Stress conditions

应力条件
  • 文章类型: Journal Article
    结冷胶的重要性逐渐增加,其独特的特性适用于各种先进的食品技术。这篇综述概述了结冷胶生产的最新进展,修改,以及专注于食品印刷和生物活性物质输送应用的较新应用,在过去的三年里。结冷胶的产量和生产条件是影响成本和应用的主要因素。此外,改性的结冷胶已经显示出与天然胶相比具有优越的特性和功能。增粘,热敏,胶凝等.结冷胶的特性使其成为制备3D打印墨水的关键成分。Further,在通过包封的生物活性递送应用的情况下,结冷胶也被发现是重要的壁材料。优化的生产方法,可持续原料,和应力条件对于结冷胶的所需功能和产率是关键的。
    The importance of Gellan gum has been increasing gradually and its unique characteristics are suitable for various advanced food technologies. This review outlines recent developments in gellan gum production, modification, and newer applications focusing on food printing and bioactive delivery applications, in the last three years. The yield and production condition of gellan gum is a major factor that affects the cost and its applications. Moreover, modified Gellan gum has been shown to have superior characteristics and functionality as compared to native one. The viscosifying, thermosensitive, gelling etc. characteristics of gellan gum makes it an crucial ingredient in case of preparation of 3D printing ink. Further, gellan gum is also found to be important wall material in case of bioactive delivery application through encapsulation. Optimized methods of production, sustainable feedstock, and stress conditions are critical for the desired functionality and yield of the Gellan gum.
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  • 文章类型: Journal Article
    这项研究旨在使用UV光谱法和联立方程法对液体药物制剂(2mg/ml)中的氟哌啶醇和对羟基苯甲酸甲酯进行定量。此外,我们探讨了氟哌啶醇在各种应力条件下的稳定性。紫外分析显示氟哌啶醇的最大吸收峰在248nm,对羟基苯甲酸甲酯的最大吸收峰在256nm,使用1%(v/v)乳酸溶液作为溶剂。方法验证,根据ICH指南进行,肯定了该方法的可靠性,在线性方面表现出优异的结果,精度,准确度,和敏感性。该方法允许直接应用于成品,无需提取即可同时进行量化。它的简单性,速度,和成本效益使其成为制药行业氟哌啶醇溶液分析常规控制的理想选择。该方法扩展到监视强制降解,表明在酸性和碱性条件下的光解和水解降解,同时肯定热和氧化稳定性。这种拟议的紫外光谱法作为药典推荐技术的一个引人注目的替代方法,简化活性成分和防腐剂的同时测定。这简化了分析,减少时间和成本。此外,它在缺乏精密仪器的小行业中被证明是有价值的,提供对强制降解过程中活性成分行为的见解。
    This study aims to quantify haloperidol and methylparaben in a liquid pharmaceutical formulation (2 mg/ml) using UV spectrometry and the simultaneous equations method. Additionally, we explored the stability of haloperidol under various stress conditions. The UV analysis revealed maximum absorption peaks at 248 nm for haloperidol and 256 nm for methylparaben, using a 1 % (v/v) lactic acid solution as the solvent. Method validation, conducted according to ICH guidelines, affirmed the method\'s reliability, showing excellent results in terms of linearity, precision, accuracy, and sensitivity. The method allows direct application to finished products, enabling simultaneous quantification without extractions. Its simplicity, speed, and cost-effectiveness make it ideal for routine controls in pharmaceutical industry haloperidol solution analyses. The method extends to monitoring forced degradation, indicating photolytic and hydrolytic degradation under acidic and basic conditions, while affirming thermal and oxidative stability. This proposed UV spectrometric method serves as a compelling alternative to pharmacopeia-recommended techniques, simplifying simultaneous determination of the active ingredient and preservative. This streamlines analysis, reducing time and costs. Additionally, it proves valuable in small industries lacking sophisticated instrumentation, offering insights into active ingredient behavior during forced degradation.
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  • 文章类型: Journal Article
    耻垢分枝杆菌转录调节因子,MSMEG_5850及其在结核分枝杆菌中的直系同源物,rv0775被注释为推定的TetR家族转录调节剂。我们先前的研究表明,MSMEG_5850参与了耻垢分枝杆菌的整体转录调控,并且基因产物的存在支持了细菌在营养饥饿期间的存活。系统发育分析表明,MSMEG_5850与强毒株中的对应物相比,早期分化。因此,MSMEG_5850及其对应的表达模式,rv0775,在各种体外生长和应激条件下进行了比较。MSMEG_5850的表达在不同的环境胁迫下被诱导,而在指数中期和固定阶段没有观察到表达的变化。在测试的任何应激条件下均未观察到rv0775的表达,而该基因在指数中期表达,在固定阶段下降。用野生型研究了MSMEG_5850在胁迫条件和生长模式下对耻垢分枝杆菌存活的影响,击倒,和补充应变。MSMEG_5850的缺失导致菌落形态改变,生物膜/表膜形成,和耻垢分枝杆菌的生长模式。在不同的环境胁迫下,野生型MSMEG_5850的存活率高于敲除。总的来说,这项研究表明MSMEG_5850在胁迫条件下耻垢分枝杆菌的生长和适应/存活中的作用。
    A Mycobacterium smegmatis transcriptional regulator, MSMEG_5850, and its ortholog in M. tuberculosis, rv0775 were annotated as putative TetR Family Transcriptional Regulators. Our previous study revealed MSMEG_5850 is involved in global transcriptional regulation in M. smegmatis and the presence of gene product supported the survival of bacteria during nutritional starvation. Phylogenetic analysis showed that MSMEG_5850 diverged early in comparison to its counterparts in virulent strains. Therefore, the expression pattern of MSMEG_5850 and its counterpart, rv0775, was compared during various in-vitro growth and stress conditions. Expression of MSMEG_5850 was induced under different environmental stresses while no change in expression was observed under mid-exponential and stationary phases. No expression of rv0775 was observed under any stress condition tested, while the gene was expressed during the mid-exponential phase that declined in the stationary phase. The effect of MSMEG_5850 on the survival of M. smegmatis under stress conditions and growth pattern was studied using wild type, knockout, and supplemented strain. Deletion of MSMEG_5850 resulted in altered colony morphology, biofilm/pellicle formation, and growth pattern of M. smegmatis. The survival rate of wild-type MSMEG_5850 was higher in comparison to knockout under different environmental stresses. Overall, this study suggested the role of MSMEG_5850 in the growth and adaptation/survival of M. smegmatis under stress conditions.
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  • 文章类型: Journal Article
    亚磷酸盐(Phi)由于其对作物的生物刺激作用而在农业中受到关注。已发现该分子通过提供针对病原体的保护而有益于植物性能,提高产量和果实品质以及养分和水分利用效率。目前尚不清楚Phi如何增强植物生长并防止多种胁迫。据推测,Phi通过直接影响病原体并与植物细胞成分和分子机制相互作用来引发防御反应。本研究阐明了Phi对植物有益作用的潜在机制,揭示了它们与基本信号通路的复杂相互作用。在最佳和限制性磷酸盐条件下对拟南芥幼苗进行的RNA-seq研究通过激活与脱落酸(ABA)相关的生物合成和信号通路相关的基因的表达,帮助我们揭示了Phi在促进植物生长中的作用。水杨酸(SA),和茉莉酸(JA)。ABA相关基因的表达,以参与应激反应和发育调节而闻名,是由皮治疗引发的,有助于增强韧性和增长。同时,SA途径的激活,与防御反应相关,表明Phi在增强植物免疫力方面的潜力。此外,Phi影响JA生物合成和信号传导,这对于抵御食草动物和病原体至关重要,从而加强植物的防御能力。我们的发现揭示了Phi有利于拟南芥发育的多方面机制。了解其与关键信号通路的复杂相互作用为利用Phi作为增强植物抗逆性的战略工具开辟了道路。豁免权,以及农业和生态环境的增长。
    Phosphite (Phi) has gained attention in agriculture due to its biostimulant effect on crops. This molecule has been found to benefit plant performance by providing protection against pathogens, improving yield and fruit quality as well as nutrient and water use efficiency. It is still unclear how Phi enhances plant growth and protects against multiple stresses. It has been hypothesized that Phi acts by directly affecting the pathogens and interacting with the plant cellular components and molecular machinery to elicit defense responses. This study elucidates the mechanisms underlying Phi\'s beneficial effects on plants, revealing their complex interplay with fundamental signaling pathways. An RNA-seq study of Arabidopsis seedlings under optimal and limiting phosphate conditions helped us unveil Phi\'s role in promoting plant growth by activating the expression of the genes involved in the biosynthesis and signaling pathways associated with abscisic acid (ABA), salicylic acid (SA), and jasmonic acid (JA). The expression of ABA-related genes, known for their involvement in stress response and development regulation, is triggered by Phi treatment, contributing to enhanced resilience and growth. Simultaneously, the activation of the SA pathway, associated with defense responses, suggests Phi\'s potential in bolstering plant immunity. Moreover, Phi influences JA biosynthesis and signaling, which are crucial for defense against herbivores and pathogens, thereby strengthening plants\' defenses. Our findings reveal a multifaceted mechanism through which Phi benefits Arabidopsis development. Understanding its intricate interplay with key signaling pathways opens avenues for leveraging Phi as a strategic tool to enhance plant resilience, immunity, and growth in agricultural and ecological contexts.
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  • 文章类型: Journal Article
    近年来,越来越多的科学界,食品生产商,食品工业对含有益生菌的功能性食品的兴趣增加,这是一个巨大的挑战。在均衡饮食的背景下,通过食用功能性食品或通过摄入药物制剂来食用益生菌已被证明有助于改善人类健康,甚至有助于预防疾病。为了使益生菌被认为适合食用,它们必须含有最小浓度的活细胞,即,每克至少107个菌落形成单位的有益微生物。在食用之前确保细菌细胞的生存能力是功能性益生菌食品制造商的首要任务。益生菌不仅在食品制造过程中而且在胃肠道通道过程中都会受到压力条件的影响,限制甚至损害其功能。本文首先研究了益生菌细胞在生产阶段面临的所有压力条件,以及与生物反应器发酵和干燥过程中存在的条件以及与食品基质和储存相关的因素。还分析了益生菌微生物在胃肠道运输期间,特别是在胃和肠道停留期间所面临的压力情况。为了了解益生菌对胃肠应激的适应机制,分析了益生菌菌株对酸胁迫以及胆汁和胆汁酸胁迫的内在和适应性机制。此外,通过处理应激的方向,提高乳酸菌多重应激耐受性的策略,代谢产物的积累,使用保护剂,并检查了工艺参数的调节。最后,postbiotics的定义,无生命微生物和/或其成分赋予健康益处,还介绍了。益生菌包括细胞裂解物,酶,和来自益生菌的细胞壁碎片,可能代表使用益生菌的替代方法,当他们不容忍紧张的条件。
    In recent years, more and more scientific community, food producers, and food industry show increased interest in functional foods containing probiotics, which is a big challenge. The consumption of probiotics in the context of a balanced diet through the consumption of functional foods or through the intake of pharmaceutical preparations has proven to contribute to the improvement of human health, even contributing to the prevention of diseases. In order for probiotics to be considered suitable for consumption, they must contain a minimum concentration of viable cells, namely, at least 107 colony forming units of beneficial microbes per gram. Ensuring the viability of bacterial cells until the moment of consumption is the overriding priority of functional probiotic food manufacturers. Probiotic bacteria are subject to stress conditions not only during food manufacturing but also during gastrointestinal passage, which limit or even compromise their functionality. This paper first examines all the stressful conditions faced by probiotic cells in their production stages and related to the conditions present in the bioreactor fermentation and drying processes as well as factors related to the food matrix and storage. The stress situations faced by probiotic microorganisms during the gastrointestinal transit especially during stomach and intestinal residence are also analyzed. In order to understand the adaptation mechanisms of probiotic bacteria to gastrointestinal stress, intrinsic and adaptive mechanisms identified in probiotic strains in response to acid stress and to bile and bile acid stress are analyzed. In addition, improvement strategies for multiple stress tolerance of lactic acid bacteria through directions dealing with stress, accumulation of metabolites, use of protectants, and regulation of technological parameters are examined. Finally, the definition of postbiotics, inanimate microorganisms and/or their components conferring health benefits, is also introduced. Postbiotics include cell lysates, enzymes, and cell wall fragments derived from probiotic bacteria and may represent an alternative to the use of probiotics, when they do not tolerate stressful conditions.
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  • 文章类型: Journal Article
    背景:角质层蜡充当保护植物免受环境胁迫的主要屏障。Ecereerum(CER)基因家族与蜡的产生和胁迫抗性有关。
    结果:在一项全基因组鉴定研究中,在四个棉属物种中发现了CER家族的52个成员:G.arboreum,G.巴巴多斯,G.raimondii,和G.hirsutum。棉属CER(GCER)蛋白的物理化学特征存在差异。进化分析将确定的GCER分为五组,净化选择成为主要的进化力量。基因结构分析表明,保守基序的数量为1至15个,外显子的数量为3至13个。密切相关的GCER表现出相似的保守基序和基因结构。染色体位置分析,选择压力,共线性揭示了GCER基因中的许多片段重复。此外,确定了9个推定的ghr-miRNAs靶向7个陆地棉CER(GhCER)基因。其中,三个miRNA,包括ghr-miR394,ghr-miR414d,和ghr-miR414f,目标是GhCER09A,代表最有针对性的基因。转录因子(TFs)的预测和调节TF网络的可视化揭示了与GhCER基因的相互作用,涉及ERF,MYB,多夫,bHLH,BZIP。对顺式调控元件的分析表明,棉花的CER基因家族与对非生物胁迫的反应之间存在潜在的关联。光,和其他生物过程。富集分析表明GhCER基因和与角质生物合成相关的途径之间存在密切的相关性,脂肪酸生物合成,蜡生产,和应激反应。定位分析表明,大多数GCER蛋白位于质膜中。转录组和定量逆转录聚合酶链反应(qRT-PCR)表达评估表明,一些GhCER基因,包括GhCER15D,GhCER04A,GhCER06A,和GhCER12D,与对照条件相比,对缺水胁迫的反应表现出升高的表达水平。通过病毒诱导的基因沉默(VIGS)进行的功能鉴定强调了GhCER04A基因在通过促进组织保水性增加来增强抗旱性方面的关键作用。
    结论:这项研究不仅提供了有价值的证据,而且还提供了新的见解,有助于更深入地了解GhCER基因在棉花中的作用,它们在适应干旱和其他非生物胁迫中的作用及其在棉花改良中的潜在应用。
    BACKGROUND: The cuticular wax serves as a primary barrier that protects plants from environmental stresses. The Eceriferum (CER) gene family is associated with wax production and stress resistance.
    RESULTS: In a genome-wide identification study, a total of 52 members of the CER family were discovered in four Gossypium species: G. arboreum, G. barbadense, G. raimondii, and G. hirsutum. There were variations in the physicochemical characteristics of the Gossypium CER (GCER) proteins. Evolutionary analysis classified the identified GCERs into five groups, with purifying selection emerging as the primary evolutionary force. Gene structure analysis revealed that the number of conserved motifs ranged from 1 to 15, and the number of exons varied from 3 to 13. Closely related GCERs exhibited similar conserved motifs and gene structures. Analyses of chromosomal positions, selection pressure, and collinearity revealed numerous fragment duplications in the GCER genes. Additionally, nine putative ghr-miRNAs targeting seven G. hirsutum CER (GhCER) genes were identified. Among them, three miRNAs, including ghr-miR394, ghr-miR414d, and ghr-miR414f, targeted GhCER09A, representing the most targeted gene. The prediction of transcription factors (TFs) and the visualization of the regulatory TF network revealed interactions with GhCER genes involving ERF, MYB, Dof, bHLH, and bZIP. Analysis of cis-regulatory elements suggests potential associations between the CER gene family of cotton and responses to abiotic stress, light, and other biological processes. Enrichment analysis demonstrated a robust correlation between GhCER genes and pathways associated with cutin biosynthesis, fatty acid biosynthesis, wax production, and stress response. Localization analysis showed that most GCER proteins are localized in the plasma membrane. Transcriptome and quantitative reverse transcription-polymerase chain reaction (qRT-PCR) expression assessments demonstrated that several GhCER genes, including GhCER15D, GhCER04A, GhCER06A, and GhCER12D, exhibited elevated expression levels in response to water deficiency stress compared to control conditions. The functional identification through virus-induced gene silencing (VIGS) highlighted the pivotal role of the GhCER04A gene in enhancing drought resistance by promoting increased tissue water retention.
    CONCLUSIONS: This investigation not only provides valuable evidence but also offers novel insights that contribute to a deeper understanding of the roles of GhCER genes in cotton, their role in adaptation to drought and other abiotic stress and their potential applications for cotton improvement.
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  • 文章类型: Journal Article
    选择性剪接是从相同的初级转录物产生不同的mRNA的过程,这有助于增加转录组和蛋白质组的多样性。异常剪接与包括癌症在内的多种疾病的发展有关。鉴于RIPK2转录物和RIP-2蛋白的突变和异常水平在肿瘤中很常见,RIP-2调节免疫和炎症反应,我们研究了导致RIP-2N末端激酶结构域部分缺失的选择性剪接事件.我们还研究了RIPK2截短变体和同种型在不同环境中的结构和表达。此外,我们搜索了整个超哺乳动物进化过程中的数据,这些数据可以支持RIPK2选择性剪接产物的生物学重要性。我们观察到人类变体和同种型在温度应激后受到差异调节,在肿瘤样品中,截短的转录物比长转录物表达更多。对于较长的蛋白质同种型,发现了相反的现象。在黑猩猩中也检测到截短的变体,大猩猩,野兔,Pika,鼠标,老鼠和树泼妇.在哺乳动物中保存了相同的变体,差异时间长达7000万年,这一事实提出了这样的假设,即它可能具有功能意义。
    Alternative splicing is the process of generating different mRNAs from the same primary transcript, which contributes to increase the transcriptome and proteome diversity. Abnormal splicing has been associated with the development of several diseases including cancer. Given that mutations and abnormal levels of the RIPK2 transcript and RIP-2 protein are frequent in tumors, and that RIP-2 modulates immune and inflammatory responses, we investigated alternative splicing events that result in partial deletions of the kinase domain at the N-terminus of RIP-2. We also investigated the structure and expression of the RIPK2 truncated variants and isoforms in different environments. In addition, we searched data throughout Supraprimates evolution that could support the biological importance of RIPK2 alternatively spliced products. We observed that human variants and isoforms were differentially regulated following temperature stress, and that the truncated transcript was more expressed than the long transcript in tumor samples. The inverse was found for the longer protein isoform. The truncated variant was also detected in chimpanzee, gorilla, hare, pika, mouse, rat, and tree shrew. The fact that the same variant has been preserved in mammals with divergence times up to 70 million years raises the hypothesis that it may have a functional significance.
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  • 文章类型: Journal Article
    2-苯乙醇(2-PE)和吲哚-3-乙酸(IAA)是微生物产生的重要次生代谢产物,它们的产生与微生物的生长状态和环境因素密切相关。肠杆菌CGMCC5087可以根据α-酮酸脱羧酶KDC4427产生2-PE和IAA。本研究旨在探讨不同环境因素包括渗透压的影响,温度,和pH对肠杆菌中2-PE和IAA合成的影响。CGMCC5087.在5%NaCl和pH4.5胁迫条件下,细菌表现出增强的2-PE合成能力,而不影响IAA合成。在pH9.5的环境中,2-PE的合成能力保持不变,而IAA的合成能力下降。2-PE的合成能力随着温度在25°C至37°C范围内的升高而增强,而IAA的合成能力没有显著影响。此外,KDC4427的表达在应激条件下变化。5%NaCl胁迫下温度下降,KDC4427基因的表达增加。然而,改变pH不会导致基因表达水平的显著差异,而温度升高导致基因表达下降。此外,分子对接和分子动力学模拟表明,这些条件可能会引起结合腔几何形状的波动,结合能,尤其是dαC-C-值,在影响酶活性方面发挥了关键作用。这些结果为细菌发酵中代谢产物2-PE和IAA的合成提供了见解和策略,即使在不利的条件下。
    2-Phenylethanol (2-PE) and indole-3-acetic acid (IAA) are important secondary metabolites produced by microorganisms, and their production are closely linked to the growth state of microorganisms and environmental factors. Enterobacter CGMCC 5087 can produce both 2-PE and IAA depending on α-ketoacid decarboxylase KDC4427. This study aimed to investigate the effects of different environment factors including osmotic pressure, temperature, and pH on the synthesis of 2-PE and IAA in Enterobacter sp. CGMCC 5087. The bacteria exhibited an enhanced capacity for 2-PE synthesis while not affecting IAA synthesis under 5% NaCl and pH 4.5 stress conditions. In an environment with pH 9.5, the synthesis capacity of 2-PE remained unchanged while the synthesis capacity of IAA decreased. The synthesis ability of 2-PE was enhanced with an increase in temperature within the range of 25 °C to 37 °C, while the synthesis capacity of IAA was not affected significantly. Additionally, the expression of KDC4427 varied under stress conditions. Under 5% NaCl stress and decreased temperature, expression of the KDC4427 gene was increased. However, altering pH did not result in significant differences in gene expression levels, while elevated temperature caused a decrease in gene expression. Furthermore, molecular docking and molecular dynamics simulations suggested that these conditions may induce fluctuation in the geometry shape of binding cavity, binding energy, and especially the dαC-C- value, which played key roles in affecting the enzyme activity. These results provide insights and strategies for the synthesis of metabolic products 2-PE and IAA in bacterial fermentation, even under unfavorable conditions.
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  • 文章类型: Journal Article
    巴西固氮螺旋藻Sp7产生PHB,它被颗粒相关蛋白(GAP)覆盖。Phasins是主要的GAP。先前的研究表明,相蛋白酶可以调节PHB的合成。当A.brasilense在压力条件下生长时,它使用sigma因子转录基因来生存。这些因素之一是σ24因子。这项研究确定了相素与σ24因子或相素-σ24因子复合物与DNA之间可能的相互作用。使用I-TASSER和SWISS-Model服务器预测了相素的三维结构和σ24因子结构,分别。随后,使用ClusPro2.0服务器进行了相素和σ24因子之间的分子对接,然后使用HDOCK服务器在蛋白质复合物和DNA之间进行分子对接。使用BIOVIADiscoveryVisualizer的三维图评估配体-受体相互作用的类型,以及LigPlot服务器获取二维图。结果表明,phasin(Pha4Abs7或Pha5Abs7)-σ24因子复合物结合在phaC基因启动子区域的-35框附近。然而,在PhaP5Abs7和σ24因子的个体相互作用中,DNA,两种蛋白质都与-35盒结合。这对于PhaP4Abs7没有发生,其与-10盒结合。这种变化可能会影响phaC基因的转录水平,并可能影响PHB的合成。
    Azospirillum brasilense Sp7 produces PHB, which is covered by granule-associated proteins (GAPs). Phasins are the main GAPs. Previous studies have shown phasins can regulate PHB synthesis. When A. brasilense grows under stress conditions, it uses sigma factors to transcribe genes for survival. One of these factors is the σ24 factor. This study determined the possible interaction between phasins and the σ24 factor or phasin-σ24 factor complex and DNA. Three-dimensional structures of phasins and σ24 factor structures were predicted using the I-TASSER and SWISS-Model servers, respectively. Subsequently, a molecular docking between phasins and the σ24 factor was performed using the ClusPro 2.0 server, followed by molecular docking between protein complexes and DNA using the HDOCK server. Evaluation of the types of ligand-receptor interactions was performed using the BIOVIA Discovery Visualizer for three-dimensional diagrams, as well as the LigPlot server to obtain bi-dimensional diagrams. The results showed the phasins (Pha4Abs7 or Pha5Abs7)-σ24 factor complex was bound near the -35 box of the promoter region of the phaC gene. However, in the individual interaction of PhaP5Abs7 and the σ24 factor, with DNA, both proteins were bound to the -35 box. This did not occur with PhaP4Abs7, which was bound to the -10 box. This change could affect the transcription level of the phaC gene and possibly affect PHB synthesis.
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  • 文章类型: Journal Article
    谷胱甘肽(GSH)的生产由于其基本特性而具有极大的工业兴趣。本研究旨在使用机器学习(ML)方法对酿酒酵母在不同生长条件下的GSH产量进行建模,即培养时间,培养量,压力,和磁场应用。对不同的ML和回归模型进行了统计评估,以选择最稳健的模型。结果表明,极限梯度提升(XGB)是最好的预测性能模型。从最好的模型,加性解释技术被用来识别过程的特征重要性。根据变量分析,获得最高GSH浓度的最佳条件是72-96小时的培养时间,低磁场强度(3.02mT),低压(0.5kgf.cm-2),和高培养体积(3.5L)。XGB使用和添加剂解释技术在确定过程优化条件和选择基本过程变量方面被证明是有前途的。
    Glutathione (GSH) production is of great industrial interest due to its essential properties. This study aimed to use machine learning (ML) methods to model GSHproduction under different growth conditions of Saccharomyces cerevisiae, namely cultivation time, culture volume, pressure, and magnetic field application. Different ML and regression models were evaluated for their statistics to select the most robust model. Results showed that eXtreme Gradient Boosting (XGB) was the best predictive performance model. From the best model, additive explanation techniques were used to identify the feature importance of process. According to variable analysis, the best conditions to obtain the highest GSH concentrations would be cultivation times of 72-96 h, low magnetic field intensity (3.02 mT), low pressure (0.5 kgf.cm-2), and high culture volume (3.5 L). XGB use and additive explanation techniques proved promising for determining process optimization conditions and selecting the essential process variables.
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