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Fluorescent Proteins as a Visible Molecular Signal for Rapid Quantification of Bioprocesses: Potential and Challenges 被引量:3
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作者 张翀 邢新会 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2010年第5期863-869,共7页
Green fluorescent protein (GFP) and its variants /homolog proteins are generally called as GFP-like fluorescent proteins (FPs), which are widely used as visible molecular tools for monitoring a wide range of biologica... Green fluorescent protein (GFP) and its variants /homolog proteins are generally called as GFP-like fluorescent proteins (FPs), which are widely used as visible molecular tools for monitoring a wide range of biological processes due to their capability of simple, accurate and real time quantification. The FPs-based molecular and visible quantification tools are giving more impact on bioprocess engineering, enabling the biomolecule-level dynamic information to be linked with the process-level events. In this review, different applications of FPs in biological engineering with emphasis on rapid molecular bioprocess quantification, such as quantification of the transcription efficiency, the protein production, the protein folding efficiency, the cell concentration, the intracellular microenvironments and so on, would be first introduced. The challenges of using FPs with respect to actual bioprocess applications for the precise quantification including the interaction of FPs and the fused partner proteins, the maturation of FPs, the inner filter effect and sensing technology were then discussed. Finally, the future development for the FPs used in molecular bioprocess quantification would be proposed. 展开更多
关键词 green fluorescent protein fluorescent proteins bioprocess engineering quantification MARKER
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Rearing Performance of Juvenile Brown Trout (<i>Salmo trutta</i>) Subjected to Exercise and Dietary Bioprocessed Soybean Meal 被引量:1
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作者 Jill M. Voorhees Michael E. Barnes +1 位作者 Steven R. Chipps Michael L. Brown 《Open Journal of Animal Sciences》 2018年第3期303-328,共26页
This 121-day experiment evaluated the rearing performance of brown trout Salmo trutta fed one of two isonitrogenous and isocaloric diets and reared at velocities of either 2.8 or 16.1 cm/s. Fishmeal was the primary pr... This 121-day experiment evaluated the rearing performance of brown trout Salmo trutta fed one of two isonitrogenous and isocaloric diets and reared at velocities of either 2.8 or 16.1 cm/s. Fishmeal was the primary protein source for the reference diet, and bioprocessed soybean meal replaced approximately 67% of the fishmeal in the experimental diet. At the end of the experiment, there were no significant differences in gain, percent gain, feed conversion rates, or specific growth rates between the dietary treatments. There were also no significant differences in intestinal morphology, splenosomatic, hepatosomatic, and viscerosomatic indices related to diet composition. However, gain, percent gain, feed fed, and specific growth rate were all significantly greater in brown trout reared at the higher velocity. No significant differences in any of the other variables measured were observed between the velocity treatments. There were no significant interactions between diet and velocity in any of the variables. Based on the results of this study, bioprocessed soybean meal can replace at least 67% of the fishmeal in brown trout diets, regardless of the rearing velocities used in this study. However, higher rearing velocities are recommended to maximize juvenile brown trout growth rates. 展开更多
关键词 Brown TROUT SALMO TRUTTA bioprocessed Soybean Meal EXERCISE Diet
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Bioprocessed Black Rice Bran Potentiates the Growth Inhibitory Activity of an Immune Checkpoint Inhibitor against Murine Colon Carcinoma 被引量:1
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作者 Kyung Hee Lee Ki Sun Kwon +5 位作者 Woon Sang Hwang Wha Young Lee Jeanman Kim Sang Jong Lee Sung Phil Kim Mendel Friedman 《Food and Nutrition Sciences》 2023年第12期1149-1171,共23页
This study determined the effect of orally fed polysaccharide-rich bioprocessed (fermented) black rice bran produced by culturing with shiitake (Lentinus edodes) mushroom mycelium on CT-26 colon cancer cells in vivo i... This study determined the effect of orally fed polysaccharide-rich bioprocessed (fermented) black rice bran produced by culturing with shiitake (Lentinus edodes) mushroom mycelium on CT-26 colon cancer cells in vivo in an intracutaneously transplanted mouse tumor alone and in combination with intraperitoneally administered anti-PD-1 immune checkpoint inhibitor. Analysis of the isolated tumor weights at the end of the study shows that the average tumor size in control mice is 3.78 grams, and the average tumor size in mice treated with anti-PD-1 antibody is 2.16 grams. The average tumor size in mice treated with BRB-F alone is 2.25 grams, and the average tumor size in mice treated with anti-PD-1 antibody BRB-F combination is 1.38 grams. Thus, BRB-F or anti-PD-1 antibody alone each reduce tumor size by 40.5% or 42.9%, whereas the combination of BRB-F and anti-PD-1 antibody reduces tumor size by 63.5%, with their cooperative effect being statistically significant. The observed anti-tumor effects were accompanied by a series of biomarkers associated with cancer formation and inhibition. These results indicate that the reported potentiation of cancer therapy using drug-based medical chemotherapies with added checkpoint inhibitors in human patients are mechanistically similar with the functional food evaluated in the present study. These beneficial effects in mice challenge clinicians to investigate if the black rice bran food product can also protect against human cancer. 展开更多
关键词 Black Rice Bran Mushroom Mycelia bioprocessING Immune Checkpoint Inhibitor Mice Tumor Regression Cancer Prevention Biomarkers Mechanism Research Needs
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Modeling and Fault Monitoring of Bioprocess Using Generalized Additive Models (GAMs) and Bootstrap
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作者 郑蓉建 周林成 潘丰 《Chinese Journal of Chemical Engineering》 SCIE EI CAS CSCD 2012年第6期1180-1183,共4页
Fault monitoring of bioprocess is important to ensure safety of a reactor and maintain high quality of products. It is difficult to build an accurate mechanistic model for a bioprocess, so fault monitoring based on ri... Fault monitoring of bioprocess is important to ensure safety of a reactor and maintain high quality of products. It is difficult to build an accurate mechanistic model for a bioprocess, so fault monitoring based on rich historical or online database is an effective way. A group of data based on bootstrap method could be resampling stochastically, improving generalization capability of model. In this paper, online fault monitoring of generalized additive models (GAMs) combining with bootstrap is proposed for glutamate fermentation process. GAMs and bootstrap are first used to decide confidence interval based on the online and off-line normal sampled data from glutamate fermentation experiments. Then GAMs are used to online fault monitoring for time, dissolved oxygen, oxygen uptake rate, and carbon dioxide evolution rate. The method can provide accurate fault alarm online and is helpful to provide useful information for removing fault and abnormal phenomena in the fermentation. 展开更多
关键词 bioprocess fault monitoring generalized additive model glutamic acid fermentation BOOTSTRAP MODELING
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Protection of Allergic Asthma in Mice by Black Rice Bran Bioprocessed with Shiitake Mushroom Mycelia
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作者 Ki Sun Kwon Woon Sang Hwang +6 位作者 Kyung Hee Lee Kyung Jin Kim Wha Young Lee Jeanman Kim Sang Jong Lee Sung Phil Kim Mendel Friedman 《Food and Nutrition Sciences》 CAS 2023年第4期341-368,共28页
We evaluated the potential of orally fed new food formulations to inhibit biomarkers reported to be involved in the causes of allergic asthma in mice. Asthma, a serious non-communicable disease, affects both adults an... We evaluated the potential of orally fed new food formulations to inhibit biomarkers reported to be involved in the causes of allergic asthma in mice. Asthma, a serious non-communicable disease, affects both adults and children and can be undertreated. New functional foods could provide therapeutic approaches. Here, the anti-asthma mechanism of a new functional food and three isolated fractions produced by bioprocessing black rice bran with shiitake mushroom mycelia was evaluated in mast cells, B cells, and orally fed mice and compared with non-bioprocessed black rice bran. In vitro, the treatments inhibited RBL-2H3 cell degranulation and immunoglobulin E (IgE) production. The in vitro anti-asthma effects were confirmed in orally fed mice following asthma induction by alumina and chicken egg ovalbumin (OVA). The suppression of asthma resulted from the inhibition of inflammation- and immune-related substances, including OVA-specific IgE, thymic stromal lymphopoietin, eotaxin, leukotriene C4, prostaglandin D2, and vascular cell adhesion molecule-1 in bronchoalveolar lavage fluid and serum. The treatment also reversed the thickening of the lung airway wall. The inflammation and asthma inhibition seems to be regulated by the balance of the T-helper cells’ Th1/Th2 immune response and the inhibition of multiple biomarkers associated with the cause of asthma. Future human clinical studies with adults and children should determine the potential therapeutic value of the anti-asthma effects of the new functional foods. 展开更多
关键词 Black Rice Bran Shiitake Mushrooms bioprocessed Functional Food Mast Cells Mice Feeding Studies BIOASSAYS Cytokines IMMUNOGLOBULINS Bronchial Lavage Fluid Histology Anti-Inflammatory Effect Asthma Prevention Research Needs
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The Bioprocessing Quick Wins from Avocado Fruit in Uganda
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作者 Emmanuel Baidhe Nicholas Kiggundu Noble Banadda 《Advances in Bioscience and Biotechnology》 2020年第8期405-419,共15页
Bioprocessing can help redeem the economic value for avocado (</span><i><span style="font-family:Verdana;">Persea</span></i> <i><span style="font-family:Verdana;&q... Bioprocessing can help redeem the economic value for avocado (</span><i><span style="font-family:Verdana;">Persea</span></i> <i><span style="font-family:Verdana;">americana</span></i><span style="font-family:Verdana;">) in Uganda. This study reviews the virgin potential of avocado bioprocessing in Uganda. Avocado consists of flesh, seed, and peel. The review indicates that the waste seed and peel are vital for development of high-value products. Both the edible part and waste (peel and seed) can be used for biogas production through a solid-state fermentation process. Biodiesel can be developed using avocado seed oil through a process called transesterification. Avocado oil is a better alternative for biodiesel production compared to waste cooking oil as it requires no further conversions processes for transforming fatty acids to esters. The starch-rich avocado seed is a suitable substrate for bioethanol, pigment and starch production. The high starch content places the avocado fruit as a potential: 1) raw material for the production of bioplastics;2) substrate for bacterial culture media production as opposed to potatoes, cereals, and cassava that double as a staple food. Avocado seeds can also be used for the production of antioxidants relevant for preventing enzymatic browning, thereby increasing product shelf life. Despite the quick wins, there is a need for increased research, financing, personnel training and development of appropriate policies to spur the benefits and untapped potential of avocado bioprocessing in Uganda. The circular economy of avocado waste alone into high-value products could increase gains in the environment and stimulate industrial development, especially the cosmetic, food and pharmaceutical industries in Uganda. 展开更多
关键词 AVOCADO bioprocessING High-Value Products Industrial Development Uganda
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Nonlinear Control of Bioprocess Using Feedback Linearization, Backstepping, and Luenberger Observers
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作者 Muhammad Rizwan S. Khan Robert N. K. Loh 《International Journal of Modern Nonlinear Theory and Application》 2014年第4期150-162,共13页
This paper addresses the analysis, design, and application of observer-based nonlinear controls by combining feedback linearization (FBL) and backstepping (BS) techniques with Luenberger observers. Complete developmen... This paper addresses the analysis, design, and application of observer-based nonlinear controls by combining feedback linearization (FBL) and backstepping (BS) techniques with Luenberger observers. Complete development of observer-based controls is presented for a bioprocess. Controllers using input-output feedback linearization and backstepping techniques are designed first, assuming that all states are available for feedback. Next, the construction of observer in the transformed domain is presented based on input-output feedback linearization. This approach is then extended to observer design based on backstepping approach using the error equation resulted from the backstepping design procedure. Simulation results demonstrating the effectiveness of the techniques developed are presented and compared. 展开更多
关键词 bioprocess FEEDBACK LINEARIZATION BACKSTEPPING Luenberger Observers Observer-Based CONTROL
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Research advances on the consolidated bioprocessing of lignocellulosic biomass 被引量:4
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作者 Zhongye Li Pankajkumar R.Waghmare +2 位作者 Lubbert Dijkhuizen Xiangfeng Meng Weifeng Liu 《Engineering Microbiology》 2024年第2期91-103,共13页
Lignocellulosic biomass is an abundant and renewable bioresource for the production of biofuels and biochem-ical products.The classical biorefinery process for lignocellulosic degradation and conversion comprises thre... Lignocellulosic biomass is an abundant and renewable bioresource for the production of biofuels and biochem-ical products.The classical biorefinery process for lignocellulosic degradation and conversion comprises three stages,i.e.,pretreatment,enzymatic saccharification,and fermentation.However,the complicated pretreatment process,high cost of cellulase production,and insufficient production performance of fermentation strains have restricted the industrialization of biorefinery.Consolidated bioprocessing(CBP)technology combines the pro-cess of enzyme production,enzymatic saccharification,and fermentation in a single bioreactor using a specific microorganism or a consortium of microbes and represents another approach worth exploring for the production of chemicals from lignocellulosic biomass.The present review summarizes the progress made in research of CBP technology for lignocellulosic biomass conversion.In this review,different CBP strategies in lignocellulose biore-finery are reviewed,including CBP with natural lignocellulose-degrading microorganisms as the chassis,CBP with biosynthetic microorganisms as the chassis,and CBP with microbial co-culturing systems.This review provides new perspectives and insights on the utilization of low-cost feedstock lignocellulosic biomass for production of biochemicals. 展开更多
关键词 Lignocellulosic biomass BIOREFINERY Consolidated bioprocessing Biochemicals
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生物加工改善薏苡特性的研究进展
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作者 吴非霏 翟小童 +2 位作者 乔聪聪 吴娜娜 谭斌 《食品与发酵工业》 北大核心 2026年第1期399-406,共8页
薏苡含有丰富的营养成分和生物活性物质,具有多种生理功能。随着健康中国战略的不断推进,薏苡等杂粮的营养价值和健康功效受到广泛关注。微生物发酵与籽粒萌芽技术是谷物生物加工领域中常见的方法。该文全面梳理和分析了近年来国内外关... 薏苡含有丰富的营养成分和生物活性物质,具有多种生理功能。随着健康中国战略的不断推进,薏苡等杂粮的营养价值和健康功效受到广泛关注。微生物发酵与籽粒萌芽技术是谷物生物加工领域中常见的方法。该文全面梳理和分析了近年来国内外关于微生物发酵和籽粒萌芽等生物加工技术在提升薏苡营养品质和生物活性及其作用机制方面的研究进展,探讨了生物加工技术对薏苡加工特性及感官品质的改善,并对薏苡生物加工食品的研究现状进行总结。该文旨在为薏苡的生物加工以及薏苡功能性食品的开发提供理论参考,推动薏苡产业的高值化发展。 展开更多
关键词 薏苡 生物加工 发酵 萌芽 营养品质 功能活性
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Biofuel production from lignocellulose via thermophile-based consolidated bioprocessing 被引量:1
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作者 Yilin Le Mengqi Zhang +2 位作者 Pengju Wu Huilei Wang Jinfeng Ni 《Engineering Microbiology》 2024年第4期56-64,共9页
The depletion of fossil fuels and their impact on the environment have led to efforts to develop alternative sustainable fuels.While biofuel derived from lignocellulose is considered a sustainable,renewable,and green ... The depletion of fossil fuels and their impact on the environment have led to efforts to develop alternative sustainable fuels.While biofuel derived from lignocellulose is considered a sustainable,renewable,and green energy source,enhancing biofuel production and achieving a cost-effective bioconversion of lignocellulose at existing bio-refineries remains a challenge.Consolidated bioprocessing(CBP)using thermophiles can simplify this operation by integrating multiple processes,such as hydrolytic enzyme production,lignocellulose degrada-tion,biofuel fermentation,and product distillation.This paper reviews recent developments in the conversion of lignocellulose to biofuel using thermophile-based CBP.First,advances in thermostable enzyme and thermophilic lignocellulolytic microorganism discovery and development for lignocellulosic biorefinery use are outlined.Then,several thermophilic CBP candidates and thermophilic microbes engineered to drive CBP of lignocellulose are reviewed.CRISPR/Cas-based genome editing tools developed for thermophiles are also highlighted.The poten-tial applications of the Design-Build-Test-Learn(DBTL)synthetic biology strategy for designing and constructing thermophilic CBP hosts are also discussed in detail.Overall,this review illustrates how to develop highly sophis-ticated thermophilic CBP hosts for use in lignocellulosic biorefinery applications. 展开更多
关键词 LIGNOCELLULOSE BIOFUEL Consolidated bioprocessing THERMOPHILE Thermophilic enzymes
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引入机理动力学的谷氨酸发酵过程数据模型
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作者 范乃方 刘飞 王晓刚 《当代化工》 2026年第1期134-139,146,共7页
由于生物发酵过程的复杂性,机理建模方法很难获得高精度模型。而数据驱动建模缺乏反应动力学机理,可解释性较差。混合模型结合了二者的优点,既涵盖质量、能量等物理方程,又引入神经网络等方法,广泛应用于发酵过程建模。但是,传统混合模... 由于生物发酵过程的复杂性,机理建模方法很难获得高精度模型。而数据驱动建模缺乏反应动力学机理,可解释性较差。混合模型结合了二者的优点,既涵盖质量、能量等物理方程,又引入神经网络等方法,广泛应用于发酵过程建模。但是,传统混合模型采用欧拉离散方法,依赖高时间尺度数据。因此,提出基于机理动力学的混合神经网络模型结构,将未知动力学纳入功能参数中,以最小化状态偏差和状态的微分偏差为目标训练,该模型不仅可以预测发酵过程的物质质量浓度变化,还可以得到过程重要参数的时间变化。以谷氨酸棒杆菌发酵为例,对比机理模型与所提出的混合模型,实验结果表明混合模型在预测精度和泛化能力上均有显著提升,验证了其在发酵过程建模中的可行性。 展开更多
关键词 混合神经网络模型 生物过程 发酵 动态建模 物理信息模型
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Strategies and engineering aspects on the scale-up of bioreactors for different bioprocesses
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作者 Ariane Fátima Murawski de Mello Luciana Porto de Souza Vandenberghe +6 位作者 Leonardo Wedderhoff Herrmann Luiz Alberto Júnior Letti Walter José Martinez Burgos Thamarys Scapini Maria Clara Manzoki Priscilla Zwiercheczewski de Oliveira Carlos Ricardo Soccol 《Systems Microbiology and Biomanufacturing》 2024年第2期365-385,共21页
Bioreactors are central equipment used in the majority of bioprocesses.Different models of bioreactors have been devel-oped for different processes,which can be applied either for submerged or for solid-state fermenta... Bioreactors are central equipment used in the majority of bioprocesses.Different models of bioreactors have been devel-oped for different processes,which can be applied either for submerged or for solid-state fermentation.Scale-up involves the development of bioprocess in bench,pilot,and industrial scales.Optimal conditions are first screened and determined in the bench scale and so that the process can be transferred to a larger scale.This transferring requires the proper reproduc-tion of conditions and performance,being a major challenge since important aspects,such as aeration and agitation,are critical for cells development.In this case,scale-up strategies are employed to maintain bioprocesses’performance.These strategies are based on geometric similarity aspects of bioreactors,agitation,and aeration conditions,which must follow the requirements of each bioprocess and the used microorganisms.Operational conditions significantly impact cell growth and,consequently,the biosynthesis of different biomolecules,which must then be reproduced at higher scales.For this purpose,one or more operating factors can be maintained constant during scale-up with the possibility to predict,for example,the power consumption of large-scale bioreactors or aeration conditions in an aerobic culture.This review presents the most employed bioreactors’scale-up strategies.In addition,the scale-up of other bioreactors models,such as pneumatic and solid-state fermentation bioreactor and even photobioreactors,will also be described with some examples. 展开更多
关键词 Bioreactors bioprocess BIOPRODUCTS Scale-up Biomolecules
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生物过程的介尺度模拟仿真与AI优化 被引量:1
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作者 王智慧 王聪 +3 位作者 张庆华 夏建业 丛威 杨超 《生物工程学报》 北大核心 2025年第3期1197-1218,共22页
生物过程是利用活性生物细胞或酶实现底物生物转化的一种绿色可持续、环境友好的加工过程,在生物制造中起着关键作用。具有双重属性的生物过程多层次多尺度间的复杂关联导致生物过程的优化十分困难,深入认识介尺度机理是了解生物过程动... 生物过程是利用活性生物细胞或酶实现底物生物转化的一种绿色可持续、环境友好的加工过程,在生物制造中起着关键作用。具有双重属性的生物过程多层次多尺度间的复杂关联导致生物过程的优化十分困难,深入认识介尺度机理是了解生物过程动态变化和梳理多尺度复杂关系的关键之一。介尺度的数值模拟为介尺度现象的认识提供了一种新途径,人工智能(artificial intelligence,AI)优化与介尺度模拟的结合为生物过程的优化注入了新的活力。本文综述了生物过程中介尺度模拟和AI优化的研究进展,探讨了可能的发展方向,以期促进介尺度模拟和AI优化在生物过程中的应用与发展。 展开更多
关键词 生物过程 介尺度模拟 计算流体力学 人工智能优化 机器学习
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Recycling spent animal cell culture media using the thermally resistant microalga Chlorella sorokiniana
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作者 Richard Thyden Tanja Dominko +5 位作者 Pamela Weathers Antonio Carlos Freitas dos Santos Luke Perreault David Reddig Jack Kloster Glenn Gaudette 《Systems Microbiology and Biomanufacturing》 2025年第1期371-384,共14页
Cell culture media is a significant contributor to the high cost of bioprocesses.This study explored the potential of algae to re-condition spent cell culture medium,which may reduce the costs of pharmaceutical and la... Cell culture media is a significant contributor to the high cost of bioprocesses.This study explored the potential of algae to re-condition spent cell culture medium,which may reduce the costs of pharmaceutical and lab-grown-meat manufacturing.Chlorella sorokiniana,a thermally resistant microalgal species,exhibited heterotrophic and mixotrophic growth in mammalian cell culture growth media(GM).Spent animal cell media,generated by culturing quail myoblast cells(QM7s)for 4 or 8d(4D-SGM and 8D-SGM,respectively),was harvested for algal culture.Increased algal growth was observed in 4D-SGM,when compared to fresh media after 3d(optical density of 1.39±0.22,0.47±0.17,p≤0.05).Within 72 h,ammonia and glucose were eliminated from 4D-SGM with algal treatment.After treating 4D-SGM with algae,the treated media was reintroduced into QM7 cell cultures.No cytotoxic effects were observed on QM7 cells grown in algal-treated growth media and QM7 cells exhibited better metabolic activity in algal-treated spent medium than in untreated spent medium(80.85±12.02%and 44.57±10.82%activity of fresh media group,respectively,p≤0.05).These results suggest that C.sorokiniana can be grown in spent media at 37℃,sequester ammonia,and potentially extend the lifespan of media,thereby enabling more affordable bioprocesses. 展开更多
关键词 MICROALGAE Culture media recycling Cellular agriculture Ammonia removal bioprocessING Scale-up
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Process fault root cause diagnosis through state evolution mapping based on temporal unit shapelets
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作者 Zhenhua Yu Guan Wang +1 位作者 Qingchao Jiang Xuefeng Yan 《Chinese Journal of Chemical Engineering》 2025年第8期96-106,共11页
Accurate fault root cause diagnosis is essential for ensuring stable industrial production. Traditional methods, which typically rely on the entire time series and overlook critical local features, can lead to biased ... Accurate fault root cause diagnosis is essential for ensuring stable industrial production. Traditional methods, which typically rely on the entire time series and overlook critical local features, can lead to biased inferences about causal relationships, thus hindering the accurate identification of root cause variables. This study proposed a shapelet-based state evolution graph for fault root cause diagnosis (SEG-RCD), which enables causal inference through the analysis of the important local features. First, the regularized autoencoder and fault contribution plot are used to identify the fault onset time and candidate root cause variables, respectively. Then, the most representative shapelets were extracted to construct a state evolution graph. Finally, the propagation path was extracted based on fault unit shapelets to pinpoint the fault root cause variable. The SEG-RCD can reduce the interference of noncausal information, enhancing the accuracy and interpretability of fault root cause diagnosis. The superiority of the proposed SEG-RCD was verified through experiments on a simulated penicillin fermentation process and an actual one. 展开更多
关键词 Root cause diagnosis Neural networks Shapelet FERMENTATION bioprocess
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SmdaNet: A hierarchical hard sample mining and domain adaptation neural network for fault diagnosis in industrial process
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作者 Zhenhua Yu Zongyu Yao +2 位作者 Weijun Wang Qingchao Jiang Zhixing Cao 《Chinese Journal of Chemical Engineering》 2025年第8期146-157,共12页
Fault diagnosis in industrial process is essential for ensuring production safety and efficiency.However,existing methods exhibit limited capability in recognizing hard samples and struggle to maintain consistency in ... Fault diagnosis in industrial process is essential for ensuring production safety and efficiency.However,existing methods exhibit limited capability in recognizing hard samples and struggle to maintain consistency in feature distributions across domains,resulting in suboptimal performance and robustness.Therefore,this paper proposes a fault diagnosis neural network for hard sample mining and domain adaptive(SmdaNet).First,the method uses deep belief networks(DBN)to build a diagnostic model.Hard samples are mined based on the loss values,dividing the data set into hard and easy samples.Second,elastic weight consolidation(EWC)is used to train the model on hard samples,effectively preventing information forgetting.Finally,the feature space domain adaptation is introduced to optimize the feature space by minimizing the Kullback–Leibler divergence of the feature distributions.Experimental results show that the proposed SmdaNet method outperforms existing approaches in terms of classification accuracy,robustness and interpretability on the penicillin simulation and Tennessee Eastman process datasets. 展开更多
关键词 Industrial process bioprocess Fault diagnosis Neural networks FERMENTATION
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Artificial intelligence guided Raman spectroscopy in biomedicine:Applications and prospects
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作者 Yuan Liu Sitong Chen +6 位作者 Xiaomin Xiong Zhenguo Wen Long Zhao Bo Xu Qianjin Guo Jianye Xia Jianfeng Pei 《Journal of Pharmaceutical Analysis》 2025年第11期2481-2493,共13页
Due to its high sensitivity and non-destructive nature,Raman spectroscopy has become an essential analytical tool in biopharmaceutical analysis and drug development.Despite of the computational demands,data requiremen... Due to its high sensitivity and non-destructive nature,Raman spectroscopy has become an essential analytical tool in biopharmaceutical analysis and drug development.Despite of the computational demands,data requirements,or ethical considerations,artificial intelligence(AI)and particularly deep learning algorithms has further advanced Raman spectroscopy by enhancing data processing,feature extraction,and model optimization,which not only improves the accuracy and efficiency of Raman spectroscopy detection,but also greatly expands its range of application.AI-guided Raman spectroscopy has numerous applications in biomedicine,including characterizing drug structures,analyzing drug forms,controlling drug quality,identifying components,and studying drug-biomolecule interactions.AI-guided Raman spectroscopy has also revolutionized biomedical research and clinical diagnostics,particularly in disease early diagnosis and treatment optimization.Therefore,AI methods are crucial to advancing Raman spectroscopy in biopharmaceutical research and clinical diagnostics,offering new perspectives and tools for disease treatment and pharmaceutical process control.In summary,integrating AI and Raman spectroscopy in biomedicine has significantly improved analytical capabilities,offering innovative approaches for research and clinical applications. 展开更多
关键词 Artificial intelligence Deep learning Raman spectrum Process analytical technology bioprocess BIOMEDICINE
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Sustainable production of xylonic acid from acid pre-treated sawdust liquor and subsequent downstream processing
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作者 M.S.Lekshmi Sundar K.Madhavan Nampoothiri 《Systems Microbiology and Biomanufacturing》 2025年第1期300-309,共10页
Xylonic acid is a versatile and valuable chemical with a range of industrial and potential health applications.The high demand for renewable energy and sustainable products has increased interest in xylonic acid as a ... Xylonic acid is a versatile and valuable chemical with a range of industrial and potential health applications.The high demand for renewable energy and sustainable products has increased interest in xylonic acid as a starting material for the production of variety of high value chemicals and biofuels.The production of xylonic acid from biomass have an added advantage that it provides an opportunity to utilize bio-waste materials that would otherwise be discarded,reducing environmental hazards and reducing waste disposal costs.The aim of this research was to establish a bioprocess for producing xylonic acid from acid pre-treated sawdust liquor via fermentation,utilizing metabolically engineered strain of Corynebacterium glutamicum ATCC 31831.A maximum titre of 48.5±0.2 g/L xylonic acid from 60 g/L xylose derived from biomass was obtained with a yield of 0.89 g/g xylose which corresponds to a conversion of 62%.30.8±0.4 g/L of xylonic acid crystals of 95.5%purity were successfully recovered from 1L sawdust APL(Acid Pre-treated Liquor)via solvent precipitation and crystallization.Purified xylonic acid crystals were checked for its antibacterial effect on Salmonella enterica MTCC 3224,Escherichia coli MTCC 443 and Staphylococcus aureus MTCC 96. 展开更多
关键词 bioprocess Corynebacterium glutamicum SAWDUST Xylose and xylonic acid
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Sub-forum on industrial green and low-carbon transformation held
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作者 Jin Jili 《China Standardization》 2025年第5期58-59,共2页
With the theme of“standardized approaches empowering industrial green and low-carbon transformation”,a sub-forum was held to promote the application of the carbon footprint management system in China,advance the wid... With the theme of“standardized approaches empowering industrial green and low-carbon transformation”,a sub-forum was held to promote the application of the carbon footprint management system in China,advance the wide implementation of relevant standards,and accelerate the globalization process of green product trade through high-level communication.Lyu Xuefeng,Director of Qingdao Institute of Bioenergy and Bioprocess Technology(QIBEBT),Chinese Academy of Sciences,emphasized in his address that the product carbon footprint management system is the important support for industrial green transformation.The geographic information system-life cycle assessment(GIS-LCA)technology has been originally proposed and adopted as the core content of the national standard GB/T 24067-2024,Greenhouse gases-Carbon footprint of products-Requirements and guidelines for quantification. 展开更多
关键词 bioenergy bioprocess technology qibebt chinese low carbon transformation carbon footprint management system geographic information system life cycle assessment industrial green transformation product car green product trade globalization national standard
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数据驱动的生物制造过程多组学分析与建模 被引量:1
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作者 朱岩 张志丹 +2 位作者 覃培斌 申杰 孙际宾 《生物工程学报》 北大核心 2025年第3期1152-1178,共27页
生物制造是新质生产力的重要代表,是通过工程细胞或无细胞体系实现物质高效转化的创新生产方式。其生产过程具有时空异质性、复杂性及动态性,给过程系统认知、优化调控带来了显著挑战。本文总结了生物过程多组学数据获取及分析的关键技... 生物制造是新质生产力的重要代表,是通过工程细胞或无细胞体系实现物质高效转化的创新生产方式。其生产过程具有时空异质性、复杂性及动态性,给过程系统认知、优化调控带来了显著挑战。本文总结了生物过程多组学数据获取及分析的关键技术,归纳了基于多组学数据的生物过程建模方法,深入探讨了多组学和建模在过程参数调整、发酵控制、环境应激机制解析、营养供给优化及生产实时监测等关键环节的实际应用,详细阐释了多组学数据深度整合及模型构建在提升生物过程操作精度方面的巨大潜力。此外,本文讨论了目前生物过程优化面临的若干挑战,并探索了可能的解决策略。未来通过克服这些挑战,可以更好地理解和控制复杂的生物过程,推动生物制造领域的快速发展。 展开更多
关键词 生物过程 多组学 数据科学 数字细胞模型 整合分析
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