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Fed-batch lipid production by Rhodosporidium toruloides-7191 using wood hydrolysate. 利用木材水解物分批补料产脂的红孢子虫。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-01 Epub Date: 2025-07-19 DOI: 10.1007/s00449-025-03209-2
Lachi Wankhede, Bridget Signe Price, Carlos Saul Osorio-González, Rahul Saini, Satinder Kaur Brar

The shift toward sustainable biofuels and bioproducts has increased interest in microbial production systems using renewable substrates. This study explores the use of wood hydrolysate, an abundant, cost-effective lignocellulosic substrate, as the primary carbon source for lipid and carotenoid production by Rhodosporidium toruloides-7191 under fed-batch cultivation in a 3-L bioreactor. The fed-batch strategy, chosen over batch and continuous modes, enables controlled nutrient supply, minimizes substrate inhibition, and maintains a favorable carbon-to-nitrogen ratio, thereby supporting prolonged biosynthesis and higher product yields. The process achieved a maximum lipid production of 22.33 g/L, a total lipid accumulation of 57.9% and a total carotenoid production of 4.23 mg/L. Fatty acid analysis shows a composition rich in linoleic acid (C18:2), oleic acid (C18:1), and palmitic acid (C16:0), indicating its suitability for biodiesel applications. The results emphasize R. toruloides-7191 as a promising candidate for industrial-scale applications, advancing sustainable production of biofuels and high-value bioproducts. The effectiveness of wood hydrolysate as a substrate further supports the feasibility of this approach, highlighting its potential in advancing industrial-scale processes for the production of biofuels and value-added compounds.

向可持续生物燃料和生物产品的转变增加了使用可再生基质的微生物生产系统的兴趣。本研究探索了在3-L生物反应器中分批补料培养下,利用木材水解物(一种丰富的、具有成本效益的木质纤维素基质)作为环状红孢子虫(Rhodosporidium toruloides-7191)生产脂质和类胡萝卜素的主要碳源。与分批和连续模式相比,分批进料策略可以控制养分供应,最大限度地减少底物抑制,并保持有利的碳氮比,从而支持延长生物合成时间和提高产品产量。该工艺最大脂质产量为22.33 g/L,总脂质积累量为57.9%,总类胡萝卜素产量为4.23 mg/L。脂肪酸分析表明,该化合物富含亚油酸(C18:2)、油酸(C18:1)和棕榈酸(C16:0),适合应用于生物柴油。研究结果表明,toruloides-7191具有工业规模应用的潜力,可促进生物燃料和高价值生物产品的可持续生产。木材水解物作为基质的有效性进一步支持了这种方法的可行性,突出了其在推进生物燃料和增值化合物生产的工业规模工艺方面的潜力。
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引用次数: 0
Higher butanol titer and selectivity in electro-fermentation experiments with Clostridium acetobutylicum ATCC 824 are due mainly to methyl viologen rather than electrode polarization. 乙酰丁酸梭菌ATCC 824在电发酵实验中具有较高的丁醇滴度和选择性,主要是由于甲基紫变而不是电极极化。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-01 Epub Date: 2025-08-29 DOI: 10.1007/s00449-025-03212-7
Edouard Beudy, Sandra Menir, Michel Laurent, Fadhel Ben Chaabane, Théodore Bouchez, Hélène Velly

Butanol selectivity is crucial for the development of an industrial process targeting butanol as the main product of acetone-butanol-ethanol (ABE) fermentation by solventogenic Clostridia. This study evaluated electro-fermentation (EF), with an electron carrier, methyl viologen (MV), as a strategy to modify solvent production in Clostridium acetobutylicum ATCC 824 under optimized batch fermentation conditions. Cathodic EF was performed with or without 0.5 mM MV in single-compartment reactors with two-chamber and a negative potential was applied to the cathode. The greatest differences in final products concentrations were observed with the addition of MV compared to the control and EF fermentations. The fermentation with MV only was slowed down and resulted in 11% more butanol (control: 14.2 g.L-1, MV: 15.8 g.L-1) and half as much acetone, increasing the butanol/acetone (B/A) ratio by 137% from 1.93 to 4.57 g C.g C-1. The pH profile was also modified with a final pH 0.5 unit higher. Conversely, EF did not appear to alter product formation significantly, even if slight differences were observed under our conditions. In addition, the reductase activity (RA) was measured by flow cytometry and showed that EF alone affected the intracellular redox state compared to the control fermentation, as did the addition of MV. However, electrode polarization had no effect on the extracellular oxidoreduction potential (ORP) profiles.

丁醇选择性是开发以丁醇为主要产物的丙酮-丁醇-乙醇(ABE)溶剂型梭菌发酵工业工艺的关键。在优化的间歇发酵条件下,利用电子载体甲基紫紫素(MV)对乙酰丁酸梭菌(Clostridium acetobutylicum) ATCC 824的溶剂产量进行了优化。阴极EF在单室双室反应器中以0.5 mM MV或不以0.5 mM MV进行,阴极施加负电位。与对照组和EF发酵相比,添加MV发酵后的最终产物浓度差异最大。仅使用MV的发酵速度减慢,丁醇产量增加11%(对照组:14.2 g)。L-1, MV: 15.8 g。L-1)和一半的丙酮,使丁醇/丙酮(B/A)比从1.93 g C.g C-1提高到4.57 g C.g C-1,提高了137%。pH值也被修改,最终pH值提高了0.5个单位。相反,即使在我们的条件下观察到轻微的差异,EF似乎也没有显著地改变产物的形成。此外,流式细胞术测定了还原酶活性(RA),结果表明,与对照发酵相比,EF单独影响细胞内氧化还原状态,添加MV也是如此。然而,电极极化对细胞外氧化还原电位(ORP)分布没有影响。
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引用次数: 0
Evaluation of precursor MicroRNA (pre-miRNA) as a powerful tool for robust CHO production cell line platform development. 评估前体MicroRNA (pre-miRNA)作为强大的CHO生产细胞系平台开发的有力工具。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-10-01 Epub Date: 2025-07-15 DOI: 10.1007/s00449-025-03200-x
Li Gao, Xiaohong Li, Mengxin Zhang, Bin Li, Xiuxiu Miao, Chao Yu, Wei Guo, Cuiqiao Zhang, Xiangyuan He, Kaisheng Huang, Zichen Qian

Chinese hamster ovary (CHO) cells are the most widely used host for the commercial production of recombinant therapeutic proteins. The rapidly growing demand for large quantities of biologics at controllable cost-of-goods requires continuous cell engineering and process optimization of the CHO host cells. MicroRNAs (miRNAs) have been shown to enhance recombinant protein production in CHO cells. While studies have demonstrated that transient overexpression of certain miRNAs can increase recombinant protein yields, systematic comparisons of different miRNA overexpression forms (primary, precursor, and mature) remain limited. Furthermore, their application in stable cell line development, particularly for difficult-to-express proteins, has yet to be thoroughly explored. This study evaluated three miRNA overexpression strategies: primary miRNAs (pri-miRNAs), precursor miRNAs (pre-miRNAs), and flanked mature miRNAs (incorporating the mature sequence plus reverse complementary and loop sequences), to enhance the expression of difficult-to-express proteins in stable CHO cell lines. Notably, these miRNA constructs were built-in with the gene of interest (GOI) on the same vector to simplify stable cell line generation. Our results indicate that the pre-miRNA overexpression strategy is the most effective. Overexpression of premiR-92a, premiR-200a, premiR-483, and premiR-106b significantly increased the expression level of a bispecific antibody (BsAb) and an Fc-fusion protein without compromising product quality. Further clone evaluation of the premiR-92a and premiR-483 overexpression groups revealed an improved proportion of high-productivity and stable clones. In conclusion, this study demonstrates that integrating pre-miRNA expression cassettes into therapeutic protein vectors for co-expression is a valuable and effective engineering strategy for developing a robust stable CHO expression platform.

中国仓鼠卵巢(CHO)细胞是商业生产重组治疗性蛋白最广泛使用的宿主。对大量成本可控的生物制剂的需求快速增长,需要对CHO宿主细胞进行持续的细胞工程和工艺优化。MicroRNAs (miRNAs)已被证明可以增强CHO细胞中重组蛋白的产生。虽然研究表明某些miRNA的短暂过表达可以增加重组蛋白的产量,但不同miRNA过表达形式(原代、前体和成熟)的系统比较仍然有限。此外,它们在稳定细胞系发育中的应用,特别是对难以表达的蛋白质的应用,尚未得到彻底的探索。本研究评估了三种miRNA过表达策略:初级miRNAs (pri-miRNAs),前体miRNAs (pre-miRNAs)和侧翼成熟miRNAs(包括成熟序列加上反向互补和环序列),以增强稳定的CHO细胞系中难以表达的蛋白的表达。值得注意的是,这些miRNA构建物与目标基因(GOI)内置于同一载体上,以简化稳定细胞系的生成。我们的研究结果表明,pre-miRNA过表达策略是最有效的。过表达premiR-92a、premiR-200a、premiR-483和premiR-106b可显著提高双特异性抗体(BsAb)和fc融合蛋白的表达水平,但不影响产品质量。对premiR-92a和premiR-483过表达组的进一步克隆评估显示,高生产力和稳定克隆的比例有所提高。总之,本研究表明,将pre-miRNA表达盒整合到治疗性蛋白载体中进行共表达是一种有价值且有效的工程策略,可以开发一个强大而稳定的CHO表达平台。
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引用次数: 0
Operational efficiencies and sustainable bioprocessing in electro-fermentation and microbial fuel cells. 电发酵和微生物燃料电池的操作效率和可持续生物处理。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-09-09 DOI: 10.1007/s00449-025-03228-z
Bhanu Kushwaha, Ravi Shukla, Rakesh Kumar Sharma

The development of innovative bioprocessing technologies has resulted from the growing global need for sustainable forms of energy and environmentally friendly waste treatment. In this review, we focus on the combined electro-fermentation and microbial fuel cells, as they form a hybrid system that simultaneously addresses wastewater treatment, bioenergy production, and bioplastics. Even though microbial fuel cells produce electricity out of the organic waste by the use of electroactive microorganisms, electro-fermentation improves the microbial pathways through the external electrochemical management. The novelty of the review is that it compares the two technologies in detail and identifies the synergistic potential of the technologies as well as assesses the efficiencies of their operations, scalability, and impact on the environment. The research utilizing Scopus and PubMed directories was done by means of a systematic literature review that included 147 peer-reviewed experimentation and technology-oriented studies published during the period of 2012-2024. The main results lead to the conclusion that integrated systems imply significant increase in power densities (up to 2000 mW/m2), the enhancement of electron transfer efficiency (increased by 30-40%), large-scale production of useful products such as methane, hydrogen and organic acids. In spite of this promise, there are still difficulties regarding microbial stability, material costs, and energy balance. The review identifies the existing gaps and future opportunities, which include the development of novel electrode materials, the employment of better reactor designs and designer microbial consortia. The combination of such systems may become an interesting strategy of the next generation of biorefineries and have a good prospect to become a part of the circular economy and climate as a whole.

创新生物处理技术的发展源于全球对可持续能源形式和环境友好型废物处理日益增长的需求。在这篇综述中,我们重点介绍了电发酵和微生物燃料电池的组合,因为它们形成了一个同时解决废水处理,生物能源生产和生物塑料的混合系统。尽管微生物燃料电池利用电活性微生物从有机废物中产生电能,但电发酵通过外部电化学管理改善了微生物途径。该综述的新颖之处在于,它详细比较了两种技术,确定了两种技术的协同潜力,并评估了它们的操作效率、可扩展性和对环境的影响。该研究利用Scopus和PubMed目录,通过系统的文献综述,包括2012-2024年期间发表的147项同行评议的实验和技术导向研究。主要结果表明,集成系统意味着功率密度的显著提高(高达2000 mW/m2),电子传递效率的提高(提高30-40%),甲烷,氢和有机酸等有用产品的大规模生产。尽管前景光明,但在微生物稳定性、材料成本和能量平衡方面仍存在困难。这篇综述指出了现有的差距和未来的机会,包括开发新的电极材料,采用更好的反应器设计和设计微生物联盟。这些系统的组合可能成为下一代生物精炼厂的一个有趣的策略,并且具有成为循环经济和整体气候的一部分的良好前景。
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引用次数: 0
Factors affecting production of Scopulariopsis brevicaulis spores for use in self-healing concrete. 影响自愈混凝土用短杆状拟南芥孢子生产的因素。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-25 DOI: 10.1007/s00449-025-03189-3
Ahsanul Kabir Sumon, Lu-Kwang Ju

Concrete durability is compromised by its susceptibility to cracking, necessitating innovative solutions like self-healing concrete (SHC). Scopulariopsis brevicaulis is capable of biomineralization and its spores were found to hold high potential for use in SHC. Realizing this potential requires clean and effective production of S. brevicaulis spores, which remains unexplored. Here the factors and processes conducive to high productivity of S. brevicaulis spores were investigated. Suitability of cheap, renewable soy-based substrates: soy molasses (SM), soy hull (SH), and soy flour (SF) were first evaluated, and SH was found suitable. The comparison of SH-based solid-state fermentation (SSF) with submerged fermentation (SmF) revealed SSF's superiority, producing spores earlier and with a more than 4.5-fold higher rate. Further study of SSF parameters, including initial spore inoculum, moisture, SH particle size, sugar supplementation, N-source supplementation, pH, salt addition, light (vs. dark) condition, and occasional mixing/shaking plus water addition, highlighted conditions that significantly boost spore production. Optimal moisture content (60-67%) and elevated medium pH (10-11) and salt addition (15 g/L NaCl) were key to enhancing yield, the latter likely induced stress-driven sporulation. Using larger SH particles (> 850 µm) also proved beneficial, improving oxygen transfer. Electron microscopy confirmed the effective attachment and penetration of spore chains into SH particles. This work significantly improved the technical and economic feasibility of producing S. brevicaulis spores for industrial SHC development.

混凝土的耐久性受到其易开裂性的影响,因此需要创新的解决方案,如自愈混凝土(SHC)。短杆状opsis brevicaulis具有生物矿化能力,其孢子在SHC中具有很高的应用潜力。实现这一潜力需要清洁和有效地生产短芽孢杆菌孢子,这方面仍未得到探索。本文对短柄葡萄球菌孢子高产的因素和过程进行了研究。首先对廉价、可再生的大豆基基质:大豆糖蜜(SM)、大豆壳(SH)和大豆粉(SF)的适用性进行了评估,发现SH是合适的。通过对固态发酵(SSF)与深层发酵(SmF)的比较,发现固态发酵(SSF)具有较早产芽孢的优势,产芽率高出4.5倍以上。进一步研究SSF参数,包括初始孢子接种量、水分、SH粒度、添加糖、n源补充、pH、盐添加、光照(vs.黑暗)条件,以及偶尔混合/摇晃加水添加,突出了显著促进孢子产生的条件。最佳水分含量(60-67%)、提高培养基pH(10-11)和添加盐(15 g/L NaCl)是提高产量的关键,后者可能诱导了胁迫驱动的产孢。使用更大的SH颗粒(> 850µm)也被证明是有益的,可以改善氧的传递。电镜证实了孢子链对SH颗粒的有效附着和渗透。本工作显著提高了短柄葡萄球菌孢子产业化生产的技术和经济可行性。
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引用次数: 0
Production of copper nanoparticles using genetically engineered Komagataella phaffii. 利用基因工程法菲Komagataella生产铜纳米颗粒。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-20 DOI: 10.1007/s00449-025-03191-9
Cancan Dong, Fan Wu, Shufan Liu, Youyan Rong, Kai Hong, Yumeng Li, Jiao Meng, Xin Wu

With the increasing application of copper nanoparticles (CuNPs) as antibacterial agents, numerous studies have emerged in recent years focusing on their preparation and utilization. However, the existing physical and chemical processes for CuNPs synthesis are complex and environmentally hazardous, creating a demand for greener alternatives. Komagataella phaffii has been recognized as a cost-effective system for metal biosorption. Nevertheless, high concentrations of heavy metal particles inhibit cell growth and result in low biosorption efficiency of metal-based nanoparticles (NPs). To address this issue, we engineered the K. phaffii strain X-33-Cyb5R by expressing the cytochrome b-5 reductase (Cyb5R) enzyme, enhancing its tolerance to elevated heavy metal concentrations and promoting CuNPs biosorption. Through further optimization of biosorption conditions, CuNPs production reached 14.27 mg/g dry cell weight (DCW) after 36 h, utilizing 12 mmol/L CuSO4 at 30 °C and pH 4. The adsorbed particles on the surface of the modified strain K. phaffii X-33-Cyb5R were confirmed to be CuNPs with diameters ranging from 40 to 80 nm. Notably, the CuNPs synthesized in this study exhibited potent antibacterial activity. This research not only provides a novel approach for the construction of highly metal-tolerant strains and efficient CuNPs production but also offers new insights for the development and utilization of environmentally friendly antibacterial agents.

随着纳米铜作为抗菌剂的应用越来越广泛,近年来出现了大量关于纳米铜的制备和利用的研究。然而,目前合成CuNPs的物理和化学过程复杂且对环境有害,因此需要更环保的替代品。Komagataella phaffii已被公认为具有成本效益的金属生物吸附系统。然而,高浓度的重金属颗粒会抑制细胞生长,导致金属基纳米颗粒(NPs)的生物吸附效率低。为了解决这一问题,我们通过表达细胞色素b-5还原酶(Cyb5R)酶来改造K. phaffii菌株X-33-Cyb5R,增强其对高浓度重金属的耐受性,促进CuNPs的生物吸附。通过进一步优化生物吸附条件,在30℃、pH 4条件下,以12 mmol/L的CuSO4为吸附剂,36 h后,CuNPs的产量达到14.27 mg/g干电池重(DCW)。改性菌株K. phaffii X-33-Cyb5R表面吸附的颗粒为直径在40 ~ 80 nm之间的CuNPs。值得注意的是,本研究合成的CuNPs具有很强的抗菌活性。该研究不仅为构建高耐金属菌株和高效生产CuNPs提供了新途径,也为环境友好型抗菌剂的开发利用提供了新思路。
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引用次数: 0
Aesculus hippocastanum extract-mediated biosynthesis of silver-decorated zinc oxide nanoparticles and investigation of their photocatalytic, antibacterial, and antioxidant properties. 七叶神提取物介导的银修饰氧化锌纳米粒子的生物合成及其光催化、抗菌和抗氧化性能的研究。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-22 DOI: 10.1007/s00449-025-03193-7
Sobhan Mortazavi-Derazkola, Maryam Samadipour, Pouria Mohammadparast-Tabas, Masoud Yousefi

In this research, silver-decorated zinc oxide nanoparticles (ZnO-Ag NPs) were fabricated using Aesculus hippocastanum fruit extract (ZnO-Ag@AHFE NPs), and their catalytic and antimicrobial properties were studied. The nanoparticles were identified using XRD, TEM, and FT-IR analyses, which confirmed their spherical morphology, uniform structure, and particle sizes ranging from 50 to 70 nm. The ZnO-Ag@AHFE NPs illustrated high antibacterial performance compared to the extract and ZnO NPs alone, achieving a minimum inhibitory concentration (MIC) of 125 µg/mL against Escherichia coli and Pseudomonas aeruginosa. Additionally, the ZnO-Ag@AHFE NPs exhibited outstanding photocatalytic efficiency, degrading methylene blue and rhodamine B dyes by 97.6% and 94.3%, respectively, surpassing the performance of other catalysts. Antioxidant assays revealed that the nanoparticles inhibited 85% of DPPH free radicals, underscoring their potential in biological applications. This study presents a green method using A. hippocastanum fruit extract, offering an innovative approach to enhance the antibacterial, catalytic, and antioxidant properties of ZnO-Ag NPs. These findings highlight the transformative potential of green synthesis strategies for the development of multifunctional nanomaterials.

本研究以七叶树果实提取物(ZnO-Ag@AHFE NPs)为原料制备了银装饰氧化锌纳米粒子(ZnO-Ag NPs),并对其催化性能和抗菌性能进行了研究。采用XRD、TEM和FT-IR等方法对纳米颗粒进行了表征,证实了纳米颗粒呈球形,结构均匀,粒径在50 ~ 70 nm之间。与提取物和氧化锌NPs相比,ZnO-Ag@AHFE NPs表现出较高的抗菌性能,对大肠杆菌和铜绿假单胞菌的最低抑制浓度(MIC)为125µg/mL。此外,ZnO-Ag@AHFE NPs表现出优异的光催化效率,对亚甲基蓝和罗丹明B染料的降解率分别为97.6%和94.3%,优于其他催化剂。抗氧化实验表明,纳米颗粒抑制了85%的DPPH自由基,强调了它们在生物学上的应用潜力。本研究提出了一种利用马尾果提取物的绿色方法,为提高ZnO-Ag NPs的抗菌、催化和抗氧化性能提供了一种创新的方法。这些发现突出了绿色合成策略对多功能纳米材料发展的变革潜力。
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引用次数: 0
Solid-state fermentation of pristinamycin by Streptomyces pristinaespiralis NRRL ISP-5338 using D-optimal design. 原始螺旋链霉菌NRRL ISP-5338固态发酵原始霉素的d-最优设计。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-23 DOI: 10.1007/s00449-025-03188-4
Muath Suliman, Amr S Bishr, Sally T K Tohamy, Mohammad Y Alshahrani, Khaled M Aboshanab

Pristinamycin (PST), produced by Streptomyces pristinaespiralis NRRL ISP-5338, is a streptogramin antibiotic with remarkably broad-spectrum bactericidal activity. The production of PST from its natural producer remains challenging. In the literature, a few reports examined PST production using submerged liquid fermentation (SLF). However, the literature survey revealed no reports that studied its production using solid-state fermentation (SSF). To our knowledge, this is the first report about the production optimization of PST using SSF. Therefore, in this study, we aimed to optimize various nutritional and environmental factors influencing its production as one-factor-at-a-time (OFAT) or as a multifactorial response surface method (RSM) using SSF. Three factors, including types of solid substrates, composition of the moistening broth, and incubation time, were optimized as OFAT. The OFAT optimal conditions were wheat bran as a solid substrate, IPS5 as a moistening broth, and 9 days as incubation time. These conditions increased PST production from 0.395 to 0.467 mg/g initial dry substrate (IDS). Using RSM, three factors--the initial pH of the moistening broth, the incubation temperature, and the inoculum size (v/w)--were statistically optimized, and the model was statistically significant with a p-value < 0.05. It resulted in a 2.3-fold increase in PST production (0.910 mg/g IDS) compared to the unoptimized SSF conditions (0.395 mg/g IDS) and a 5.35-fold increase from that obtained by the SLF (0.170 mg /mL). In conclusion, the SSF is an efficient and simple method for PST production, and the optimized conditions are highly recommended for scaling up.

原生螺旋体链霉菌(Streptomyces pristinaspiralis NRRL ISP-5338)是一种具有广谱杀菌活性的链霉素类抗生素。从其天然生产者生产PST仍然具有挑战性。在文献中,有一些报道研究了利用液体浸没发酵(SLF)生产PST。然而,文献调查显示,没有报道研究其生产固态发酵(SSF)。据我们所知,这是关于使用SSF优化PST生产的第一份报告。因此,在本研究中,我们旨在通过单因子单次(OFAT)或多因子响应面法(RSM)利用SSF优化影响其生产的各种营养和环境因素。对固体基质类型、润湿肉汤组成和孵育时间三个因素进行了优化。OFAT的最佳发酵条件为麦麸为固体底物,IPS5为润湿肉汤,培养时间为9 d。这些条件使初始干底物(IDS)的PST产量从0.395提高到0.467 mg/g。利用RSM对润湿肉汤初始pH、孵育温度、接种量(v/w) 3个因素进行了统计优化,模型具有显著的p值
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引用次数: 0
A study on time-series prediction and analysis of acidity of Daqu based on multivariate data fusion and KNN-Attention-LSTM-XGBoost modeling. 基于多元数据融合和KNN-Attention-LSTM-XGBoost模型的大曲酸度时间序列预测分析研究。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-14 DOI: 10.1007/s00449-025-03187-5
Haili Yang, Hao Xia, Sai Liu, Shan Chen, Lan Li, Xilong Liao, Lei Fei, Liangliang Xie, Jianping Tian, Xinjun Hu

Daqu is a traditional Chinese brewing ingredient that serves dual functions of saccharification and fermentation during the brewing process. The acidity content during the Daqu fermentation process directly affects the quality of the Daqu. Traditional methods for measuring Daqu acidity are complex and exhibit lag, making it difficult to monitor fermentation acidity in real time. Given the strong correlation between Daqu acidity and environmental variables, this paper proposes a time series prediction model for Daqu acidity based on the KNN-Attention-LSTM-XGBoost model. Upon collecting and analyzing the microenvironmental parameters of Daqu, the XGBoost model was used to select two optimal imputation methods (LFBI and KNN). Partial Least Squares Regression (PLSR) was employed to extract key parameters, and feature extraction using the lag and rolling window methods was performed to capture temporal trends and fluctuations. Comparative analysis revealed that KNN preprocessing combined with the Attention-LSTM-XGBoost model performed best in predicting Daqu acidity, with R2 values reaching 0.9790, 0.9768, and 0.9636 for the upper, middle, and lower Daqu layers, respectively. This combination outperformed the LSTM-XGBoost and XGBoost models, with improvements of 3.87%, 1.11%, and 2.84% compared to LSTM-XGBoost, and 4.70%, 4.37%, and 8.46% compared to XGBoost. This study addresses the challenge of predicting Daqu acidity during fermentation and provides insights into the optimization of the Daqu fermentation process.

大曲是中国传统的酿造原料,在酿造过程中具有糖化和发酵的双重功能。大曲发酵过程中酸度的高低直接影响大曲的品质。传统的测定大曲酸度的方法复杂且存在滞后性,难以实时监测发酵酸度。鉴于大曲酸度与环境变量之间存在较强的相关性,本文提出了基于KNN-Attention-LSTM-XGBoost模型的大曲酸度时间序列预测模型。在收集和分析大曲微环境参数的基础上,利用XGBoost模型选择了两种最优的估算方法(LFBI和KNN)。采用偏最小二乘回归(PLSR)提取关键参数,并利用滞后和滚动窗口方法进行特征提取,以捕捉时间趋势和波动。对比分析发现,KNN预处理联合attentlstm - xgboost模型对大渠酸度的预测效果最好,上、中、下大渠层的R2分别达到0.9790、0.9768、0.9636。该组合优于LSTM-XGBoost和XGBoost模型,与LSTM-XGBoost相比分别提高了3.87%、1.11%和2.84%,与XGBoost相比分别提高了4.70%、4.37%和8.46%。本研究解决了发酵过程中大曲酸度预测的挑战,并为大曲发酵过程的优化提供了见解。
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引用次数: 0
Proteomics and bioinformatics guided discovery of microalgal multifunctional peptides for novel nutraceutical applications. 蛋白质组学和生物信息学指导了微藻多功能肽在新型营养保健应用中的发现。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-09-01 Epub Date: 2025-06-25 DOI: 10.1007/s00449-025-03192-8
Montassar Romdhani, Jihen Dhaouafi, Barbara Deracinois, Christophe Flahaut, Naïma Nedjar, Rafik Balti

This study aimed to identify and characterize bioactive peptides derived from protein hydrolysates of Arthrospira platensis (APPH) and Tetraselmis chuii (TCPH) using an integrated peptidomics and bioinformatics approach. Proteins extracted from the microalgae were hydrolyzed using pepsin (EC 3.4.23.1) at various enzyme/substrate (E/S) ratios. APPH and TCPH, prepared at an E/S ratio of 1/10 (w/w), were analyzed using peptidomics through reverse-phase high-performance liquid chromatography (RP-HPLC) coupled with tandem mass spectrometry (MS/MS). Using the UniProtKB database, a total of 265 unique peptides were identified, including 187 peptides from APPH and 78 peptides from TCPH. Subsequent in silico analysis of these peptides revealed favorable physicochemical properties, with a notable distribution of hydrophobic (APPH: 26; TCPH: 5), amphipathic (APPH: 70; TCPH: 16), and hydrophilic peptides (APPH: 59; TCPH: 17). Toxicity assessments confirmed that none of the peptides showed hemolytic or cytotoxic risks, except for one peptide identified in TCPH with potential cytotoxicity. Furthermore, bioactivity predictions demonstrated significant multifunctional properties (scores exceeding the 0.500 threshold), identifying peptides with antihypertensive (APPH: 2; TCPH: 1), anti-diabetic (APPH: 2), anti-inflammatory (APPH: 14; TCPH: 5) and antimicrobial (APPH: 7) activities. The current study thus establishes protein hydrolysates from A. platensis and T. chuii as promising sources of bioactive peptides suitable for nutraceutical applications. Our integrated analytical and computational strategy provides critical insights into peptide multifunctionality, supporting further research and development of microalgae-derived peptides.

本研究旨在利用综合肽组学和生物信息学方法鉴定和表征platarthrospira (APPH)和Tetraselmis chuii (TCPH)蛋白水解产物的生物活性肽。用胃蛋白酶(EC 3.4.23.1)以不同的酶/底物(E/S)比水解从微藻中提取的蛋白质。以E/S比为1/10 (w/w)制备的APPH和TCPH,通过反相高效液相色谱(RP-HPLC) -串联质谱(MS/MS)对其进行肽组学分析。利用UniProtKB数据库,共鉴定出265个独特肽,其中187个来自APPH, 78个来自TCPH。随后的硅分析显示这些肽具有良好的物理化学性质,具有显著的疏水性分布(APPH: 26;TCPH: 5), amphipathic (APPH: 70;TCPH: 16),亲水性肽(APPH: 59;TCPH: 17)。毒性评估证实,除了在TCPH中发现的一种具有潜在细胞毒性的肽外,没有任何肽显示溶血或细胞毒性风险。此外,生物活性预测显示出显著的多功能特性(得分超过0.500阈值),识别出具有抗高血压作用的肽(APPH: 2;TCPH: 1),抗糖尿病(APPH: 2),抗炎(APPH: 14);TCPH: 5)和抗菌(APPH: 7)活性。因此,目前的研究确定了platensis和T. chuii的蛋白质水解产物是适合营养保健应用的生物活性肽的有前途的来源。我们的综合分析和计算策略提供了对多肽多功能性的关键见解,支持微藻衍生多肽的进一步研究和开发。
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引用次数: 0
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Bioprocess and Biosystems Engineering
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