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Cargo quantification of functionalized DNA origami for therapeutic application 用于治疗的功能化 DNA 折纸的货物定量
Pub Date : 2024-08-27 DOI: 10.1101/2024.08.27.609963
Olivia Young, Hawa Dembele, Anjali Rajwar, Ick Chan Kwon, Ju Hee Ryu, William Shih, Yang Zeng
In recent years, notable advances in nanotechnology-based drug delivery have emerged. A particularly promising platform in this field is DNA origami-based nanoparticles, which offer highly programmable surfaces, providing precise control over the nanoscale spacing and stoichiometry of various cargo. These versatile particles are finding diverse applications ranging from basic molecular biology to diagnostics and therapeutics. This growing interest creates the need for effective methods to quantify cargo on DNA origami nanoparticles. Our study consolidates several previously validated methods focusing on gel-based and fluorescence-based techniques, including multiplexed quantification of protein, peptide, and nucleic acid cargo on these nanoparticles. This work may serve as a valuable resource for groups researchers keen on utilizing DNA origami-based nanoparticles in therapeutic applications.
近年来,基于纳米技术的药物输送技术取得了显著进展。DNA 折纸纳米粒子是这一领域中一个特别有前途的平台,它具有高度可编程的表面,可精确控制各种货物的纳米级间距和化学计量。这些用途广泛的微粒正被广泛应用于从基础分子生物学到诊断和治疗的各个领域。这种日益增长的兴趣需要有效的方法来量化 DNA 折纸纳米粒子上的货物。我们的研究整合了之前几种经过验证的方法,重点是基于凝胶和荧光的技术,包括对这些纳米颗粒上的蛋白质、肽和核酸货物进行多重定量。这项工作可为热衷于利用基于 DNA 折纸的纳米粒子进行治疗的研究小组提供宝贵的资源。
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引用次数: 0
Expanding the biotechnological scope of metabolic sensors through computation-aided designs 通过计算辅助设计扩大代谢传感器的生物技术范围
Pub Date : 2024-08-23 DOI: 10.1101/2024.08.23.609350
Enrico Orsi, Helena Schulz-Mirbach, Charles A.R. Cotton, Ari Satanowski, Henrik Petri, Susanne L. Arnold, Natalia Grabarczyk, Rutger Verbakel, Karsten S. Jensen, Stefano Donati, Nicole Paczia, Timo Glatter, Andreas Markus Kueffner, Tanguy Chotel, Farah Schillmueller, Alberto De Maria, Hai He, Steffen N. Lindner, Elad Noor, Arren Bar-Even, Tobias J. Erb, Pablo Ivan Nikel
Metabolic sensors are microbial strains modified so that biomass formation correlates with the availability of specific metabolites. These sensors are essential for bioengineering (e.g. in growth-coupled designs) but creating them is often a time-consuming and low-throughput process that can potentially be streamlined by in silico analysis. Here, we present the systematic workflow of designing, implementing, and testing versatile Escherichia coli metabolic sensor strains. Glyoxylate, a key metabolite in (synthetic) CO2 fixation and carbon-conserving pathways, served as the test molecule. Through iterative screening of a compact metabolic model, we identified non-trivial growth-coupled designs that resulted in six metabolic sensors with a wide sensitivity range for glyoxylate, spanning three orders of magnitude in detected concentrations. We further adapted these E. coli strains for sensing glycolate and demonstrated their utility in both pathway engineering (testing a key metabolic module via glyoxylate) and applications in environmental monitoring (quantifying glycolate produced by photosynthetic microalgae). The versatility and ease of implementation of this workflow make it suitable for designing and building multiple metabolic sensors for diverse biotechnological applications.
代谢传感器是对微生物菌株进行改造,使其生物量的形成与特定代谢物的可用性相关。这些传感器对于生物工程(如生长耦合设计)至关重要,但创建这些传感器往往是一个耗时且低通量的过程,而通过硅学分析则有可能简化这一过程。在这里,我们介绍了设计、实施和测试多功能大肠杆菌代谢传感器菌株的系统工作流程。乙醛酸是(合成)二氧化碳固定和碳保存途径中的一种关键代谢物,我们将其作为测试分子。通过对紧凑型代谢模型的迭代筛选,我们确定了非琐碎的生长耦合设计,产生了六种代谢传感器,它们对乙醛酸盐的灵敏度范围很广,检测浓度跨越了三个数量级。我们进一步改造了这些大肠杆菌菌株,使其能够感知乙醛酸盐,并展示了它们在途径工程(通过乙醛酸盐测试关键代谢模块)和环境监测(量化光合微藻产生的乙醛酸盐)中的应用。该工作流程的多功能性和易实施性使其适用于设计和构建多种代谢传感器,以用于各种生物技术应用。
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引用次数: 0
Confinement and Catalysis Within De Novo Designed Peptide Barrels 新设计肽桶内的封闭和催化作用
Pub Date : 2024-08-22 DOI: 10.1101/2024.08.22.609140
Rokas Petrenas, Olivia A. Hawkins, Jacob F. Jones, D. Arne Scott, Jordan M. Fletcher, Ulrike Obst, Lucia Lombardi, Fabio Pirro, Graham J. Leggett, Thomas A. A. Oliver, Derek N. Woolfson
De novo protein design has advanced such that many peptide assemblies and protein structures can be generated predictably and quickly. The drive now is to bring functions to these structures, for example, small-molecule binding and catalysis. The formidable challenge of binding and orienting multiple small molecules to direct chemistry is particularly important for paving the way to new functionalities. To address this, here we describe the design, characterization, and application of small-molecule:peptide ternary complexes in aqueous solution. This uses alpha-helical barrel (alphaHB) peptide assemblies, which comprise 5 or more alpha-helices arranged around central channels. These channels are solvent accessible, and their internal dimensions and chemistries can be altered predictably. Thus, alphaHBs are analogous to Prime molecular flasks made in supramolecular, polymer, and materials chemistry. Using Forster resonance energy transfer as a readout, we demonstrate that specific alphaHBs can accept two different organic dyes, 1,6-diphenyl-1,3,5-hexatriene and Nile Red in close proximity. In addition, two anthracene molecules can be accommodated within an alphaHB to promote photocatalytic anthracene-dimer formation. However, not all ternary complexes are productive, either in energy transfer or photocatalysis, illustrating the control that can be exerted by judicious choice and design of the alphaHB.
从头开始的蛋白质设计已经发展到可以预测并快速生成许多肽组合和蛋白质结构。现在的动力是为这些结构带来功能,例如小分子结合和催化。如何将多种小分子结合并定向到直接化学反应中是一项艰巨的挑战,这对于开发新功能尤为重要。为了解决这个问题,我们在此介绍水溶液中的小分子:肽三元复合物的设计、表征和应用。这种三元复合物采用α-螺旋桶(alphaHB)多肽组合,其中包括围绕中心通道排列的 5 个或更多的α-螺旋。这些通道可进入溶剂中,其内部尺寸和化学性质可预测改变。因此,α-HB 类似于超分子、聚合物和材料化学中的擎天柱分子烧瓶。利用福斯特共振能量转移作为读数,我们证明特定的 alphaHBs 可以接受两种不同的有机染料:1,6-二苯基-1,3,5-己三烯和尼罗红。此外,αHB 中还能容纳两个蒽分子,从而促进光催化蒽二聚体的形成。不过,并非所有的三元复合物都能产生能量转移或光催化效果,这说明了通过明智地选择和设计 alphaHB 可以进行控制。
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引用次数: 0
Multi-Layer Autocatalytic Feedback Enables Integral Control Amidst Resource Competition and Across Scales 多层自催化反馈可在资源竞争中实现跨尺度综合控制
Pub Date : 2024-08-22 DOI: 10.1101/2024.08.22.609155
Armin M. Zand, Stanislav Anastassov, Timothy Frei, Mustafa Khammash
Integral feedback control strategies have proven effective in regulating protein expression in unpredictable cellular environments. These strategies, grounded in model-based designs and control theory, have advanced synthetic biology applications. Autocatalytic integral feedback controllers, utilizing positive autoregulation for integral action, are particularly promising due to their similarity to natural behaviors like self-replication and positive feedback seen across biological scales. However, their effectiveness is often hindered by resource competition and context-dependent couplings. This study addresses these challenges with a multi-layer feedback strategy, enabling population-level integral feedback and multicellular integrators. We provide a generalized mathematical framework for modeling resource competition in complex genetic networks, supporting the design of intracellular control circuits. Our controller motif demonstrated precise regulation in tasks ranging from gene expression control to population growth in multi-strain communities. We also explore a variant capable of ratiometric control, proving its effectiveness in managing gene ratios and co-culture compositions in engineered microbial ecosystems. These findings offer a versatile approach to achieving robust adaptation and homeostasis from subcellular to multicellular scales.
在不可预测的细胞环境中,积分反馈控制策略已被证明能有效调节蛋白质的表达。这些基于模型设计和控制理论的策略推动了合成生物学的应用。自催化积分反馈控制器利用正向自调节实现积分作用,由于其与自我复制和正反馈等跨生物尺度的自然行为相似,因此特别具有发展前景。然而,它们的有效性往往受到资源竞争和上下文相关耦合的阻碍。本研究采用多层反馈策略来应对这些挑战,从而实现种群级积分反馈和多细胞积分器。我们为复杂遗传网络中的资源竞争建模提供了一个通用数学框架,支持细胞内控制电路的设计。在多菌株群落的基因表达控制和种群增长等任务中,我们的控制器图案表现出了精确的调控能力。我们还探索了一种能够进行比例控制的变体,证明了它在管理工程微生物生态系统中的基因比例和共培养成分方面的有效性。这些发现为实现从亚细胞到多细胞尺度的稳健适应和平衡提供了一种多功能方法。
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引用次数: 0
Magnetic Activation of Spherical Nucleic Acids for the Remote Control of Synthetic Cells 磁激活球形核酸以远程控制合成细胞
Pub Date : 2024-08-21 DOI: 10.1101/2024.08.21.608917
Ellen Parkes, Assala Al Samad, Giacomo Mazzotti, Charlie Newell, Brian Ng, Amy Radford, Michael J Booth
The advancement of synthetic cells as drug delivery devices hinges on the development of targeting strategies, in particular the controlled synthesis of biomolecules in-situ using a deeply penetrative stimulus. To address this, we have designed spherical nucleic acids comprising DNA promoter sequences decorating magnetic nanoparticle cores. By harnessing the heat dissipated from magnetic hyperthermia (a clinically-approved anticancer therapy) we tightly controlled cell-free protein synthesis. We then deployed a tissue phantom that is impenetrable by current activation methods to demonstrate the potential of this technology for the remote control of synthetic cells using deeply tissue-penetrating magnetic fields. This paves the way for targeting and controlling the in-situ synthesis of biomolecules deep within the body.
合成细胞作为药物输送设备的发展取决于靶向策略的开发,特别是利用深度穿透性刺激在原位控制合成生物分子。为此,我们设计了由 DNA 启动子序列组成的球形核酸,并以磁性纳米粒子为核心进行装饰。通过利用磁热效应(一种临床批准的抗癌疗法)产生的热量,我们严格控制了无细胞蛋白质合成。然后,我们部署了一个目前的活化方法无法穿透的组织模型,展示了这项技术利用深度穿透组织的磁场远程控制合成细胞的潜力。这为瞄准和控制体内深层生物分子的原位合成铺平了道路。
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引用次数: 0
Covalently linked adenovirus-AAV complexes as a novel platform technology for gene therapy 共价连接的腺病毒-AAV 复合物作为基因治疗的新型平台技术
Pub Date : 2024-08-21 DOI: 10.1101/2024.08.21.609008
Logan Thrasher Collins, Wandy Beatty, Buhle Moyo, Michele Alves-Bezerra, Ayrea Hurley, William Lagor, Gang Bao, Zhi Hong Lu, David T Curiel
Adeno-associated virus (AAV) has found immense success as a delivery system for gene therapy, yet the small 4.7 kb packaging capacity of the AAV sharply limits the scope of its application. In addition, high doses of AAV are frequently required to facilitate therapeutic effects, leading to acute toxicity issues. While dual and triple AAV approaches have been developed to mitigate the packaging capacity problem, these necessitate even higher doses to ensure that co-infection occurs at sufficient frequency. To address these challenges, we herein describe a novel delivery system consisting of adenovirus (Ad) covalently linked to multiple adeno-associated virus (AAV) capsids as a new way of more efficiently co-infecting cells with lower overall amounts of AAVs. We utilize the DogTag-DogCatcher (DgT-DgC) molecular glue system to construct our AdAAVs and we demonstrate that these hybrid virus complexes achieve enhanced co-transduction of cultured cells. This technology may eventually broaden the utility of AAV gene delivery by providing an alternative to dual or triple AAV which can be employed at lower dose while reaching higher co-transduction efficiency.
腺相关病毒(AAV)作为基因治疗的一种传递系统取得了巨大成功,然而,AAV 4.7 kb 的小包装容量极大地限制了其应用范围。此外,为了达到治疗效果,往往需要高剂量的 AAV,从而导致急性毒性问题。虽然已经开发出双AAV和三AAV方法来缓解包装容量问题,但这些方法需要更高的剂量,以确保以足够的频率发生共感染。为了应对这些挑战,我们在本文中描述了一种新型递送系统,该系统由与多个腺相关病毒(AAV)包壳共价连接的腺病毒(Ad)组成,是一种以较低的 AAV 总用量更有效地联合感染细胞的新方法。我们利用 DogTag-DogCatcher (DgT-DgC) 分子胶系统构建 AdAAVs,并证明这些混合病毒复合物可增强培养细胞的共转染能力。这项技术最终可能会扩大 AAV 基因递送的应用范围,为双 AAV 或三 AAV 提供一种替代方案,既能降低使用剂量,又能提高共转导效率。
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引用次数: 0
Genetic bioaugmentation-mediated bioremediation of terephthalate in soil microcosms using an engineered environmental plasmid 利用工程化环境质粒在土壤微生态系统中对对苯二甲酸盐进行基因生物增强介导的生物修复
Pub Date : 2024-08-19 DOI: 10.1101/2024.08.19.608593
Alejandro Marquiegui Alvaro, Anastasia Kottara, MICAELA CHACON, Michael Brockhurst, Neil Dixon
Harnessing in situ microbial communities to clean-up polluted natural environments is a potentially efficient means of bioremediation, but often the necessary genes to breakdown pollutants are missing. Genetic bioaugmentation, whereby the required genes are delivered to resident bacteria via horizonal gene transfer, offers a promising solution to this problem. Here we engineered a conjugative plasmid previously isolated from soil, pQBR57, to carry a synthetic set of genes allowing bacteria to consume terephthalate, a chemical component of plastics commonly released during their manufacture and breakdown. Our engineered plasmid caused a low fitness cost and was stably maintained in terephthalate contaminated soil by the bacterium P. putida. Plasmid carriers efficiently bioremediated contaminated soil, achieving complete breakdown of 3.2 mg/g of terephthalate within 8 days. The engineered plasmid horizontally transferred the synthetic operon to P. fluorescens in situ, and the resulting transconjugants degraded 10 mM terephthalate during a 180-hour incubation. Our findings show that environmental plasmids carrying synthetic catabolic operons can be useful tools for in situ engineering of microbial communities to perform clean-up even of complex environments like soil.
利用原地微生物群落净化受污染的自然环境是一种潜在的高效生物修复手段,但往往缺少分解污染物所需的基因。基因生物增殖(即通过水平基因转移将所需基因传递给常驻细菌)为这一问题提供了一个很有前景的解决方案。在这里,我们改造了以前从土壤中分离出来的共轭质粒 pQBR57,使其携带一套合成基因,让细菌能够消耗对苯二甲酸盐,这是塑料在制造和分解过程中通常释放的一种化学成分。我们设计的质粒具有较低的适应性成本,并能在受对苯二甲酸盐污染的土壤中被普氏拟杆菌稳定地维持。质粒载体有效地对污染土壤进行了生物修复,在 8 天内完全分解了 3.2 mg/g 的对苯二甲酸盐。工程质粒在原位将合成操作子水平转移到荧光假丝酵母中,所产生的转座子在 180 小时的培养过程中降解了 10 mM 对苯二甲酸盐。我们的研究结果表明,携带合成分解操作子的环境质粒可以成为微生物群落原位工程的有用工具,即使是在复杂的环境(如土壤)中也能起到净化作用。
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引用次数: 0
APEX: Automated Protein EXpression in Escherichia coli APEX: 在大肠杆菌中自动表达蛋白质
Pub Date : 2024-08-13 DOI: 10.1101/2024.08.13.607171
Martyna Kasprzyk, Michael A Herrera, Giovanni Stracquadanio
Heterologous protein expression is an indispensable strategy to generate significant amounts of recombinant proteins. To this end, Escherichia coli is one the most used microbial host for recombinant protein production due to its rapidgrowth, well-characterised genetics, and ability to produce recombinant proteins in high yields using modern recombinant DNA technology. However, while there is a plethora of robust protein expression protocols for E.coli, these methods are often unsuitable for high-throughput screening due to theirsignificant resource and time consumption; these protocols are also susceptible to operator error and inconsistency.To address these challenges, we have developed APEX, a robust and automated protocol for recombinant protein production in E. coli. APEX leverages the accessible, open-source Opentrons OT-2 platform to automate microbial handling and protein expression with high precision and reproducibility. APEX can be configured to perform heat shock transformation, colony selection, colony sampling, inoculation, subculturing andprotein expression using a low-cost, minimal OT-2 hardware setup. We further demonstrate the efficacy of our automated transformation workflows using a variety of plasmids (2.7-17.7 kb), and exemplify the automated hetrologous expression of a diverse array of proteins (27-222 kDa). Designed withcustomization, modularity and user-friendliness in mind, APEX can be easily adapted to the operator's needs without requiring any coding expertise.APEX is available at https://github.com/stracquadaniolab/apex-nf under the AGPL3 license.
异源蛋白表达是产生大量重组蛋白不可或缺的策略。为此,大肠杆菌是重组蛋白质生产中最常用的微生物宿主之一,因为大肠杆菌生长迅速,遗传学特性良好,能够利用现代 DNA 重组技术高产生产重组蛋白质。为了应对这些挑战,我们开发了 APEX,这是一种在大肠杆菌中生产重组蛋白的稳健而自动化的方案。APEX 利用可访问的开源 Opentrons OT-2 平台,以高精度和可重复性实现微生物处理和蛋白质表达的自动化。APEX 可配置为使用低成本、最小化的 OT-2 硬件设置来执行热休克转化、菌落选择、菌落取样、接种、亚培养和蛋白质表达。我们使用各种质粒(2.7-17.7 kb)进一步展示了自动转化工作流程的功效,并举例说明了各种蛋白质(27-222 kDa)的自动热休克表达。APEX 在设计时充分考虑了定制化、模块化和用户友好性,可以很容易地适应操作者的需求,而不需要任何编码方面的专业知识。APEX 可在 AGPL3 许可证下从 https://github.com/stracquadaniolab/apex-nf 获取。
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引用次数: 0
Discovery of a single-subunit oligosaccharyltransferase that enables glycosylation of full-length IgG antibodies in Escherichia coli 发现一种单亚基寡糖基转移酶,它能使大肠杆菌中的全长 IgG 抗体糖基化
Pub Date : 2024-08-12 DOI: 10.1101/2024.08.12.607630
Belen Sotomayor, Thomas Connor Donahue, Sai Pooja Mahajan, May N Taw, Sophia W Hulbert, Erik J Bidstrup, D. Natasha Owitipana, Alexandra Pang, Xu Yang, Souvik Ghosal, Christopher A Alabi, Parastoo Azadi, Jeffrey J. Gray, Michael C Jewett, Lai-Xi Wang, Matthew P DeLisa
Human immunoglobulin G (IgG) antibodies are one of the most important classes of biotherapeutic agents and undergo glycosylation at the conserved N297 site in the CH2 domain, which is critical for IgG Fc effector functions and anti-inflammatory activity. Hence, technologies for producing authentically glycosylated IgGs are in high demand. While attempts to engineer Escherichia coli for this purpose have been described, they have met limited success due in part to the lack of available oligosaccharyltransferase (OST) enzymes that can install N-linked glycans within the QYNST sequon of the IgG CH2 domain. Here, we identified a previously uncharacterized single-subunit OST (ssOST) from the bacterium Desulfovibrio marinus that exhibited greatly relaxed substrate specificity and, as a result, was able to catalyze glycosylation of native CH2 domains in the context of both a hinge-Fc fragment and a full-length IgG. Although the attached glycans were bacterial in origin, conversion to a homogeneous, asialo complex-type G2 N-glycan at the QYNST sequon of the E. coli-derived hinge-Fc was achieved via chemoenzymatic glycan remodeling. Importantly, the resulting G2-hinge-Fc exhibited strong binding to human FcγRIIIa (CD16a), one of the most potent receptors for eliciting antibody-dependent cellular cytotoxicity (ADCC). Taken together, the discovery of DmPglB provides previously unavailable biocatalytic capabilities to the bacterial glycoprotein engineering toolbox and opens the door to using E. coli for the production and glycoengineering of human IgGs and fragments derived thereof.
人类免疫球蛋白 G(IgG)抗体是最重要的生物治疗剂之一,会在 CH2 结构域的保守 N297 位点发生糖基化,这对 IgG 的 Fc 效应器功能和抗炎活性至关重要。因此,生产真正糖基化 IgG 的技术需求量很大。虽然已经有人尝试为此目的设计大肠杆菌,但取得的成功有限,部分原因是缺乏可在 IgG CH2 结构域的 QYNST 序列内安装 N-连接聚糖的寡糖基转移酶(OST)。在这里,我们从海洋脱硫弧菌(Desulfovibrio marinus)中鉴定出了一种以前未曾定性的单亚基 OST(ssOST),它的底物特异性大大放宽,因此能够在铰链-Fc 片段和全长 IgG 的背景下催化原生 CH2 结构域的糖基化。虽然附着的聚糖来源于细菌,但在大肠杆菌衍生的铰链-Fc 的 QYNST 序列处,通过化学酶促聚糖重塑实现了向均质的、asialo 复合物型 G2 N-聚糖的转化。重要的是,G2-铰链-Fc 与人 FcγRIIIa (CD16a)有很强的结合力,而人 FcγRIIIa (CD16a)是激发抗体依赖性细胞毒性(ADCC)最有效的受体之一。综上所述,DmPglB 的发现为细菌糖蛋白工程工具箱提供了以前无法获得的生物催化能力,并为使用大肠杆菌生产和糖工程化人类 IgG 及其衍生片段打开了大门。
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引用次数: 0
MMINT: a Metabolic Model Interactive Network Tool for the exploration and comparative visualisation of metabolic networks MMINT:用于探索和比较可视化代谢网络的代谢模型互动网络工具
Pub Date : 2024-08-07 DOI: 10.1101/2024.08.06.606923
Juan P. Molina Ortiz, Matthew J. Morgan, Amy M. Paten, Andrew C. Warden, Philip Kilby
Genome-scale metabolic models (GEMs) are essential tools in systems and synthetic biology, enabling the mathematical simulation of metabolic pathways encoded in genomes to predict phenotypes. The complexity of GEMs, however, can often limit the interpretation and comparison of their outputs. Here, we present MMINT (Metabolic Modelling Interactive Network Tool), designed to facilitate the exploration and comparison of metabolic networks. MMINT employs GEM networks and flux solutions derived from Constraint Based Analysis (e.g. Flux Balance Analysis) to create interactive visualizations. This tool allows for seamless toggling of source and target metabolites, network decluttering, enabling exploration and comparison of flux solutions by highlighting similarities and differences between metabolic states, which enhances the identification of mechanistic drivers of phenotypes. We demonstrate MMINT’s capabilities using the Pyrococcus furiosus GEM, showcasing its application in distinguishing the metabolic drivers of acetate- and ethanol-producing phenotypes. By providing an intuitive and responsive model-exploration experience, MMINT addresses the need for a tool that simplifies the interpretation of GEM outputs and supports the discovery of novel metabolic engineering strategies. MMINT is available at https://doi.org/10.6084/m9.figshare.26409328
基因组尺度代谢模型(GEM)是系统生物学和合成生物学的重要工具,可以对基因组中编码的代谢途径进行数学模拟,从而预测表型。然而,GEM 的复杂性往往会限制对其输出结果的解释和比较。在这里,我们介绍 MMINT(代谢建模互动网络工具),它旨在促进对代谢网络的探索和比较。MMINT 利用 GEM 网络和基于约束的分析(如通量平衡分析)得出的通量解决方案来创建交互式可视化。该工具可以无缝切换源代谢物和目标代谢物、清理网络、通过突出代谢状态之间的异同来探索和比较通量解决方案,从而提高表型机理驱动因素的识别能力。我们使用 Pyrococcus furiosus GEM 演示了 MMINT 的功能,展示了它在区分醋酸和乙醇产生表型的代谢驱动因素方面的应用。通过提供直观、反应迅速的模型探索体验,MMINT 解决了对简化 GEM 输出解释并支持新型代谢工程策略发现的工具的需求。MMINT 可在 https://doi.org/10.6084/m9.figshare.26409328 上获取。
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引用次数: 0
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bioRxiv - Synthetic Biology
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