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Harnessing plant growth-promoting bacteria for nanoparticle biosynthesis: a systematic review of mechanisms, agricultural applications, and biomedical potential. 利用植物生长促进细菌进行纳米颗粒生物合成:机制、农业应用和生物医学潜力的系统综述。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-14 DOI: 10.1007/s00449-026-03291-0
Maryam Arshad, Areeba Nadeem, Haris Maqbool, Basit Khan, Faria Khan, Rifat Naseem, Esha Rani, Iffat Naz, Amna, Shafiq Ur Rehman, Javed Ali, Farooq Hussain Munis, Hassan Javed Chaudhary

The rapid expansion of nanotechnology has opened novel opportunities to share for addressing global challenges related to food security, environmental sustainability, and human health. Conventional physical and chemical methods for the synthesis of nanoparticles (NPs) often involve hazardous chemicals, high energy demands, and poor biocompatibility. In contrast, bacterial-synthesized NPs are considered eco-friendly and multifunctional with their enormous potential in agriculture, bioremediation, and biomedical applications. The study highlights the importance of Bacteriogenic NPs as a sustainable alternative to chemically and physically produced NPs due to their reduced toxicity and lower energy consumption. Hence, bacteriogenic NPs, particularly those derived from Bacillus and Pseudomonas species, exhibit remarkable stability, biocompatibility, and multifunctional spectrum due to inherent reducing and capping biomolecules secreted by those bacteria. This review highlights the biosynthetic mechanisms, characterization techniques, and diverse applications of bacterial-based NPs. Initially, in agriculture, silver NPs synthesized by Bacillus xiamenesis enhanced rice growth while suppressing Xanthomonas oryzae, the causal agent of bacterial blight. Then, in environmental remediation, Bacillus pumilus-derived silver nanoparticles demonstrated 96.99% degradation of Congo red dye, underscoring their catalytic efficiency. And, in biomedical sciences, selenium NPs biosynthesized from Streptomyces minutiscleroticus exhibited antiviral activity against dengue virus type 1, highlighting their therapeutic promise. Key findings reveal that these NPs can enhance stress tolerance, nutrient uptake, and disease resistance, along with remediating harmful pollutants from the environment. They also exhibit strong antimicrobial and anticancer properties. Despite all these advancements, much work is still needed to optimize NPs' yield, uniformity, and functionality, as well as environmental and health safety assessment. Integrating omics approaches and nanobiotechnology innovations may unlock new opportunities for precision agriculture, environmental restoration, and advanced therapeutics. In a nutshell, bacterially mediated nanotechnology emerges as a sustainable and transformative tool to address pressing societal and ecological concerns.

纳米技术的迅速发展为分享解决与粮食安全、环境可持续性和人类健康有关的全球挑战提供了新的机会。传统的物理和化学方法合成纳米颗粒(NPs)往往涉及危险化学品,高能量需求,生物相容性差。相比之下,细菌合成的NPs被认为是生态友好和多功能的,在农业、生物修复和生物医学应用方面具有巨大的潜力。该研究强调了细菌源NPs作为化学和物理生产的NPs的可持续替代品的重要性,因为它们的毒性更低,能耗更低。因此,细菌源性NPs,特别是来自芽孢杆菌和假单胞菌的NPs,由于这些细菌分泌的生物分子固有的还原和封盖作用,表现出显著的稳定性、生物相容性和多功能光谱。本文综述了基于细菌的NPs的生物合成机制、表征技术和各种应用。最初,在农业上,由夏芽孢杆菌合成的银NPs促进了水稻的生长,同时抑制了白叶枯病菌米黄单胞菌(Xanthomonas oryzae)。然后,在环境修复中,矮芽孢杆菌衍生的纳米银对刚果红染料的降解率达到96.99%,强调了其催化效率。在生物医学领域,由微小硬化链霉菌合成的硒NPs显示出对1型登革热病毒的抗病毒活性,显示出其治疗前景。主要研究结果表明,这些NPs可以增强胁迫耐受性、营养吸收和抗病性,同时还可以修复环境中的有害污染物。它们还具有很强的抗菌和抗癌特性。尽管取得了这些进步,但在优化NPs的产量、均匀性和功能以及环境和健康安全评估方面仍需要做很多工作。整合组学方法和纳米生物技术创新可能为精准农业、环境恢复和先进治疗提供新的机会。简而言之,细菌介导的纳米技术作为一种可持续和变革性的工具出现,以解决紧迫的社会和生态问题。
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引用次数: 0
Process-engineered immobilization of ureolytic biocatalysts in diatomite for in-situ biomineralization under high-alkalinity solid-phase conditions. 高碱度固相条件下硅藻土原位生物矿化脲解生物催化剂的工艺工程固定化。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-11 DOI: 10.1007/s00449-026-03290-1
Guang-Zhu Zhang, Qing-Liang Xu, Hong-Feng Li, Zhuo Li

Problematic clays are widely stabilized with lime to improve strength and durability, yet slow early-age strength development, pronounced brittle failure, and limited densification often constrain performance in high-alkalinity environments. This study explores a synergistic route that integrates diatomite-immobilized ureolytic microbially induced calcium carbonate precipitation with lime stabilization. Mixtures were prepared with 6% hydrated lime and 3 to 7% diatomite or a diatomite-based microbial curing agent; where applicable a 1.0 M urea-calcium chloride solution supplied substrates for mineralization. Mechanical properties were assessed by unconfined compressive strength, unconsolidated-undrained triaxial testing, and ultrasonic pulse velocity, and microstructure and phase assemblage were characterized using scanning electron microscopy, X-ray diffraction, and thermogravimetric analysis. Results show clear dosage-dependent gains. At 28 d, unconfined compressive strength reached 1987.18, 2278.17, and 2563.00 kPa for 3%DE-B, 5%DE-B, and 7%DE-B, exceeding the corresponding diatomite-only groups by 75.65%, 83.17%, and 88.50%. Under 300 kPa confining pressure, cohesion increased to 382.52 to 498.72 kPa and the internal friction angle to 38.88 to 47.88°. Ultrasonic pulse velocity rose with curing age, with 7%DE-B increasing by 45.01% from 7 d to 28 d. Triaxial responses followed linear elasticity, strain hardening, peak strength, and softening, while failure shifted from through-crack brittleness to non-through diffuse cracking with pronounced bulging. Microstructural evidence indicates clustered calcium silicate hydrate (C-S-H) progressively encapsulating diatomite and abundant ellipsoidal CaCO₃ forming interconnected three-dimensional networks. These observations support a synergy between pozzolanic reaction and microbial mineralization that constructs a multi-scale cementation network, densifies the matrix, and strengthens interparticle contacts, yielding reproducible improvements in strength, ductility, and structural integrity. These results provide reference value for performance enhancement and process optimization of lime-stabilized clays and cementation-enhanced clay systems.

有问题的粘土广泛使用石灰来稳定,以提高强度和耐久性,但早期强度发展缓慢,脆性破坏明显,致密化有限,往往限制了高碱性环境下的性能。本研究探索了一种将硅藻土固定化的微生物诱导的碳酸钙沉淀与石灰稳定相结合的协同途径。用6%水合石灰和3%至7%硅藻土或硅藻土基微生物固化剂配制混合物;如适用,1.0 M尿素氯化钙溶液提供矿化基质。力学性能通过无侧限抗压强度、未固结不排水三轴试验和超声脉冲速度进行评估,显微结构和相组合通过扫描电子显微镜、x射线衍射和热重分析进行表征。结果显示明显的剂量依赖性增益。在28 d时,3%DE-B、5%DE-B和7%DE-B的无侧限抗压强度分别为1987.18、2278.17和2563.00 kPa,分别比相应的纯硅藻土组高75.65%、83.17%和88.50%。300 kPa围压下,黏聚力增大至382.52 ~ 498.72 kPa,内摩擦角增大至38.88 ~ 47.88°。超声脉冲速度随龄期的增加而增加,7 ~ 28 d的7%DE-B增加了45.01%。三轴响应依次为线弹性、应变硬化、峰值强度和软化,破坏由透裂脆性转变为非透裂弥漫性开裂,胀形明显。微观结构证据表明簇状水合硅酸钙(C-S-H)逐渐包裹硅藻土和丰富的椭球状碳酸钙₃形成相互连接的三维网络。这些观察结果支持火山灰反应和微生物矿化之间的协同作用,这种协同作用构建了一个多尺度胶结网络,使基质致密化,并加强颗粒间接触,从而在强度、延展性和结构完整性方面产生可重复的改善。研究结果为石灰稳定粘土和胶结增强粘土体系的性能提升和工艺优化提供了参考价值。
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引用次数: 0
From compost to clean energy: influence of cathode potential evolution on hydrogen production in bioelectrochemical reactors. 从堆肥到清洁能源:阴极电位演变对生物电化学反应器产氢的影响。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-11 DOI: 10.1007/s00449-026-03285-y
Karla M Hernández-García, Eligio P Rivero, Juana Rueda-Ramírez, Gabriel Trejo, Fernando F Rivera, Francisco J Cervantes, Bibiana Cercado

Microbial bioelectrochemical technologies rely on the development of biofilms on electrode surfaces; therefore, a high surface area in packed anodes is advantageous for their performance. In addition, bioelectrochemical reactors (BERs) for hydrogen production require low-cost installation materials to enable large-scale implementation. In this study, a one-liter BER was constructed using 0.38 L of carbon felt as a packed bioanode, 0.65 L of compost leachate as the electrolyte, and a stainless-steel mesh cathode. The reactor was operated under an anode potential of 0.05 V vs. Ag/AgCl (KCl, 3.5 M) in batch cycles of 24 h each. After medium replacement, the maximum accumulated gas volume reached 2.37 L, corresponding to a production rate of 7.38 m⁻3 gas m⁻3 packed reactor d⁻1. The cathode potential varied over time, leading to fluctuations in energy efficiency, which exceeded 100%. Average energy, cathode and coulombic efficiencies over eight operational cycles were 124 ± 64%, 118 ± 56%, and 120 ± 61%, respectively. The gas yield obtained from compost leachate in the BER was within the upper range of productivity reported for microbial electrolysis cells. This work demonstrates a sustainable alternative for BER installation and operation and proposes a monitoring strategy to track energy efficiency during hydrogen production.

微生物电化学技术依赖于电极表面生物膜的发展;因此,填料阳极的高表面积有利于其性能。此外,用于制氢的生物电化学反应器(ber)需要低成本的安装材料才能大规模实施。在这项研究中,用0.38升的碳毡作为填充生物阳极,0.65升的堆肥渗滤液作为电解质,以及一个不锈钢网状阴极构建了一个1升的BER。反应器在0.05 V vs. Ag/AgCl (KCl, 3.5 M)阳极电位下运行,每批循环24 h。更换介质后,最大累积气量达到2.37 L,对应的生产速度为7.38 m - 3气体m - 3包装反应器d - 1。阴极电位随时间变化,导致能量效率波动,超过100%。8个运行周期的平均能量效率、阴极效率和库仑效率分别为124±64%、118±56%和120±61%。在BER中从堆肥渗滤液中获得的气体产量在微生物电解细胞生产率的上限范围内。这项工作展示了BER安装和操作的可持续替代方案,并提出了一种监测策略,以跟踪氢气生产过程中的能源效率。
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引用次数: 0
Systematic process optimization for enhanced biosynthesis of 2-phenylethanol using Candida sorboxylosa. 利用山梨假丝酵母加强2-苯乙醇生物合成的系统工艺优化。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-11 DOI: 10.1007/s00449-026-03287-w
Siva Prasath Chellapan Sundaram, Ajay Gunasekaran, C Honey Chandran, N Swathy Gopal, T V Suchithra
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引用次数: 0
Sustainable biosynthesis of exopolysaccharides derived from agricultural byproducts with effective antioxidant properties. 从农业副产品中提取的具有有效抗氧化特性的外多糖的可持续生物合成。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-04 DOI: 10.1007/s00449-025-03273-8
Wenfeng Mo, Cuiwen Jian, Ailing Deng, Jiamin Xu, Lijia Liu, YunXia Bai, Shubo Li

Exopolysaccharides (EPS) are natural macromolecular carbohydrates with good functional activity and physiological activities, but their industrial application was limited by high production costs and unclear structure-function relationships. This study developed a circular economy strategy to produce EPS via microbial fermentation using two food processing wastes (cane molasses and soy sauce residue). After optimizing fermentation medium, the waste-based system achieved an EPS yield of 33.06 ± 0.54 g/L. Two heteropolysaccharides-EPS-2 and EPS-3 were successfully isolated and purified. Monosaccharide composition analysis revealed that EPS-2 primarily consisted of arabinose, glucose, and galactose in a ratio of 65.35:20.82:13.83. In contrast, EPS-3 exhibited a more complex profile containing rhamnose (33.54%), galactose (31.62%), fucose (17.93%), arabinose (13.47%), and glucose (3.44%). Notably, EPS-3 demonstrated higher antioxidant activity than EPS-2. This study successfully demonstrates an innovative waste-to-value conversion strategy that not only achieves high-value utilization of discarded resources but also establishes the fundamental theoretical framework for scalable production of renewable biopolymers.

胞外多糖(Exopolysaccharides, EPS)是一种具有良好功能活性和生理活性的天然高分子碳水化合物,但其生产成本高、构效关系不明确等问题限制了其产业化应用。本研究开发了一种循环经济策略,利用两种食品加工废弃物(甘蔗糖蜜和酱油渣)通过微生物发酵生产EPS。对发酵培养基进行优化后,废液基体系EPS产率为33.06±0.54 g/L。成功分离纯化了两种多糖- eps -2和EPS-3。单糖组成分析表明,EPS-2主要由阿拉伯糖、葡萄糖和半乳糖组成,比例为65.35:20.82:13.83。相比之下,ps -3表现出更复杂的结构,含有鼠李糖(33.54%)、半乳糖(31.62%)、焦糖(17.93%)、阿拉伯糖(13.47%)和葡萄糖(3.44%)。EPS-3的抗氧化活性明显高于EPS-2。这项研究成功地展示了一种创新的废物转化为价值的策略,不仅实现了废弃资源的高价值利用,而且为可再生生物聚合物的规模化生产建立了基本的理论框架。
{"title":"Sustainable biosynthesis of exopolysaccharides derived from agricultural byproducts with effective antioxidant properties.","authors":"Wenfeng Mo, Cuiwen Jian, Ailing Deng, Jiamin Xu, Lijia Liu, YunXia Bai, Shubo Li","doi":"10.1007/s00449-025-03273-8","DOIUrl":"https://doi.org/10.1007/s00449-025-03273-8","url":null,"abstract":"<p><p>Exopolysaccharides (EPS) are natural macromolecular carbohydrates with good functional activity and physiological activities, but their industrial application was limited by high production costs and unclear structure-function relationships. This study developed a circular economy strategy to produce EPS via microbial fermentation using two food processing wastes (cane molasses and soy sauce residue). After optimizing fermentation medium, the waste-based system achieved an EPS yield of 33.06 ± 0.54 g/L. Two heteropolysaccharides-EPS-2 and EPS-3 were successfully isolated and purified. Monosaccharide composition analysis revealed that EPS-2 primarily consisted of arabinose, glucose, and galactose in a ratio of 65.35:20.82:13.83. In contrast, EPS-3 exhibited a more complex profile containing rhamnose (33.54%), galactose (31.62%), fucose (17.93%), arabinose (13.47%), and glucose (3.44%). Notably, EPS-3 demonstrated higher antioxidant activity than EPS-2. This study successfully demonstrates an innovative waste-to-value conversion strategy that not only achieves high-value utilization of discarded resources but also establishes the fundamental theoretical framework for scalable production of renewable biopolymers.</p>","PeriodicalId":9024,"journal":{"name":"Bioprocess and Biosystems Engineering","volume":" ","pages":""},"PeriodicalIF":3.6,"publicationDate":"2026-02-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146117751","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced bio-methanation of coal through direct interspecies electron transfer mediated by nano-magnetite. 纳米磁铁矿介导的直接种间电子转移促进煤的生物甲烷化。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-04 DOI: 10.1007/s00449-026-03284-z
Kai Zhang, Hongyu Guo, Norbert Klitzsch, Zhazha Hu, Bin Zhang, Hao Chen
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引用次数: 0
Development of a stable biochar-bacteria hybrid system with a non-N2O-accumulating denitrifier for efficient high-strength nitrate wastewater treatment. 具有非n2o积累反硝化剂的稳定生物炭-细菌混合系统的开发,用于高效高强度硝酸盐废水处理。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-04 DOI: 10.1007/s00449-026-03289-8
Dewei Dai, Shuyi Chu, Qiankun Wang, Jibo Xiao

Biological treatment of high-strength (above 500 mg/L NO3--N) nitrate wastewater is often limited by process instability, nitrite accumulation and nitrous oxide (N2O) emissions. This study developed a synergistic biochar-bacteria hybrid system by coupling a non-N2O-accumulating denitrifier (Citrobacter freundii XY-1) with biochar (BC550) derived from spent mushroom substrate. Pyrolyzed at 550 ℃, BC550 exhibited high electron transfer capacity and served as a multifunctional carrier, facilitating biofilm formation and enabling high-rate nitrate removal. In a continuous-flow biofilter treating 1200 mg/L NO3--N, the system maintained a nitrate removal efficiency exceeding 97.5% for over 100 days at a hydraulic retention time of 15 h and C/N ratio of 10, with effluent nitrite consistently below 3 mg/L. Microbial community analysis confirmed the stable dominance of the inoculated XY-1 strain (39.7%), demonstrating successful bioaugmentation and system resilience. This work presents a stable and environmentally friendly hybrid system for high-strength nitrate removal, achieved through the rational coupling of functional biochar with a specific beneficial microorganism to ensure high treatment efficiency and mitigate N2O emission risk.

高强度(高于500 mg/L NO3—N)硝酸盐废水的生物处理通常受到工艺不稳定、亚硝酸盐积累和氧化亚氮(N2O)排放的限制。本研究通过将非n20积累反硝化菌(Citrobacter freundii XY-1)与从废蘑菇基质中提取的生物炭(BC550)耦合,开发了一种协同生物炭-细菌杂交系统。在550℃热解后,BC550表现出高的电子传递能力,并作为多功能载体,促进生物膜的形成并实现高速率的硝酸盐去除。在处理1200mg /L NO3—N的连续流生物滤池中,在水力停留时间为15 h、C/N比为10的条件下,系统在100天内保持了超过97.5%的硝酸盐去除率,出水亚硝酸盐始终低于3mg /L。微生物群落分析证实,接种的XY-1菌株具有稳定的优势(39.7%),显示了成功的生物增强和系统弹性。本研究通过功能性生物炭与特定有益微生物的合理耦合,提出了一种稳定、环保的高强度硝酸盐去除混合系统,以确保高处理效率并降低N2O排放风险。
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引用次数: 0
Denitrification performance enhanced by optimizing the sites of external carbon addition in a full-scale anoxic tank. 通过优化全尺寸缺氧池外加碳位置,提高了脱氮性能。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-04 DOI: 10.1007/s00449-026-03286-x
Yang Zhou, Jie Zhang, QingQing Wang, Qingyuan Wang, Junhui Liu, Xiaotong Chen, Yingying Guo, Mingming Sun, Liyun Sun, Zhaoxu Peng

Low influent carbon-to-nitrogen (C/N) ratios often limit denitrification in municipal wastewater treatment systems. This study evaluated denitrification performance in a full-scale anaerobic-anoxic-oxic (AAO) process equipped with a 6 m-deep anoxic tank containing spherical fixed carriers. Sludge flocs and carrier-attached biofilms were sampled at depths of 1 m, 3 m and 5 m along the horizontal flow path. Denitrification kinetics were quantified using batch tests, and microbial community structures were analyzed by 16 S rRNA gene sequencing. Sludge flocs exhibited the highest denitrification rates at 1 m, whereas biofilms performed optimally at 3 m. Along the horizontal direction, sludge flocs near the influent and external carbon dosing site showed enhanced denitrification, while biofilms downstream of the propeller demonstrated improved denitrification. Elevated dissolved oxygen (DO) introduced by internal reflow reduced the effective utilization of the external carbon source. Nitrosomonas was more abundant in sludge flocs, whereas Thauera dominated denitrifying community and peaked at 3 m in biofilms. Based on the spatial distribution of denitrification kinetics and microbial communities, the conventional "pre and top" carbon dosing strategy was re-evaluated, and an optimized "post and top" dosing strategy was proposed. This strategy reduced chemical oxygen demand (COD) consumption per unit of total nitrogen (TN) removed by 16%, providing a practical approach to enhance denitrification efficiency and external carbon utilization in full-scale anoxic tanks.

低进水碳氮比(C/N)往往限制了城市污水处理系统的反硝化作用。本研究在配备6米深含球形固定载体的厌氧池的全尺寸厌氧-缺氧-缺氧(AAO)工艺中评估了反硝化性能。在水平流道1 m、3 m和5 m深度处取样污泥絮凝体和载体附着的生物膜。采用批量试验对反硝化动力学进行量化,采用16s rRNA基因测序对微生物群落结构进行分析。污泥絮凝体在1 m时表现出最高的反硝化速率,而生物膜在3 m时表现最佳。在水平方向上,进水和外部加碳点附近的污泥絮凝体的反硝化作用增强,而螺旋桨下游的生物膜的反硝化作用增强。内部回流引入的溶解氧(DO)升高降低了外部碳源的有效利用。硝化单胞菌在污泥絮凝体中更为丰富,而反硝化菌群以Thauera为主,在生物膜3 m处达到峰值。基于反硝化动力学和微生物群落的空间分布特征,对传统的“前加顶”加碳策略进行了重新评价,提出了优化的“后加顶”加碳策略。该策略降低了单位总氮(TN)的化学需氧量(COD)消耗16%,为提高全规模缺氧池的反硝化效率和外部碳利用率提供了一种实用方法。
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引用次数: 0
Progress on encapsulation and entrapment of enzymes in electrospun nanofibers. 电纺丝纳米纤维中酶的包封和包封研究进展。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-01 Epub Date: 2025-10-21 DOI: 10.1007/s00449-025-03244-z
Ke Xin Eer, Roshanida A Rahman, Nur Aizura Mat Alewi

Electrospun nanofibers have attracted significant interest due to their high surface area-to-volume ratio, porosity, interconnected voids, and advantageous mechanical, chemical, and physical properties. Enzymes, known for its exceptional catalytic properties, are promising candidates for various industrial applications. However, the use of free enzymes is limited by challenges such as poor recyclability and susceptibility to environmental factors. Immobilization techniques offer a viable solution by enhancing the stability and activity of enzymes. This review compares four enzyme immobilization methods to identify the most effective strategy and focuses on the various approaches to optimize electrospinning methods, as well as parameters to maximize enzyme loading, activity retention, and stability. Among the various immobilization methods, entrapment and encapsulation of enzymes within electrospun nanofibers have garnered significant attention in recent years. The review discusses the applications and challenges associated with enzyme entrapment and encapsulation using electrospinning. Overall, advancements in electrospun nanofibers with encapsulated or entrapped enzymes highlight their potential as robust, efficient, and sustainable platforms for biosensors, therapeutics, antimicrobial applications, smart textiles, as well as food and wastewater treatment processes. Subsequently, future research should focus on scalable electrospinning processes, the development of eco-friendly materials, long-term enzyme stability, multi-enzyme systems, and a deeper mechanistic understanding to further enhance performance and safety.

静电纺纳米纤维由于其高表面积体积比、孔隙度、相互连接的空隙以及优越的机械、化学和物理性能而引起了人们的极大兴趣。酶以其特殊的催化性能而闻名,是各种工业应用的有希望的候选者。然而,自由酶的使用受到诸如可回收性差和易受环境因素影响等挑战的限制。固定化技术通过提高酶的稳定性和活性提供了一个可行的解决方案。本文比较了四种酶固定方法,以确定最有效的方法,并重点介绍了优化静电纺丝方法的各种方法,以及最大化酶负荷、活性保留和稳定性的参数。在各种固定化方法中,酶在静电纺纳米纤维内的包埋和包封是近年来备受关注的方法。综述了静电纺丝法在酶包封和酶包封方面的应用和面临的挑战。总的来说,包裹或包裹酶的电纺丝纳米纤维的进步突出了它们作为生物传感器、治疗、抗菌应用、智能纺织品以及食品和废水处理过程的强大、高效和可持续平台的潜力。因此,未来的研究应集中在可扩展的静电纺丝工艺、环保材料的开发、长期酶稳定性、多酶体系以及更深入的机理理解上,以进一步提高性能和安全性。
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引用次数: 0
A generalized hybrid machine learning framework for predicting biohydrogen production via dark fermentation of organic wastes. 预测有机废物暗发酵产氢的广义混合机器学习框架。
IF 3.6 3区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-02-01 Epub Date: 2025-11-08 DOI: 10.1007/s00449-025-03255-w
Nour Elislam Mougari, Djamal Eddine Ghersi, Farida Iachachene, Jean François Largeau, Müslüm Arici

The rising global demand for sustainable energy has directed significant attention towards biohydrogen production via dark fermentation of organic wastes. Accurate yield prediction is crucial for optimizing process conditions and enhancing overall process. This study aims to develop a robust and interpretable predictive framework that integrates kinetic modeling with a hybrid Bayesian Optimization-Artificial Neural Network (BO-ANN) approach for precise biohydrogen yield prediction. The core novelty lies in representing each substrate not as a simple category, but by its quantitative kinetic parameters from the Modified Gompertz equation, providing a biologically meaningful input. A comprehensive database compiled from the literature incorporates key process variables, including temperature, pH, residence time, and substrate concentration, along with kinetic parameters from the Modified Gompertz equation characterizing each substrate. The BO algorithm was employed to optimize the ANN architecture, and 5-fold cross-validation was used to evaluate model generalization ability. The proposed hybrid model achieved outstanding predictive performance (R² = 0.9980, RMSE = 0.0117, MAE = 0.0062), confirming its accuracy and robustness. Furthermore, SHAP analysis and correlation metrics provided interpretable insights into feature contributions, particularly the relevance of kinetic descriptors. Overall, the proposed BO-ANN framework offers a scalable, interpretable, and biologically grounded tool to improve predictive accuracy and support the design of more efficient and sustainable biohydrogen production systems.

全球对可持续能源不断增长的需求已经引起了人们对通过有机废物暗发酵生产生物氢的极大关注。准确的良率预测是优化工艺条件和提高整体工艺水平的关键。本研究旨在开发一种鲁棒且可解释的预测框架,该框架将动力学建模与混合贝叶斯优化-人工神经网络(BO-ANN)方法相结合,用于精确的生物氢产量预测。其核心新颖之处在于,它不是将每种基质作为一个简单的类别来表示,而是通过修正Gompertz方程中的定量动力学参数来表示,从而提供了具有生物学意义的输入。从文献中编译的综合数据库包含关键过程变量,包括温度,pH值,停留时间和底物浓度,以及表征每种底物的修正Gompertz方程的动力学参数。采用BO算法优化神经网络结构,采用5次交叉验证评价模型泛化能力。所提出的混合模型取得了较好的预测效果(R²= 0.9980,RMSE = 0.0117, MAE = 0.0062),验证了模型的准确性和鲁棒性。此外,SHAP分析和相关指标为特征贡献提供了可解释的见解,特别是动力学描述符的相关性。总体而言,提出的BO-ANN框架提供了一个可扩展、可解释和基于生物的工具,以提高预测准确性,并支持设计更高效和可持续的生物制氢系统。
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引用次数: 0
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Bioprocess and Biosystems Engineering
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