosa-associated microbiota in irritable bowel syndrome (IBS) patients and healthy subjects using molecular-based techniques. METHODS: Fecal and duodenal mucosa brush samples were obtained from 41 IBS patients and 26 healthy subjects. Fecal samples were analyzed for the composition of the total microbiota using fluorescent in situ hybridization (FISH) and both fecal and duodenal brush samples were analyzed for the composition of bif idobacteria using real-time polymerase chain reaction. RESULTS: The FISH analysis of fecal samples revealed a 2-fold decrease in the level of bifidobacteria (4.2 ± 1.3 vs 8.3 ± 1.9, P < 0.01) in IBS patients compared to healthy subjects, whereas no major differences in other bacterial groups were observed. At the species level, Bifidobacterium catenulatum levels were significantly lower (6 ± 0.6 vs 19 ± 2.5, P < 0.001) in the IBS patients in both fecal and duodenal brush samples than in healthy subjects.CONCLUSION: Decreased bifidobacteria levels in both fecal and duodenal brush samples of IBS patients compared to healthy subjects indicate a role for microbiotic composition in IBS pathophysiology. 展开更多
关键词 Irritable bowel syndrome Gut microbiota BIFIDOBACTERIA Bifidobacterium catenulatum
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Emerging Trends for Microbiome Analysis: From Single-Cell Functional Imaging to Microbiome Big Data 被引量:10
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作者 Jian xu Bo Ma +5 位作者 Xiaoquan Su Shi Huang Xin Xu Xuedong Zhou Wei Huang Rob Knight 《Engineering》 SCIE EI 2017年第1期66-70,共5页
Method development has always been and will continue to be a core driving force of microbiome science, In this perspective, we argue that in the next decade, method development in microbiome analysis will be driven by... Method development has always been and will continue to be a core driving force of microbiome science, In this perspective, we argue that in the next decade, method development in microbiome analysis will be driven by three key changes in both ways of thinking and technological platforms: ① a shift from dissecting microbiota structure by sequencing to tracking microbiota state, function, and intercellular interaction via imaging; ② a shift from interrogating a consortium or population of cells to probing individual cells; and ③a shift from microbiome data analysis to microbiome data science. Some of the recent methoddevelopment efforts by Chinese microbiome scientists and their international collaborators that underlie these technological trends are highlighted here. It is our belief that the China Microbiome Initiative has the opportunity to deliver outstanding "Made-in-China" tools to the international research community, by building an ambitious, competitive, and collaborative program at the forefront of method development for microbiome science. 展开更多
关键词 Microbiome Method development Single-cell analysis Big data China Microbiome Initiative
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基于机器学习的肠道菌群数据建模与分析研究综述 被引量:11
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作者 李强 衣杨 +1 位作者 吴忠道 丁涛 《微生物学通报》 CAS CSCD 北大核心 2021年第1期180-196,共17页
人体肠道菌群与人类的健康和疾病存在密切关系,对肠道菌群的宏基因组数据进行建模和分析,在疾病预测及诊断相关领域科学研究和社会应用方面均具有重要意义。本文从大数据分析和机器学习的角度,对人体肠道菌群数据的建模、分析和预测算... 人体肠道菌群与人类的健康和疾病存在密切关系,对肠道菌群的宏基因组数据进行建模和分析,在疾病预测及诊断相关领域科学研究和社会应用方面均具有重要意义。本文从大数据分析和机器学习的角度,对人体肠道菌群数据的建模、分析和预测算法的原理、过程以及典型研究应用实例进行综述,以期推动肠道菌群分析相关研究发展以及探索结合机器学习算法进行肠道菌群分析的有效方式,同时也为开发基于肠道菌群数据的新型诊疗手段提供借鉴,推动我国精准医疗事业发展。 展开更多
关键词 肠道菌群 机器学习 肠道微生物组分析 疾病预测模型
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Optical colorimetric sensor arrays for chemical and biological analysis 被引量:1
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作者 Yufan Ma Yawen Li +1 位作者 Kun Ma Zhuo Wang 《Science China Chemistry》 SCIE EI CAS CSCD 2018年第6期643-655,共13页
In recent years, the sensor array has attracted much attention in the field of complex system analysis on the basis of its good selectivity and easy operation. Many optical colorimetric sensor arrays are designed to a... In recent years, the sensor array has attracted much attention in the field of complex system analysis on the basis of its good selectivity and easy operation. Many optical colorimetric sensor arrays are designed to analyze multi-target analytes due to the good sensitivity of optical signal. In this review, we introduce the targeting analytes, sensing mechanisms and data processing methods of the optical colorimetric sensor array based on optical probes(including organic molecular probes, polymer materials and nanomaterials). The research progress in the detection of metal ions, anions, toxic gases, organic compounds, biomolecules and living organisms(such as DNA, amino acids, proteins, microbes and cells) and actual sample mixtures are summarized here.The review illustrates the types, application advantages and development prospects of the optical colorimetric sensor array to help broad readers to understand the research progress in the application of chemical sensor array. 展开更多
关键词 sensor array OPTICAL COLORIMETRIC chemical analysis biological analysis
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Functional genomic analysis of Hawaii marine metagenomes 被引量:1
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作者 王晓琦 王琦 +4 位作者 郭潇 刘璐瀛 郭江涛 姚锦仙 朱怀球 《Science Bulletin》 SCIE EI CAS CSCD 2015年第3期348-355,I0002,共9页
Using high-throughput sequencing on metagenome to analyze marine microbial community, it is one of current main issues in the field of environmental microbe research. In this paper, we conducted the functional analysi... Using high-throughput sequencing on metagenome to analyze marine microbial community, it is one of current main issues in the field of environmental microbe research. In this paper, we conducted the functional analysis on seven samples of metagenomic data from different depth seawater in Hawaii. The results of gene prediction and function annotation indicate that there are large amounts of potential novel genes of which functions remain unknown at present. Based on the gene annotation, codon usage bias is studied on ribosomal protein-related genes and shows an evident influence by the marine extreme environment. Furthermore, focusing on the marine environmental differences such as light intensity, dissolved oxygen, temperature and pressure among various depths, comparative analysis is carried out on related genes and metabolic pathways. Thus, the understanding as well as new insights into the correlation between marine environment and microbes are proposed at molecular level. Therefore, the studies herein afford a clue to reveal the special living strategies of microbial community from sea surface to deep sea. 展开更多
关键词 Marine microorganism Metagenome Gene annotation Codon usage bias Metabolic pathway
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