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Deep learning revolutionizes protein research: Advances in structure prediction, functional annotation, and engineered design. 深度学习革新蛋白质研究:结构预测、功能注释和工程设计的进展。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-14 DOI: 10.1016/j.jbiotec.2026.03.012
Jintong Zhang, Shengjie Wang, Le Gao, Qian Li

Recent advances in deep learning have fundamentally transformed protein research by creating a synergistic cycle that connects structure prediction, functional annotation, and rational design. This review presents an integrative framework to demonstrate how breakthroughs in one domain catalytically enable progress in the next. First, for a broad range of single-domain, globular proteins-particularly those with sufficient evolutionary information-end-to-end deep learning models exemplified by AlphaFold2 have achieved near-experimental accuracy, effectively addressing a core challenge in structural biology and generating an unprecedented repository of high-confidence predicted structures. This vast structural substrate then serves as the essential foundation for the "Understand" phase, where multimodal models increasingly integrate 3D coordinates with sequence and interaction data to achieve precise, mechanism-aware functional predictions that transcend homology-based inference. These deep functional insights, in turn, provide the critical biochemical constraints for the final "Create" phase. Here, generative AI and inverse folding models enable the de novo design of novel proteins-from enzymes to therapeutics-with tailored structures and functions, guided by desired activity blueprints. This self-reinforcing cycle is further amplified by hybrid experimental-computational workflows, such as cryo-EM integrated with AI, which resolve complex and dynamic assemblies. While challenges in data scarcity, interpretability, and out-of-distribution generalization persist, this unified "predict-understand-create" paradigm establishes deep learning as the cornerstone of a new era in protein science. It not only accelerates discovery in drug development and synthetic biology but also transforms the field from descriptive observation to principled, programmable engineering of biomolecular function.

深度学习的最新进展通过创建连接结构预测、功能注释和合理设计的协同循环,从根本上改变了蛋白质研究。这篇综述提出了一个综合框架来展示一个领域的突破如何催化下一个领域的进步。首先,对于大范围的单域球形蛋白,特别是那些具有足够进化信息的端到端深度学习模型,以AlphaFold2为例,已经达到了接近实验的精度,有效地解决了结构生物学中的核心挑战,并生成了前所未有的高可信度预测结构库。然后,这个巨大的结构基板作为“理解”阶段的基本基础,在这个阶段,多模态模型越来越多地将3D坐标与序列和相互作用数据集成在一起,以实现精确的、机制感知的功能预测,超越基于同源性的推断。反过来,这些深刻的功能见解为最后的“创建”阶段提供了关键的生化约束。在这里,生成式人工智能和逆折叠模型使新蛋白质的从头设计——从酶到治疗——具有定制的结构和功能,由所需的活动蓝图指导。这种自我强化的循环被混合实验-计算工作流程进一步放大,例如与人工智能集成的冷冻电镜,可以解决复杂和动态的组件。尽管在数据稀缺性、可解释性和分布外泛化方面的挑战仍然存在,但这种统一的“预测-理解-创造”范式将深度学习确立为蛋白质科学新时代的基石。它不仅加速了药物开发和合成生物学的发现,而且将该领域从描述性观察转变为生物分子功能的原则性,可编程工程。
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引用次数: 0
Immortalization of mesenchymal stromal cells by hTERT does not affect the functional properties of secreted extracellular vesicles. hTERT对间充质间质细胞的永生化不影响分泌的细胞外囊泡的功能特性。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-12 DOI: 10.1016/j.jbiotec.2026.03.010
Alessia Brancolini, Madhusudhan Reddy Bobbili, Marianne Pultar, Zahra Mazidi, Matthias Wieser, Johanna Gamauf, Marieke Theodora Roefs, Giulia Corso, Harini Nivarthi, Maria Belen Arteaga Paredes, Dieter Bettelheim, Elsa Arcalis, Sivun Dmitry, Jaroslaw Jacak, Iris Gerner, Andrea Bileck, Christoper Gerner, Matthias Hackl, Johannes Grillari, Regina Grillari-Voglauer

Mesenchymal stromal cell-derived extracellular vesicles (MSC-EVs) have emerged as promising and safe therapeutic agents, however, donor heterogeneities, limited replicative life span and changes in the cellular phenotype throughout in vitro cultivation remain major hurdles for scalable EV production. For these reasons, this study aims to investigate the use of hTERT immortalized ('telomerized') MSCs as a potential source for efficient, standardized, reliable MSC-EVs production by comparing parental primary to their telomerized MSC counterparts. We observed that hTERT expression does not affect cell morphology or cellular doubling time, while ensuring unlimited, stable in vitro propagation. In addition, telomerized WJ-MSCs maintained the canonical expression profile of surface markers and the tri-lineage differentiation potential of their primary counterparts. In terms of EV characteristics, the immortalization by hTERT expression did not affect size, number, cargo composition or biological activity regarding anti-inflammatory, anti-fibrotic and wound healing properties in vitro. In summary, the use of hTERT to immortalize MSCs leads to the creation of cell lines that continuously produce MSC-EVs without altering any key functionalities of the cells or resulting EVs. This suggests that telomerization of human cells from single donors is a promising strategy for generating cell factories that can produce EVs in standardized conditions at scale and with standardization.

间充质基质细胞衍生的细胞外囊泡(msc -EV)已成为一种有前景且安全的治疗药物,然而,供体异质性、有限的繁殖寿命和细胞表型在体外培养过程中的变化仍然是大规模生产msc的主要障碍。由于这些原因,本研究旨在通过比较亲代原代和端粒化MSC,研究hTERT永生化(端粒化)MSC作为高效、标准化、可靠的MSC- ev生产的潜在来源的使用。我们观察到,hTERT的表达不影响细胞形态或细胞倍增时间,同时确保无限,稳定的体外繁殖。此外,端粒化后的WJ-MSCs保持了表面标记物的典型表达谱和其初级对应物的三谱系分化潜力。在体外抗炎、抗纤维化和伤口愈合性能方面,通过表达hTERT永生化不影响体外培养的EV的大小、数量、载货成分或生物活性。总之,使用hTERT永生化MSCs可以产生连续产生msc - ev的细胞系,而不会改变细胞或产生的ev的任何关键功能。这表明,对来自单一供体的人类细胞进行端粒化是一种很有前途的策略,可以在标准化条件下大规模和标准化地生产电动汽车。
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引用次数: 0
Co-culturing bacteria with monospecific microalgal biofilms for improved biomass and lipid production. 细菌与单特异性微藻生物膜共培养提高生物量和脂质产量。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-11 DOI: 10.1016/j.jbiotec.2026.03.007
Nadeeshani Dehel Gamage, Aurélie Mossion, Murtaza Khan, Rejaul Karim, Vony Rabesaotra, Gaëtane Wielgosz-Collin, Thierry Lebeau, Vona Méléder

Integrating microbiome engineering into microalgal biofilms could offer an environmentally sustainable and economically viable strategy to enhance biomass and lipid yields while leveraging the inherent advantages of biofilm-based systems. Building on this hypothesis, our objective was to improve biomass and lipid production in the naturally biofilm-forming marine benthic diatom, Amphora sp. (NCC169) by co-culturing it with two of its native biofilm associated bacteria, Nitratireductor sp. and Sulfitobacter sp., in a vertical porous substrate biofilm photobioreactor (PSBR) operated in batch mode. Axenic, non-axenic, and co-cultures were maintained in triplicate for 15 days in F/2 enriched artificial seawater at 18 ± 1 °C under continuous light (100 μmol photons.m⁻².s⁻¹). Biomass and lipid content were quantified gravimetrically, followed by fatty acid profiling via gas chromatography-mass spectrometry (GC-MS) at three harvesting days (3, 6, and 15). Results showed that the Amphora-Nitratireductor co-culture achieved the highest surface biomass (2.54 ± 0.39 g.m⁻²) and productivity (0.99 ± 0.26 g.m⁻².day⁻¹) on day 3, further peaking on day 6 (7.27 ± 1.31 g.m⁻²; 1.24 ± 0.16 g.m⁻².day⁻¹) and were significantly different from the non-axenic control. The Amphora-Sulfitobacter co-culture recorded a significantly higher lipid yield on day 3 (1.51 ± 0.31 g.m⁻²), surpassing axenic cultures by 3-fold, non-axenic by 6-fold, and Amphora-Nitratireductor by 5-fold, with a lipid content of 67.03 ± 17.80% of Amphora dry biomass weight. The fatty acid profile of Amphora sp. remained largely consistent across culture conditions and harvest days, dominated by palmitic acid (16:0) and palmitoleic acid (16:1), with low polyunsaturated fatty acid levels, highlighting its potential for pharmaceutical, nutraceutical, cosmetic, and bioenergy applications.

将微生物组工程整合到微藻生物膜中可以提供一种环境可持续和经济可行的策略,以提高生物量和脂质产量,同时利用生物膜系统的固有优势。基于这一假设,我们的目标是通过将天然形成生物膜的海洋底栖硅藻Amphora sp. (NCC169)与两种天然生物膜相关细菌Nitratireductor sp.和Sulfitobacter sp.在垂直多孔基质生物膜光生物反应器(PSBR)中以批处理模式共同培养,提高其生物量和脂质产量。无菌、非无菌和共培养三份,在富F/2的人工海水中,在18±1°C的连续光照下(100 μmol光子)保持15天。生物量和脂质含量用重量法定量,然后在收获3天(3,6和15)时通过气相色谱-质谱(GC-MS)进行脂肪酸谱分析。结果显示,Amphora-Nitratireductor共培养在第3天达到了最高的表面生物量(2.54±0.39g.m⁻²)和生产力(0.99±0.26g.m⁻².day⁻¹),在第6天达到了高峰(7.27±1.31g.m⁻²;1.24±0.16g.m⁻²)。Day(毒毒学发展毒毒学发展毒毒学发展),与非无菌对照组有显著差异。的Amphora-Sulfitobacter培养脂质收益率显著高于第三天(1.51±0.31通用⁻²),超过了三倍的无菌培养,由留学生non-axenic Amphora-Nitratireductor 5倍,脂质含量为67.03±17.80%的土罐干重的重量。双耳草的脂肪酸分布在不同的培养条件和采收期基本保持一致,以棕榈酸(16:0)和棕榈油酸(16:1)为主,多不饱和脂肪酸水平较低,突出了其在制药、营养保健、化妆品和生物能源方面的应用潜力。
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引用次数: 0
Computational design of a single-chain galectin-1 yields a stable variant with retained glycan binding activity. 单链半乳糖凝集素-1的计算设计产生了具有保留聚糖结合活性的稳定变体。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-11 DOI: 10.1016/j.jbiotec.2026.03.011
Dajana Kolanovic, Markus Braun, Rajeev Pasupuleti, Georg Mlynek, Jakob Wallner, Gustav Oberdorfer, Birgit Wiltschi

Developing galectin-1-based therapeutics faces challenges that are specific for this lectin, such as its differing redox states and reversible monomer-dimer equilibrium. The generation of a cysteine-less mutant of galectin-1 (CSGal-1) stabilized its redox behavior, while the development of a covalently linked galectin-1 dimer avoided its concentration-dependent monomer-dimer equilibrium. However, the type and length of the linker can affect the therapeutic potency of the covalent construct, as well as the protein titer, solubility, domain folding or bioactivity. Therefore, the computational design of a linker with desired properties and predictable behavior is highly desired. In this study, we de novo designed three different linkers to covalently connect the two subunits of CSGal-1. The CSGal-1 subunits were genetically fused via the designed linkers and produced as single-chain (sc) proteins for the first time. The data showed that the sc construct with the longest and most acidic linker exhibited the highest expression titer, solubility, and even ability to refold from inclusion bodies, which was in accordance with the in silico prediction. Further, we characterized the best performing scCSGal-1 construct against the noncovalent dimer of CSGal-1. Data from differential scanning fluorimetry and isothermal titration calorimetry demonstrated that scCSGal-1 retained its functionality with a binding affinity and thermodynamic profile similar to that of noncovalently dimerized CSGal-1. These findings underscore the strength of the computational approach in linker design and encourage its extension to other lectins that require a stable dimeric form in their applications.

开发基于半乳糖凝集素-1的治疗方法面临着这种凝集素特有的挑战,例如其不同的氧化还原状态和可逆的单体-二聚体平衡。半胱氨酸缺失的半乳糖凝集素-1突变体(CSGal-1)的产生稳定了其氧化还原行为,而共价连接的半乳糖凝集素-1二聚体的发展避免了其浓度依赖的单体-二聚体平衡。然而,连接体的类型和长度会影响共价结构的治疗效力,以及蛋白质滴度、溶解度、结构域折叠或生物活性。因此,对具有理想性能和可预测行为的连接器进行计算设计是非常必要的。在这项研究中,我们重新设计了三种不同的连接物来共价连接CSGal-1的两个亚基。CSGal-1亚基通过所设计的连接子进行基因融合,首次产生单链(sc)蛋白。数据显示,连接最长、酸性最强的sc结构体具有最高的表达滴度、溶解度,甚至能够从包涵体中折叠,这与计算机预测一致。此外,我们还鉴定了针对CSGal-1非共价二聚体表现最好的scCSGal-1结构体。差示扫描荧光法和等温滴定量热法的数据表明,scCSGal-1具有与非共价二聚体CSGal-1相似的结合亲和力和热力学特征,保留了其功能。这些发现强调了计算方法在连接体设计中的优势,并鼓励将其扩展到其他需要稳定二聚体形式的凝集素中。
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引用次数: 0
A Biocompatible and Flexible medium chain length PHA, P(3HB-co-20mol%3HHx) for Neural Tissue Engineering. 一种生物相容性和柔韧的中链长度PHA, P(3HB-co-20mol%3HHx),用于神经组织工程。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-10 DOI: 10.1016/j.jbiotec.2026.03.002
Lara Santolin, Caroline S Taylor, Björn Weiske, David A Gregory, Emmanuel Asare, Annabelle Fricker, Andrea Mele, John W Haycock, Sebastian L Riedel, Ipsita Roy

Polyhydroxyalkanoates (PHAs) have shown much promise as materials in nerve tissue engineering. Poly(3-hydroxybutyrate-co-3-hydroxyhexanoate) [P(3HB-co-3HHx)] has excellent biocompatibility, biodegradability, and tuneable mechanical properties, which are much more flexible than Poly(3-hydroxybutyrate), P(3HB). In this study, the potential of P(3HB-co-20mol%3HHx), produced by an engineered Cupriavidus necator strain, was investigated and compared with P(3HB), produced by Bacillus subtilis OK2, and polycaprolactone (PCL) for nerve tissue engineering applications. The PHAs were produced by batch/fed-batch fermentation. Solvent cast films were prepared using P(3HB-co-20mol%3HHx), P(3HB) and PCL, and evaluated for morphology, topography and mechanical properties. In addition, their ability to support proliferation, viability and differentiation of NG108-15 was also evaluated. Mechanical properties showed that P(3HB-co-20mol%3HHx) films were more suitable for soft tissue engineering applications, than the homopolymer P(3HB). In addition, P(3HB-co-20mol%3HHx) films demonstrated superior NG108-15 neuronal cell adhesion, proliferation and viability and supported NG108-15 neuronal cell differentiation, outperforming PCL films, the current FDA approved biopolymer used in peripheral nerve repair.

聚羟基烷酸酯(PHAs)作为神经组织工程材料具有广阔的应用前景。聚(3-羟基丁酸酯-co-3-羟基己酸酯)[P(3HB-co- 3hhx)]具有优异的生物相容性、生物可降解性和可调节的力学性能,比聚(3-羟基丁酸酯),P(3HB)具有更大的柔韧性。本研究研究了一种工程铜芽孢杆菌(Cupriavidus necator)菌株生产的P(3HB-co-20mol%3HHx)与枯草芽孢杆菌(Bacillus subtilis OK2)生产的P(3HB)和聚己内酯(PCL)在神经组织工程中的应用潜力,并进行了比较。pha采用分批/补料分批发酵生产。采用P(3HB-co-20mol%3HHx)、P(3HB)和PCL制备了溶剂型铸造膜,并对其形貌、形貌和力学性能进行了评价。此外,还对其支持NG108-15增殖、活力和分化的能力进行了评价。力学性能表明,P(3HB-co-20mol%3HHx)薄膜比均聚物P(3HB)更适合于软组织工程应用。此外,P(3HB-co-20mol%3HHx)膜表现出优越的NG108-15神经细胞粘附、增殖和活力,并支持NG108-15神经细胞分化,优于PCL膜(目前FDA批准用于周围神经修复的生物聚合物)。
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引用次数: 0
Ethanol alleviates glucose stress from Euglena gracilis. 乙醇可减轻薄叶菊的葡萄糖应激。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-10 DOI: 10.1016/j.jbiotec.2026.03.009
Minami Makimoto, Takashi Osanai

Euglena gracilis, a microalga, can be cultured under photoautotrophic, heterotrophic, or mixotrophic conditions. This species can produce proteins, vitamins, and lipids. Based on previous reports, paramylon, a storage polysaccharide of E. gracilis and a type of β-1,3-glucan, can inhibit the development of skin lesions. Glucose increases the proliferation of E. gracilis and the accumulation of paramylon. However, excess glucose decreases the proliferation of E. gracilis because of high osmotic pressure. In this study, we found that E. gracilis cells cultured with high concentrations of glucose became hypertrophied rather than dehydrated and shrunken. The addition of ethanol (concentration of 0.5%) improved the proliferation of E. gracilis under a high glucose concentration of 400 mM. The addition of ethanol resulted in spindle-shaped cells similar to those observed under a no-glucose condition. These results indicate that ethanol alleviates glucose stress in E. gracilis, revealing the physiological aspects of E. gracilis under heterotrophic conditions.

细叶藻是一种微藻,可以在光自养、异养或混合营养条件下培养。这个物种可以生产蛋白质、维生素和脂类。根据以往的报道,芦笋多糖和β-1,3-葡聚糖可以抑制皮肤病变的发展。葡萄糖增加薄叶梭菌的增殖和paramylon的积累。然而,由于高渗透压,过量的葡萄糖会降低薄叶菊的增殖。在本研究中,我们发现高浓度葡萄糖培养的薄叶菊细胞变得肥大而不是脱水和萎缩。在高葡萄糖浓度400mM条件下,乙醇(浓度0.5%)的加入促进了薄叶菊的增殖。乙醇的加入导致纺锤形细胞类似于在无葡萄糖条件下观察到的细胞。这些结果表明,乙醇可减轻薄叶菊的葡萄糖应激,揭示了异养条件下薄叶菊的生理特征。
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引用次数: 0
Autotrophic isopropanol production by Cupriavidus necator using industrial biogas and incinerator flue gases as carbon sources. 利用工业沼气和焚烧炉烟气作为碳源的铜炉自养异丙醇生产。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-08 DOI: 10.1016/j.jbiotec.2026.03.005
I Weickardt, A Zhang, E Lombard, E Grousseau, L M Blank, C Chenebault, B Percheron, N Gorret, S E Guillouet

Gas fermentation is a promising approach to reduce carbon emissions of production processes by using microorganisms to convert industrial gas streams into valuable carbon-based products. Here, isopropanol production by engineered Cupriavidus necator from CO2-rich gas streams is presented. Four different engineered strains were tested first on synthetic gas mixture, and one was selected, namely Re2133/pEG7d, for further evaluation on two different industrial CO2-rich gas streams. Up to 1.6 g L-1 of isopropanol was obtained in autotrophic gas flasks with this strain. Then, raw biogas from landfill containing 45% methane was successfully used as a CO2 source for isopropanol production with this strain Re2133/pEG7d producing up to 2.35 ± 0.25 g L-1, and methane enrichment was demonstrated. Finally, flue gases from a municipal incinerator were used as a source of CO2 and O2 for the autotrophic cultivation of the strain Re2133/pEG7d, obtaining a final isopropanol concentration of 2.5 ± 0.3 g L-1. This work highlighted the robustness of C. necator to potential industrial gas stream impurities and its versatility in using diverse gaseous feedstocks, promising future developments at larger scale.

气体发酵是一种很有前途的方法,通过利用微生物将工业气体转化为有价值的碳基产品,从而减少生产过程中的碳排放。本文介绍了利用工程铜反应器从富含二氧化碳的气流中生产异丙醇。首先对四种不同的工程菌株在合成气体混合物上进行了测试,并选择了一种菌株Re2133/pEG7d,对两种不同的工业富二氧化碳气流进行了进一步的评价。用该菌株在自养气瓶中可获得高达1.6gL-1的异丙醇。然后,利用含有45%甲烷的垃圾填埋场生沼气作为CO2源,该菌株Re2133/pEG7d的产异丙醇最高可达2.35±0.25gL-1,并证实了甲烷富集。最后,以某城市焚烧炉烟气为CO2和O2源,对菌株Re2133/pEG7d进行自养培养,最终异丙醇浓度为2.5±0.3gL-1。这项工作强调了C. necator对潜在工业气流杂质的鲁棒性,以及它在使用各种气体原料方面的多功能性,有望在更大规模的发展。
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引用次数: 0
Dynamic regulation of ROS stress in the accumulation of L-lysine in Escherichia coli 活性氧胁迫对大肠杆菌赖氨酸积累的动态调控。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-24 DOI: 10.1016/j.jbiotec.2026.01.011
Li Zhang, Jianan Yang, Zhixuan Lv, Longjun Han, Zhiwei Zha, Zhijie Cheng, Xu Yang, Zhengyang Xu, Lei Yang, Jian Gao
Oxidative stress in Escherichia coli during chemical production, caused by reactive oxygen species (ROS), impairs cell viability and limits output. This study addressed product accumulation and ROS stress in L-lysine-producing strains. Genetic engineering created three variants: dynamically up-regulated R1, down-regulated R2, and temporally regulatable R3 to reduce ROS during fermentation. Under stress conditions, all engineered strains showed significantly lower ROS levels versus parental strain R0, with R3 exhibiting the greatest reduction. Fermentation confirmed R3's superior performance, yielding 85.8 % more L-lysine than R0. These results demonstrate that constructing ROS mitigator achieves precise ROS control and efficient L-lysine synthesis. This dynamic regulation strategy enhances cell viability and production performance under oxidative stress, providing a viable approach for improving engineered cell factories' stress resistance.
在化学生产过程中,由活性氧(ROS)引起的大肠杆菌氧化应激会损害细胞活力并限制产量。本研究研究了l -赖氨酸产生菌株的产物积累和ROS胁迫。基因工程创造了三种变体:动态上调的R1,下调的R2和暂时可调节的R3,以减少发酵过程中的ROS。在胁迫条件下,与亲本菌株R0相比,所有工程菌株的ROS水平均显著降低,其中R3的降幅最大。发酵证实了R3的优越性能,其l -赖氨酸产量比R0高出85.8%。这些结果表明,构建ROS缓解剂可以实现ROS的精确控制和l -赖氨酸的高效合成。这种动态调控策略提高了氧化胁迫下的细胞活力和生产性能,为提高工程细胞工厂的抗逆性提供了可行的途径。
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引用次数: 0
Integrative omics approaches for bioactive metabolite discovery in marine macroalgae: Recent advances and future perspectives 综合组学方法在海洋大型藻类生物活性代谢物的发现:最新进展和未来展望。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-19 DOI: 10.1016/j.jbiotec.2026.01.007
M. Marimuthu , M. Anitha , P. Prakash , Meivelu Moovendhan
Phlorotannins, bromophenols, sulfated polysaccharides, terpenoids, lipids and halogenated molecules exhibit potent antioxidant, anticancer, anti-inflammatory, and antimicrobial properties. Conventional discovery methods, such as solvent extraction and bioassay-guided fractionation, are limited by low throughput, specificity, and poor insight into biosynthetic mechanisms. High-throughput omics platforms including genomics, transcriptomics, proteomics, and metabolomics have transformed the discovery of bioactive metabolites in macroalgae by unraveling system-wide interpretation of biosynthetic pathways. This review outlines omics-driven strategies for macroalgal natural product research, highlighting genome sequencing and annotation efforts. Transcriptome-based biosynthetic gene cluster (BGC) mining, and gene regulation analysis via RNA-seq. Proteomic approaches such as 2D electrophoresis, LC-MS/MS, and MALDI-TOF are discussed for their role in elucidating enzyme functions and post-translational modifications. Metabolomics tools, including GC-MS, LC-MS, and NMR, paired with platforms like GNPS and MetaboAnalyst, have improved metabolite identification, dereplication and pathway analysis. Emerging integrative multi-omics frameworks combining machine learning and systems biology are paving the way for predictive, precision-driven bioprospecting. Nonetheless, challenges persist, including incomplete genome assemblies, taxonomic inconsistencies and limited reference databases. This review emphasizes how omics technologies are deciphering and mechanistically elucidating the untapped metabolic potential of marine macroalgae, accelerating their application in biotechnology and therapeutic innovation.
绿单宁、溴酚、磺化多糖、萜类、脂类和卤化分子表现出强大的抗氧化、抗癌、抗炎和抗菌特性。传统的发现方法,如溶剂萃取和生物测定引导分离,受到低通量、特异性和对生物合成机制缺乏了解的限制。包括基因组学、转录组学、蛋白质组学和代谢组学在内的高通量组学平台通过揭示生物合成途径的全系统解释,改变了大型藻类中生物活性代谢物的发现。本文概述了大藻天然产物研究的组学驱动策略,重点介绍了基因组测序和注释工作。基于转录组的生物合成基因簇(BGC)挖掘及RNA-seq基因调控分析。蛋白质组学方法,如二维电泳,LC-MS/MS和MALDI-TOF讨论了它们在阐明酶功能和翻译后修饰中的作用。代谢组学工具,包括GC-MS, LC-MS和NMR,与GNPS和MetaboAnalyst等平台配对,改进了代谢物鉴定,去复制和途径分析。结合机器学习和系统生物学的新兴综合多组学框架为预测、精确驱动的生物勘探铺平了道路。然而,挑战仍然存在,包括不完整的基因组组装,分类不一致和有限的参考数据库。本文着重介绍了组学技术如何破译和机械地阐明海洋巨藻未开发的代谢潜力,加速其在生物技术和治疗创新中的应用。
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引用次数: 0
Two industrial media reveal a mitochondrial disfunction in CHO cell cultures co-fed with glucose and lactic acid 两种工业培养基揭示了葡萄糖和乳酸共同喂养的CHO细胞培养中的线粒体功能障碍。
IF 3.9 2区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2026-03-01 Epub Date: 2026-01-06 DOI: 10.1016/j.jbiotec.2026.01.002
Keegan Orzechowski , Johanna Vappiani-Korben , Daniel C. Sevin , Juan Aon
Metabolomics analyses of cell culture processes can provide valuable insight into cellular physiology that can be leveraged to develop more productive processes. In this work, we applied metabolomics to interrogate CHO cell behavior in two industrial chemically-defined media in cultures co-fed with glucose and lactic acid. We previously reported that secreted acylcarnitines are indicative of altered mitochondrial metabolism when cultures are fed lactic acid and serve to maintain homeostasis between free CoA, acetyl-CoA, free carnitines, and acylcarnitines (Vappiani et al., 2021). One of the two media (“Medium B”) increased significantly viable-cell count and antibody titer than Medium A. Here, we report that CHO’s mitochondrial dysfunctionality based on the secretion of acylcarnitines in lactic acid-fed cultures depends on the overall medium composition. We hypothesize that in order to achieve better growth and titer, Medium B exhibited an increased oxidative phosphorylation based on the lower secretion of acylcarnitines and a differential utilization of riboflavin and thiamine, precursors of coenzymes required to enhance mitochondrial pyruvate incorporation and TCA cycle function. Therefore, our data provides further evidence that non-obvious changes to medium composition can have substantial effects on CHO-based production processes by altering the activity of oxidative phosphorylation required for the proper functioning of mitochondria but also for better antibody production.
细胞培养过程的代谢组学分析可以为细胞生理学提供有价值的见解,可以用来开发更有成效的过程。在这项工作中,我们应用代谢组学来询问CHO细胞在两种工业化学定义的培养基中与葡萄糖和乳酸共同培养的行为。我们之前报道过,当培养物被喂食乳酸时,分泌的酰基肉毒碱表明线粒体代谢发生了变化,并有助于维持游离辅酶a、乙酰辅酶a、游离肉毒碱和酰基肉毒碱之间的稳态(Vappiani等,2021)。两种培养基中的一种(“培养基B”)比培养基a显著增加活细胞计数和抗体滴度。这里,我们报道了乳酸培养物中基于酰基肉碱分泌的CHO线粒体功能障碍取决于整体培养基组成。我们假设,为了获得更好的生长和滴度,Medium B表现出基于较低的酰基肉碱分泌和对核黄素和硫胺素的不同利用而增加的氧化磷酸化,这是增强线粒体丙酮酸结合和TCA循环功能所需的辅酶前体。因此,我们的数据提供了进一步的证据,证明培养基成分的不明显变化可以通过改变线粒体正常功能所需的氧化磷酸化活性,对基于cho的生产过程产生实质性影响,同时也可以更好地产生抗体。
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Journal of biotechnology
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