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A mathematical model of cell-free transcription-translation with plasmid crosstalk. 质粒串扰的无细胞转录-翻译数学模型。
IF 2.5 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-06-14 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf011
Yue Han, Alexandra T Patterson, Fernanda Piorino, Mark P Styczynski

Cell-free expression (CFE) systems are emerging as a powerful tool in synthetic biology, with diverse applications from prototyping genetic circuits to serving as a platform for point-of-care biosensors. When multiple genes need to be expressed in the same CFE reaction, their DNA templates (often added as plasmids) are generally assumed to behave independently of each other, with neither affecting the other's expression. However, recent work in Escherichia coli CFE systems shows that multiple aspects of these templates can lead to antagonistic or synergistic interactions in expression levels of individual genes, a phenomenon referred to as plasmid crosstalk. Plasmid crosstalk can confound efforts for precise engineering of genetic circuits and even give rise to misleading observations about circuit function. Unfortunately, current mathematical and computational models are incapable of reproducing critical aspects of plasmid crosstalk. To address this gap, we created an ordinary differential equation model incorporating mechanisms to account for competition for transcription, translation, and degradation resources, as well as toxic molecule build-up. This model can recapitulate the predominant observed phenomena of plasmid crosstalk. Simulation results and subsequent experimental validation provided insights into the different sources of burden and interactions in CFE systems, including that translation is negatively impacted by macromolecular crowding caused by possibly both transcription and translation. This model thus enables deeper understanding of CFE systems and could serve as a useful tool for future CFE application design.

无细胞表达(CFE)系统正在成为合成生物学中一个强大的工具,具有从原型遗传电路到作为即时生物传感器平台的各种应用。当多个基因需要在相同的CFE反应中表达时,它们的DNA模板(通常作为质粒添加)通常被认为是相互独立的,两者都不影响彼此的表达。然而,最近对大肠杆菌CFE系统的研究表明,这些模板的多个方面可以导致单个基因表达水平的拮抗或协同相互作用,这种现象被称为质粒串扰。质粒串扰会扰乱基因电路精确工程的努力,甚至引起对电路功能的错误观察。不幸的是,目前的数学和计算模型无法再现质粒串扰的关键方面。为了解决这一差距,我们创建了一个普通微分方程模型,该模型包含了转录、翻译和降解资源的竞争机制,以及有毒分子的积累。该模型可以概括质粒串扰的主要观测现象。模拟结果和随后的实验验证提供了对CFE系统中不同负担来源和相互作用的见解,包括翻译受到可能由转录和翻译引起的大分子拥挤的负面影响。因此,该模型可以更深入地理解CFE系统,并可以作为未来CFE应用程序设计的有用工具。
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引用次数: 0
Minimal shuttle vectors for Saccharomyces cerevisiae. 酿酒酵母的最小穿梭载体。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-21 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf010
Lorenzo Scutteri, Patrick Barth, Sahand Jamal Rahi

Sophisticated genetic engineering tasks such as protein domain grafting and multi-gene fusions are hampered by the lack of suitable vector backbones. In particular, many restriction sites are in the backbone outside the polylinker region (multiple cloning site; MCS) and thus unavailable for use, and the overall length of a plasmid correlates with poorer ligation efficiency. To address this need, we describe the design and validation of a collection of six minimal integrating or centromeric shuttle vectors for Saccharomyces cerevisiae, a widely used model organism in synthetic biology. We constructed the plasmids using de novo gene synthesis and consisting only of a yeast selection marker (HIS3, LEU2, TRP1, URA3, KanMX, or natMX6), a bacterial selection marker (ampicillin resistance), an origin of replication, and the MCS flanked by M13 forward and reverse sequences. We used truncated variants of these elements where available and eliminated all other sequences typically found in plasmids. The MCS consists of ten unique restriction sites. To our knowledge, at sizes ranging from ~2.6 to 3.5 kb, these are the smallest shuttle vectors described for yeast. Further, we removed common restriction sites in the open reading frames and terminators, freeing up ~30 cut sites in each plasmid. We named our pLS series in accordance with the well-known pRS vectors, which are on average 63% larger: pLS400, pLS410 (KanMX); pLS403, pLS413 (HIS3); pLS404, pLS414 (TRP1); pLS405, pLS415 (LEU2); pLS406, pLS416 (URA3); and pLS408, pLS418 (natMX6). This resource substantially simplifies advanced synthetic biology engineering in S. cerevisiae.

由于缺乏合适的载体骨架,复杂的基因工程任务,如蛋白质结构域嫁接和多基因融合受到阻碍。特别是,许多限制性内切位点位于多连接子区域以外的主干(多克隆位点;MCS),因此无法使用,质粒的总长度与较差的连接效率相关。为了满足这一需求,我们描述了合成生物学中广泛使用的模式生物酿酒酵母(Saccharomyces cerevisiae)的六个最小积分或着丝粒穿梭载体的设计和验证。我们使用从头合成的方法构建了质粒,质粒仅由酵母选择标记(HIS3、LEU2、TRP1、URA3、KanMX或natMX6)、细菌选择标记(氨苄西林耐药性)、复制起点和M13正向和反向序列两侧的MCS组成。我们在可用的情况下使用这些元件的截断变体,并消除了质粒中通常发现的所有其他序列。MCS由十个独特的酶切位点组成。据我们所知,在~2.6到3.5 kb的大小范围内,这些是酵母中描述的最小的穿梭载体。此外,我们删除了开放阅读框和终止子中常见的限制性内切位点,在每个质粒中释放出约30个切割位点。我们根据众所周知的pr向量来命名我们的pLS系列,它们平均大63%:pLS400, pLS410 (KanMX);pLS403, pLS413 (HIS3);pLS404, pLS414 (TRP1);pLS405, pLS415 (LEU2);pLS406, pLS416 (URA3);pLS408, pLS418 (natMX6)。该资源极大地简化了酿酒酵母的高级合成生物工程。
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引用次数: 0
Oligonucleotide library assisted sequence mining reveals promoter sequences with distinct temporal expression dynamics for applications in Curvibacter sp. AEP1-3. 寡核苷酸库辅助序列挖掘揭示了具有不同时间表达动态的启动子序列在Curvibacter sp. AEP1-3中的应用。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-05-21 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf001
Maurice Mager, Lukas Becker, Nina Schulten, Sebastian Fraune, Ilka M Axmann

The β-proteobacterial species Curvibacter sp. AEP1-3 is a model organism for the study of symbiotic interactions as it is the most abundant colonizer of Hydra vulgaris. Yet, genetic tools for Curvibacter are still in their infancy; few promoters have been characterized so far. Here, we employ an oligonucleotide-based strategy to develop novel expression systems Curvibacter. Potential promoters were systematically mined from the genome in silico. The sequences were cloned as a mixed library into a mCherry reporter vector and positive candidates were selected by Flow Cytometry to be further analysed through plate reader measurements. From 500 candidate sequences, 25 were identified as active promoters of varying expression strength levels. Plate reader measurements revealed unique activity profiles for these sequences across growth phases. The expression levels of these promoters ranged over two orders of magnitudes and showed distinct temporal expression dynamics over the growth phases: while three sequences showed higher expression levels in the exponential phase, we found 12 sequences saturating expression during stationary phase and 10 that showed little discrimination between growth phases. From our library, promoters of the genes dnaK, rpsL and an acyl-homoserine-lactone (AHL) synthase stood out as the most interesting candidates fit for a variety of applications. We identified enriched transcription factor binding motifs among the sorted 33 sequences and genes encoding for homologs of these transcription factors in close proximity to the identified motifs. In this work, we show the value of employing comprehensive high-throughput strategies to establish expression systems for novel model organisms.

β-变形菌Curvibacter sp. AEP1-3是水螅(Hydra vulgaris)最丰富的定殖菌,是研究共生相互作用的模式生物。然而,弯曲杆菌的遗传工具仍处于起步阶段;到目前为止,很少有启动子被描述出来。在这里,我们采用基于寡核苷酸的策略来开发新的表达系统曲线杆菌。通过计算机系统地从基因组中挖掘潜在的启动子。将这些序列作为混合文库克隆到mCherry报告载体中,并通过流式细胞术选择阳性候选序列,通过平板阅读器测量进一步分析。从500个候选序列中,鉴定出25个不同表达强度水平的活性启动子。平板阅读器测量揭示了这些序列在生长阶段的独特活动概况。这些启动子的表达量在两个数量级以上,并且在生长阶段表现出明显的时间表达动态:其中3个序列在指数期表现出较高的表达水平,我们发现12个序列在稳定期表达饱和,10个序列在生长阶段之间表现出不明显的差异。从我们的文库中,基因dnaK, rpsL和酰基-同丝氨酸-内酯(AHL)合成酶的启动子脱颖而出,成为适合各种应用的最有趣的候选基因。我们在分类的33个序列中发现了丰富的转录因子结合基序,以及这些转录因子的同源编码基因在鉴定基序附近。在这项工作中,我们展示了采用综合高通量策略建立新型模式生物表达系统的价值。
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引用次数: 0
Synthetic biology design principles enable efficient bioproduction of Heparosan with low molecular weight and low polydispersion index for the biomedical industry. 合成生物学设计原理使生物医学工业高效生产低分子量和低多分散指数的肝磷脂聚糖。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-29 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf006
Yadira Boada, Marcelo Flores, Martin Stiebritz, Marco Córdova, Francisco Flores, Alejandro Vignoni

Heparosan is a natural polymer with unique chemical and biological properties, that holds great promise for biomedical applications. The molecular weight (Mw) and polydispersion index (PDI) are critical factors influencing the performance of heparosan-based materials. Achieving precise control over the synthesis process to consistently produce heparosan with low Mw and low PDI can be challenging, as it requires tight regulation of reaction conditions, enzyme activity, and precursor concentrations. We propose a novel approach utilizing synthetic biology principles to precisely control heparosan biosynthesis in bacteria. Our strategy involves designing a biomolecular controller that can regulate the expression of genes involved in heparosan biosynthesis. This controller is activated by biosensors that detect heparosan precursors, allowing for fine-tuned control of the polymerization process. Through this approach, we foresee the implementation of this synthetic device, demonstrating the potential to produce low Mw and low PDI heparosan in the probiotic E. coli Nissle 1917 as a biosafe and biosecure biofactory. This study represents a significant advancement in the field of heparosan production, offering new opportunities for the development and manufacturing of biomaterials with tailored properties for diverse biomedical applications.

肝磷脂聚糖是一种天然聚合物,具有独特的化学和生物学特性,在生物医学应用方面具有很大的前景。分子量(Mw)和多分散指数(PDI)是影响肝磷脂基材料性能的关键因素。实现对合成过程的精确控制以持续生产低Mw和低PDI的肝磷脂糖是具有挑战性的,因为它需要严格调节反应条件、酶活性和前体浓度。我们提出了一种利用合成生物学原理精确控制细菌肝磷脂生物合成的新方法。我们的策略包括设计一种生物分子控制器,可以调节参与肝磷脂生物合成的基因的表达。该控制器由检测肝磷脂前体的生物传感器激活,允许对聚合过程进行微调控制。通过这种方法,我们预见了该合成装置的实施,证明了在益生菌E. coli Nissle 1917中生产低Mw和低PDI肝磷脂聚糖作为生物安全和生物安全的生物工厂的潜力。这项研究代表了肝素聚糖生产领域的重大进展,为开发和制造具有不同生物医学应用的定制性能的生物材料提供了新的机会。
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引用次数: 0
Simulations predict stronger CRISPRi transcriptional repression in plants for identical than heterogeneous gRNA target sites. 模拟预测,在植物中,相同的gRNA靶位点比异质的gRNA靶位点更强的CRISPRi转录抑制。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-18 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysae020
Helen Scott, Alessandro Occhialini, Scott C Lenaghan, Jacob Beal

Plant synthetic biologists have been working to adapt the CRISPRa and CRISPRi promoter regulation methods for applications such as improving crops or installing other valuable pathways. With other organisms, strong transcriptional control has typically required multiple gRNA target sites, which poses a critical engineering choice between heterogeneous sites, which allow each gRNA to target existing locations in a promoter, and identical sites, which typically require modification of the promoter. Here, we investigate the consequences of this choice for CRISPRi plant promoter regulation via simulation-based analysis, using model parameters based on single gRNA regulation and constitutive promoters in Nicotiana benthamiana and Arabidopsis thaliana. Using models of 2-6 gRNA target sites to compare heterogeneous versus identical sites for tunability, sensitivity to parameter values, and sensitivity to cell-to-cell variation, we find that identical gRNA target sites are predicted to yield far more effective transcriptional repression than heterogeneous sites.

植物合成生物学家一直致力于将CRISPRa和CRISPRi启动子调控方法应用于改良作物或安装其他有价值的途径。在其他生物体中,强转录控制通常需要多个gRNA靶点,这就在异质位点和相同位点之间提出了关键的工程选择,异质位点允许每个gRNA靶向启动子中的现有位置,而相同位点通常需要修饰启动子。在这里,我们通过基于模拟的分析,研究了这种选择对CRISPRi植物启动子调控的影响,使用了基于单gRNA调控和拟南芥组成启动子的模型参数。使用2-6个gRNA靶点的模型来比较异质和相同位点的可调性、对参数值的敏感性和对细胞间变异的敏感性,我们发现相同的gRNA靶点预计比异质位点产生更有效的转录抑制。
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引用次数: 0
Cell-free biosensor with automated acoustic liquid handling for rapid and scalable characterization of cellobiohydrolases on microcrystalline cellulose. 无细胞生物传感器,自动声学液体处理,用于快速和可扩展表征微晶纤维素上的纤维素生物水解酶。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-14 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf005
Taeok Kim, Eun Jung Jeon, Kil Koang Kwon, Minji Ko, Ha-Neul Kim, Seong Keun Kim, Eugene Rha, Jonghyeok Shin, Haseong Kim, Dae-Hee Lee, Bong Hyun Sung, Soo-Jung Kim, Hyewon Lee, Seung-Goo Lee

Engineering enzymes to degrade solid substrates, such as crystalline cellulose from paper sludge or microplastics in sewage sludge, presents challenges for high-throughput screening (HTS), as solid substrates are not readily accessible in cell-based biosensor systems. To address this challenge, we developed a cell-free cellobiose-detectable biosensor (CB-biosensor) for rapid characterization of cellobiohydrolase (CBH) activity, enabling direct detection of hydrolysis products without cellular constraints. The CB-biosensor demonstrates higher sensitivity than conventional assays and distinguishes between CBH subtypes (CBHI and CBHII) based on their modes of action. Integration with the Echo 525 liquid handler enables precise and reproducible sample processing, with fluorescence signals from automated preparations comparable to manual experiments. Furthermore, assay volumes can be reduced to just a few microlitres-impractical with manual methods. This cell-free CB-biosensor with Echo 525 minimizes reagent consumption, accelerates testing, and facilitates reliable large-scale screening. These findings highlight its potential to overcome current HTS limitations, advancing enzyme screening and accelerating the Design-Build-Test-Learn cycle for sustainable biomanufacturing.

工程酶降解固体底物,如纸污泥中的结晶纤维素或污水污泥中的微塑料,对高通量筛选(HTS)提出了挑战,因为固体底物在基于细胞的生物传感器系统中不易接近。为了解决这一挑战,我们开发了一种无细胞纤维素二糖可检测生物传感器(cb -生物传感器),用于快速表征纤维素生物水解酶(CBH)活性,从而可以在没有细胞限制的情况下直接检测水解产物。cb -生物传感器显示出比传统检测更高的灵敏度,并根据其作用方式区分CBH亚型(CBHI和CBHII)。与Echo 525液体处理器集成,可实现精确和可重复的样品处理,自动制备的荧光信号可与手动实验相媲美。此外,测定体积可以减少到只有几微升-用手工方法不切实际。这种无细胞cb -生物传感器与Echo 525最大限度地减少试剂消耗,加速测试,促进可靠的大规模筛选。这些发现突出了其克服当前HTS限制的潜力,推进了酶筛选,加快了可持续生物制造的设计-构建-测试-学习周期。
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引用次数: 0
OT-Mation: an open-source code for parsing CSV files into Python scripts for control of OT-2 liquid-handling robotics. OT-Mation:用于将CSV文件解析为Python脚本以控制OT-2液体处理机器人的开源代码。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-11 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf009
Alex Laverick, Katherine Convey, Catherine Harrison, Jenny Tomlinson, Jem Stach, Thomas P Howard

OT-Mation is an open-source Python script designed to automate the programming of OT-2 liquid-handling robots, making combinatorial experiments more accessible to researchers. By parsing user-defined CSV files containing information on labware, reagents, pipettes, and experimental design, OT-Mation generates a bespoke Python script compatible with the OT-2 system. OT-Mation enhances reproducibility, reduces human error, and streamlines workflows, making it a valuable addition to any laboratory utilizing OT-2 robotics for liquid handling. While OT-Mation can be used for setting up any type of experiment on the OT-2, its real utility lies in making the connection between multifactorial experimental design software outputs (i.e. design of experiments arrays) and liquid-handling robot executable code. As such, OT-Mation helps bridge the gap between code-based flexibility and user-friendly operation, allowing researchers with limited programming skills to design and execute complex experiments efficiently. Graphical Abstract.

OT-Mation是一个开源的Python脚本,旨在自动化OT-2液体处理机器人的编程,使研究人员更容易进行组合实验。通过解析用户自定义的CSV文件,其中包含有关实验室仪器、试剂、移液器和实验设计的信息,OT-Mation生成与OT-2系统兼容的定制Python脚本。OT-Mation增强了再现性,减少了人为错误,简化了工作流程,使其成为任何使用OT-2机器人进行液体处理的实验室的宝贵补充。OT-Mation可以用于在OT-2上设置任何类型的实验,但其真正的用途在于将多因子实验设计软件输出(即实验阵列设计)与液体处理机器人可执行代码连接起来。因此,OT-Mation有助于弥合基于代码的灵活性和用户友好操作之间的差距,使编程技能有限的研究人员能够有效地设计和执行复杂的实验。图形抽象。
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引用次数: 0
Engineering a custom-sized DNA scaffold for more efficient DNA origami-based nucleic acid data storage. 设计一个定制尺寸的DNA支架,用于更有效的DNA折纸核酸数据存储。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-07 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf008
Sarah E Kobernat, Maryna Lazouskaya, Benjamin C Balzer, Amanda Wolf, Golam M Mortuza, George D Dickinson, Tim Andersen, William L Hughes, Luca Piantanida, Eric J Hayden

DNA has emerged as a promising material to address growing data storage demands. We recently demonstrated a structure-based DNA data storage approach where DNA probes are spatially oriented on the surface of DNA origami and decoded using DNA-PAINT. In this approach, larger origami structures could improve the efficiency of reading and writing data. However, larger origami require long single-stranded DNA scaffolds that are not commonly available. Here, we report the engineering of a novel longer DNA scaffold designed to produce a larger rectangle origami needed to expand the origami-based digital nucleic acid memory (dNAM) approach. We confirmed that this scaffold self-assembled into the correct origami platform and correctly positioned DNA data strands using atomic force microscopy and DNA-PAINT super-resolution microscopy. This larger structure enables a 67% increase in the number of data points per origami and will support efforts to efficiently scale up origami-based dNAM.

DNA已经成为解决日益增长的数据存储需求的一种有前途的材料。我们最近展示了一种基于结构的DNA数据存储方法,其中DNA探针在DNA折纸表面的空间定向,并使用DNA- paint进行解码。在这种方法中,较大的折纸结构可以提高读取和写入数据的效率。然而,更大的折纸需要长单链DNA支架,这是不常见的。在这里,我们报道了一种新的更长的DNA支架的工程设计,以产生更大的矩形折纸,需要扩展折纸为基础的数字核酸记忆(dNAM)方法。我们使用原子力显微镜和DNA- paint超分辨率显微镜证实了这种支架可以自组装成正确的折纸平台,并正确定位DNA数据链。这种更大的结构使每个折纸的数据点数量增加67%,并将支持有效扩展基于折纸的dNAM的努力。
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引用次数: 0
Two highly specific growth-coupled biosensor for glycolaldehyde detection across micromolar and millimolar concentrations. 两个高度特异性的生长耦合生物传感器的乙醇醛检测跨微摩尔和毫摩尔浓度。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-04-04 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf004
Paul A Gómez-Coronado, Armin Kubis, Maria Kowald, Rahma Ute, Charlie Cotton, Steffen N Lindner, Arren Bar-Even, Tobias J Erb

Glycolaldehyde (GA), the smallest sugar, has significant potential as a biomass-derived platform chemical and is a key metabolite in several synthetic pathways for one-carbon metabolism and new-to-nature photorespiration. This study introduces two metabolic schemes for engineering Escherichia coli into GA biosensors. Through creating GA-dependent auxotrophies, we link growth of these strains to GA-dependent biosynthesis of the essential vitamin pyridoxal-5-phosphate, and 2-ketoglutarate, respectively. We characterized and optimized these strains for the quantification of externally added GA from 2 µM to 1.5 mM. We also demonstrate the capability of these strains to detect GA that is produced intracellularly through different metabolic routes and from different substrates such as xylose, ethylene glycol, and glycolate. Our biosensors offer complementary sensitivities and features, opening up different applications in metabolic engineering and synthetic biology, which we demonstrate in a proof-of-principle by providing the first in vivo demonstration of the reduction of glycolate to GA by a new-to-nature route using engineered enzymes.

乙醇醛(GA)是最小的糖,具有作为生物质衍生平台化学物质的巨大潜力,是单碳代谢和新自然光呼吸的几种合成途径中的关键代谢物。本研究介绍了两种将大肠杆菌转化为GA生物传感器的代谢方案。通过创造依赖ga的营养缺失,我们将这些菌株的生长与必需维生素吡哆醛-5-磷酸和2-酮戊二酸的依赖ga的生物合成联系起来。我们对这些菌株进行了表征和优化,以定量外源添加GA从2µM到1.5 mM。我们还证明了这些菌株能够检测通过不同代谢途径和不同底物(如木糖、乙二醇和乙醇酸)在细胞内产生的GA。我们的生物传感器具有互补的灵敏度和特性,在代谢工程和合成生物学中开辟了不同的应用,我们通过使用工程酶的新途径首次在体内演示将乙醇酸还原为GA,从而进行了原理验证。
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引用次数: 0
In silico prediction of loop-mediated isothermal amplification using a generalized linear model. 用广义线性模型预测环介导的等温放大。
IF 2.6 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-03-31 eCollection Date: 2025-01-01 DOI: 10.1093/synbio/ysaf007
Kenshiro Taguchi, Satoru Michiyuki, Takumasa Tsuji, Jun'ichi Kotoku

Loop-mediated isothermal amplification (LAMP), a DNA amplification technique under isothermal conditions, provides the important benefits of high sensitivity, specificity, rapidity, and simplicity. Maximizing LAMP features necessitates the design of a complex LAMP primer set (LPS) consisting of four primers for six regions of a given target DNA. Furthermore, the LPS of a given target DNA is designed with LPS design support software such as Primer Explorer. However, even if the design is completed, we still must do many in vitro experiments and evaluations. Consequently, designing LPS often fails to achieve high performance, including efficient amplification. For this study, we examined in silico LAMP: a generalized linear model to predict DNA amplification from LPS. Using logistic regression with elastic net regularization, we identified factors that strongly affect LPS design. These factors, combined with domain knowledge for LPS design, led to the creation of LAMP kernel variables that are highly essential for high LAMP reaction. In silico LAMP, constructed using logistic regression with LAMP kernel variables, allows classification and performance prediction of LPS with an area under the curve of 0.86. These results suggest that a high LAMP reaction can be predicted using LAMP kernel variables and generalized linear regression model. Moreover, an LPS with high performance can be constructed without in vitro experimentation.

环介导等温扩增(LAMP)是一种等温条件下的DNA扩增技术,具有高灵敏度、特异性、快速和简便等优点。最大化LAMP特征需要设计一个复杂的LAMP引物集(LPS),该引物集由四个引物组成,用于给定目标DNA的六个区域。此外,使用Primer Explorer等LPS设计支持软件设计给定目标DNA的LPS。然而,即使设计完成,我们仍然必须做许多体外实验和评估。因此,设计LPS往往不能达到高性能,包括有效的放大。在这项研究中,我们检查了在硅LAMP:一个广义线性模型来预测DNA扩增从LPS。使用具有弹性网络正则化的逻辑回归,我们确定了强烈影响LPS设计的因素。这些因素与LPS设计的领域知识相结合,导致了LAMP核心变量的创建,这些变量对高LAMP反应至关重要。在计算机上,使用LAMP内核变量的逻辑回归构建LAMP,可以对LPS进行分类和性能预测,曲线下面积为0.86。这些结果表明,利用LAMP核变量和广义线性回归模型可以预测高LAMP反应。此外,无需体外实验即可构建出高性能的LPS。
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引用次数: 0
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Synthetic biology (Oxford, England)
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