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Real-Time Tracking of Intracellular Prenyl Phosphate Pools in the Marine Diatom Phaeodactylum tricornutum with a Metabolite Protein-Based Biosensor. 基于代谢蛋白的生物传感器实时跟踪海洋硅藻三角藻胞内磷酸戊酯池。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-15 DOI: 10.1021/acssynbio.5c00231
Payal Patwari, Tessa Moses, Eva C Arnspang, Michele Fabris

Metabolite-responsive, protein-based biosensors are powerful tools for monitoring cellular metabolite dynamics in vivo and accelerating strain engineering workflows in microorganisms. In this study, we introduced a previously developed protein-based biosensor, computationally designed to detect farnesyl diphosphate (FPP), in the marine diatom Phaeodactylum tricornutum. We expressed two versions of the biosensor constitutively, under a strong promoter-terminator pair using extrachromosomal episomes, and we parametrized the capacity of both designs in detecting intracellular metabolite levels. Initial assays revealed that the two versions of the biosensor we investigated, S3-2D and S3-3A, had specificity not only for FPP but also for other exogenously supplied prenyl phosphates such as geranyl diphosphate (GPP) and geranylgeranyl diphosphate (GGPP) in a dose-dependent manner, showcasing broader specificity for multiple prenyl phosphates. We further demonstrated the capacity of S3-3A to track perturbations in the endogenous prenyl phosphate pools by testing it in the presence of pharmacological inhibition of the mevalonate pathway. Moreover, S3-3A generated dot-like, fluorescent signal "hotspots" in the cytosol of diatoms, suggesting a complex subcellular organization of the isoprenoid biosynthesis in P. tricornutum. These findings lay the groundwork for developing metabolite-responsive biosensors as useful tools for monitoring and investigating prenyl phosphate dynamics in diatoms, providing a foundation for advanced metabolic engineering of microalgae.

代谢反应,基于蛋白质的生物传感器是监测体内细胞代谢物动力学和加速微生物菌株工程工作流程的强大工具。在这项研究中,我们介绍了一种先前开发的基于蛋白质的生物传感器,计算设计用于检测海洋硅藻褐藻中的法尼酯二磷酸(FPP)。我们利用染色体外片段在一个强大的启动子-终止子对下组成表达了两种版本的生物传感器,并对两种设计在检测细胞内代谢物水平方面的能力进行了参数化。初步分析表明,我们研究的两种版本的生物传感器S3-2D和S3-3A不仅对FPP具有特异性,而且对其他外源供应的磷酸戊烯基化合物如香叶二磷酸(GPP)和香叶二磷酸(GGPP)具有剂量依赖性,对多种磷酸戊烯基化合物具有更广泛的特异性。我们进一步证明了S3-3A在甲羟戊酸途径存在药理抑制的情况下跟踪内源性磷酸戊烯基池扰动的能力。此外,S3-3A在硅藻细胞质中产生了点状的荧光信号“热点”,表明P. tricornutum的类异戊二烯生物合成存在复杂的亚细胞组织。这些发现为开发代谢响应生物传感器作为监测和研究硅藻中磷酸戊烯基动力学的有用工具奠定了基础,为微藻的高级代谢工程提供了基础。
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引用次数: 0
SHARK: A Specialized Host for Assembling R6K Plasmids. SHARK:用于组装R6K质粒的特殊宿主。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-13 DOI: 10.1021/acssynbio.5c00749
Shivang Hina-Nilesh Joshi, Christopher Jenkins, David Ulaeto, Thomas E Gorochowski

R6K plasmids are commonly used for a wide range of genome engineering applications due to their ability to support transient delivery of genetic cargos in many hosts. The maintenance of R6K plasmids requires specific strains. Unfortunately, many of these have obscure backgrounds, limited availability and were not built for efficient cloning. To address this issue, we present the construction and characterization of a series of Pir E. coli strains called SHARK that are built from the DH10B derivative, Marionette-Clo. All SHARK strains have a genome encoded pir gene for stable R6K plasmid maintenance and a λCI gene for tight unconditional repression of specific genes on plasmids. We show that SHARK strains are >100-fold more efficient than a commercial Pir strain when transformed with large and complex cloning reactions. SHARK is intended to help facilitate the cloning of R6K plasmids for challenging genome engineering projects, with all strains and genetic tools for their assembly being made publicly available.

R6K质粒通常用于广泛的基因组工程应用,因为它们能够在许多宿主中支持基因货物的瞬时传递。R6K质粒的维持需要特定的菌株。不幸的是,它们中的许多都有模糊的背景,有限的可用性,并且不是为有效克隆而构建的。为了解决这个问题,我们提出了一系列名为SHARK的Pir大肠杆菌菌株的构建和表征,该菌株由DH10B衍生物Marionette-Clo构建而成。所有SHARK菌株都有一个基因组编码的pir基因,用于稳定R6K质粒的维持,以及一个λCI基因,用于严格无条件地抑制质粒上的特定基因。我们发现,当进行大规模和复杂的克隆反应时,SHARK菌株的效率比商业Pir菌株高100倍。SHARK旨在帮助促进R6K质粒的克隆,以应对具有挑战性的基因组工程项目,所有菌株和用于组装的遗传工具都是公开的。
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引用次数: 0
Design and Modeling of Biosensor-Driven Encapsulation Systems for Systemic Delivery of Bacterial Cancer Therapy. 生物传感器驱动的细菌肿瘤治疗系统的设计和建模。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-13 DOI: 10.1021/acssynbio.5c00598
Jaeseung Hahn, Tetsuhiro Harimoto, Yu-Yu Chen, Filippo Liguori, Kam W Leong, Tal Danino

Advances in synthetic biology continue to potentiate bacterial cancer therapy. Here, we constructed biosensor-driven encapsulation systems for autonomous control of capsular polysaccharides of Escherichia coli Nissle 1917 to improve pharmacokinetic profiles. The engineered bacteria were programmed to express capsular polysaccharides for immune evasion upon intravenous administration to reach tumors and then turn off gene expression upon colonizing the tumors based on quorum-sensing or acid-sensing to prevent dissemination of bacteria into the systemic circulation. Because a classical pharmacokinetic model could not capture the dynamic nature of living therapeutics, a two-state pharmacokinetic model was developed to simulate the autonomous control of capsular polysaccharides in different biological compartments and their impact on biodistribution. Using this model, we identified parameters in gene circuit dynamics and immune clearance that influence tumor colonization and systemic bacterial persistence. In a "humanized" pharmacokinetic model with an increased rate of complement-mediated lysis of bacteria, biosensor-driven systems achieved tumor seeding densities comparable to wild-type bacteria while reducing bacterial loads in blood and liver by several orders of magnitude, highlighting their potential for safe systemic delivery. The biosensor-driven systems represent a more effective strategy to control living drugs than inducible systems, and the two-state pharmacokinetic model is a first step to capture the autonomous nature of this new class of therapeutics for clinical translation.

合成生物学的进步继续促进细菌性癌症的治疗。在此,我们构建了生物传感器驱动的胶囊化系统,用于自主控制大肠杆菌Nissle 1917的胶囊多糖,以改善药代动力学特征。该工程细菌被编程为表达荚膜多糖,在静脉给药到达肿瘤时免疫逃避,然后在定植肿瘤时基于群体感应或酸感应关闭基因表达,以防止细菌传播到体循环。由于经典的药代动力学模型无法捕捉活体治疗的动态特性,因此建立了双状态药代动力学模型来模拟荚膜多糖在不同生物舱室中的自主控制及其对生物分布的影响。利用该模型,我们确定了影响肿瘤定植和全身细菌持久性的基因回路动力学和免疫清除中的参数。在“人源化”药代动力学模型中,补体介导的细菌酵解率增加,生物传感器驱动系统实现了与野生型细菌相当的肿瘤播种密度,同时将血液和肝脏中的细菌负荷降低了几个数量级,突出了它们安全全身递送的潜力。与诱导系统相比,生物传感器驱动系统代表了一种更有效的控制活性药物的策略,双态药代动力学模型是捕捉这种新型治疗方法用于临床转化的自主性质的第一步。
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引用次数: 0
Engineering Programmable Tryptophan-Responsive Biosensors Based on RNA-Binding Attenuation Protein for Strain Optimization. 基于rna结合衰减蛋白的工程可编程色氨酸响应生物传感器的菌株优化。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-13 DOI: 10.1021/acssynbio.5c00681
Xianhao Xu, Keyi Zou, Weihao Qian, Xueqin Lv, Shixiu Cui, Yangyang Li, Yanfeng Liu, Jianghua Li, Guocheng Du, Jian Chen, Long Liu

Biosensors have been widely applied for high-throughput strain screening and dynamic regulation of metabolic networks. However, existing tryptophan sensors based on transcription factors or riboswitches often suffer from a narrow dynamic range and limited response threshold. In this study, we developed a series of tryptophan-responsive biosensors in Escherichia coli using the tryptophan-activated RNA-binding attenuation protein (TRAP) as the sensing module. First, we validated TRAP functionality and engineered a functional biosensor by fine-tuning its expression. Subsequently, screening of TRAP variants and optimization of TRAP-leader sequence interactions yielded two biosensors that exhibited distinct dynamic ranges (up to 22.1-fold) and response thresholds of 0-2.2 g/L, respectively. Using these biosensors, we screened two beneficial variants of key rate-limiting enzymes in the tryptophan biosynthetic pathway and further investigated their catalytic mechanisms through molecular dynamics simulations. Collectively, this study provides tools for engineering high tryptophan-producing strains and new strategies for biosensor design.

生物传感器已广泛应用于高通量菌株筛选和代谢网络的动态调控。然而,现有的基于转录因子或核糖开关的色氨酸传感器往往存在动态范围窄和响应阈值有限的问题。在本研究中,我们利用色氨酸激活的rna结合衰减蛋白(TRAP)作为传感模块,在大肠杆菌中开发了一系列色氨酸响应生物传感器。首先,我们验证了TRAP的功能,并通过微调其表达来设计一个功能性生物传感器。随后,TRAP变异的筛选和TRAP先导序列相互作用的优化产生了两种生物传感器,它们分别具有不同的动态范围(高达22.1倍)和0-2.2 g/L的响应阈值。利用这些生物传感器,我们筛选了色氨酸生物合成途径中两个有益的关键限速酶变体,并通过分子动力学模拟进一步研究了它们的催化机制。总的来说,本研究为高色氨酸产生菌株的工程设计提供了工具,并为生物传感器设计提供了新的策略。
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引用次数: 0
Rapid Phenotypic Screening of Lysine-Degrading Probiotics via FTIR Spectroscopy: Toward Precision Therapy for Hyperlysinemia. 利用FTIR光谱快速筛选赖氨酸降解益生菌:用于高赖氨酸血症的精准治疗。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-11 DOI: 10.1021/acssynbio.5c00725
Yiqing Zhang, Mingyu Wu, Xueling Li, Feng Geng, Junhong Lü, Yadi Wang

Hyperlysinemia is a life-threatening metabolic disorder that requires the continuous clearance of lysine. Engineered probiotics capable of degrading lysine in the gut represent a promising therapeutic strategy. However, the introduction of heterologous metabolic pathways can impose a substantial fitness burden on the bacterial host, potentially compromising the therapeutic efficacy. Current screening methods fail to adequately assess this pathway-induced stress. Therefore, optimizing methods to evaluate bacterial fitness after pathway modification is essential for developing effective bacterial therapies. Here, we present a label-free phenotypic screening approach using Fourier transform infrared (FTIR) spectroscopy to evaluate the physiological burden imposed by two distinct lysine catabolism pathways engineered Escherichia coli Nissle 1917 (EcN): the plant-derived bifunctional enzyme LKR-SDR and the yeast-derived two-enzyme cascade Lys2-Lys5. Employing FTIR under lysine stress mimicking pathological concentrations, decoded pathway-specific stress signatures, and molecular resilience. Probiotics expressing LKR-SDR exhibited severe multisystem damage, including proteotoxicity, lipid peroxidation, and significant nucleic acid stress. In contrast, the Lys2-Lys5 strain demonstrated superior resilience, maintained structural integrity, and exhibited adaptive metabolic changes, primarily through lipid membrane remodeling. This study establishes FTIR spectroscopy as a rapid screening platform that identifies the Lys2-Lys5 pathway as optimal for probiotic therapies. By directly linking spectroscopic signatures to cellular fitness, FTIR spectroscopy accelerates the rational development of durable microbial therapeutics for inborn metabolic disorders.

高赖氨酸血症是一种危及生命的代谢紊乱,需要持续清除赖氨酸。能够降解肠道赖氨酸的工程益生菌是一种很有前途的治疗策略。然而,引入异源代谢途径会给细菌宿主带来巨大的适应性负担,潜在地影响治疗效果。目前的筛选方法不能充分评估这种途径诱导的应激。因此,优化评估途径修饰后细菌适应度的方法对于开发有效的细菌治疗方法至关重要。在这里,我们提出了一种无标记表型筛选方法,使用傅里叶变换红外(FTIR)光谱来评估两种不同的赖氨酸分解代谢途径工程大肠杆菌Nissle 1917 (EcN)所带来的生理负担:植物源双功能酶LKR-SDR和酵母源双酶级联Lys2-Lys5。利用FTIR在赖氨酸胁迫下模拟病理浓度,解码通路特异性应激信号和分子弹性。表达LKR-SDR的益生菌表现出严重的多系统损伤,包括蛋白质毒性、脂质过氧化和显著的核酸胁迫。相比之下,Lys2-Lys5菌株表现出更强的弹性,保持结构完整性,并主要通过脂膜重塑表现出适应性代谢变化。本研究建立了FTIR光谱作为快速筛选平台,确定Lys2-Lys5途径是益生菌治疗的最佳途径。通过直接将光谱特征与细胞适应性联系起来,FTIR光谱加速了针对先天性代谢紊乱的持久微生物疗法的合理发展。
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引用次数: 0
Combinatorial Engineering of Escherichia coli for Enhancing Lipoic Acid Production. 提高硫辛酸产量的大肠杆菌组合工程。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-11 DOI: 10.1021/acssynbio.5c00858
Cenyu Su, Zhendong Li, Xianhao Xu, Yanfeng Liu, Jianghua Li, Guocheng Du, Xueqin Lv, Long Liu

Lipoic acid (LA) is a sulfur-containing cofactor with significant antioxidant and metabolism-regulating functions, which is widely used in the pharmaceutical and nutraceutical industries. However, current microbial production of LA relies on exogenous octanoic acid and synthesizes the product in a protein-bound form, requiring a subsequent dissociation step to obtain free LA. In this study, we constructed an Escherichia coli strain capable of de novo synthesizing free LA by deleting the compensatory pathway gene lplA and introducing eflpA, a lipoamidase that hydrolyzes protein-bound LA. A high-efficiency LA synthase (sllipA) was subsequently screened from Serratia liquefaciens and optimized at the gene copy-number level, resulting in a 44% increase in LA production. Furthermore, by enhancing the carbon flux from acetyl-CoA to the precursor octanoic acid and improving the intracellular supply of the key cofactors S-adenosylmethionine (SAM) and [4Fe-4S] iron-sulfur clusters, the LA titer was further increased by 184%. Finally, under controlled microaerobic production conditions, the optimized strain achieved an LA titer of 138.32 mg/L, representing the highest level of microbial LA production reported to date.

硫辛酸(LA)是一种含硫的辅助因子,具有重要的抗氧化和代谢调节功能,广泛应用于制药和营养保健行业。然而,目前微生物生产的LA依赖于外源辛酸,并以蛋白质结合的形式合成产物,需要随后的解离步骤才能获得游离的LA。在这项研究中,我们通过删除补偿途径基因lplA并引入eflpA(一种水解蛋白结合LA的脂酰胺酶)构建了一株能够从头合成游离LA的大肠杆菌菌株。随后从液化沙雷氏菌中筛选出高效LA合成酶(sllipA),并在基因拷贝数水平上进行优化,使LA产量提高44%。此外,通过提高乙酰辅酶a到前体辛酸的碳通量,改善关键辅因子s -腺苷蛋氨酸(SAM)和[4Fe-4S]铁硫簇的细胞内供应,LA滴度进一步提高了184%。最后,在可控的微氧生产条件下,优化菌株的LA滴度达到138.32 mg/L,是迄今为止报道的微生物LA产量的最高水平。
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引用次数: 0
Converting an Untransformable Vibrio parahaemolyticus Isolate into a Fast Genetic Engineering Platform. 将不可转化副溶血性弧菌分离物转化为快速基因工程平台。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-09 DOI: 10.1021/acssynbio.5c00771
Yuxuan Zhu, Siqi Luo, Xu Cui, Jiawen Wu, Wanting Cheng, Xueqing Wang, Qinghui Zhang, Guorong Tan, Hong Yang, Yanli Zheng, Wenfang Peng

The pathogenic bacterium Vibrio parahaemolyticus represents a substantial economic and public health concern; however, elucidating its virulence mechanisms has been significantly impeded by its inherent resistant to genetic manipulation, primarily attributed to sophisticated immune defense systems including restriction-modification (R-M) modules, CRISPR-Cas systems, standalone DNases, and DdmDE systems. Paradoxically, while genetic modification is essential for overcoming these barriers, the very barriers themselves obstruct DNA introduction. Our investigation focused on the V. parahaemolyticus X1 strain, where initial plasmid transformation attempts proved unsuccessful. However, low-efficiency conjugation allowed knockout of defense genes, thereby silencing the host's defense mechanisms. Our findings revealed a standalone DNase, Vpn, as the predominant obstacle to foreign DNA entry in the X1 strain, while a DdmDE system executes elimination of invaded plasmids. Leveraging these insights, we created the V. parahaemolyticus X2 strain via sequential depletion of the Vpn nuclease and the DdmDE system. Capitalizing on the bacterium's exceptional growth rate, characterized by a generation time of approximately 10.5 min, we established a highly efficient molecular cloning platform capable of creating a new plasmid construct within a single day. This work not only presents a strategic framework for genetic manipulation of previously recalcitrant bacterial species but also underscores the potential of fast-growing marine bacteria as promising candidates for next-generation biotechnological applications.

致病菌副溶血性弧菌是一个重大的经济和公共卫生问题;然而,阐明其毒力机制受到其固有的遗传操作抗性的严重阻碍,主要归因于复杂的免疫防御系统,包括限制性修饰(R-M)模块,CRISPR-Cas系统,独立dna酶和DdmDE系统。矛盾的是,虽然基因改造对克服这些障碍至关重要,但正是这些障碍本身阻碍了DNA的引入。我们的研究重点是副溶血性弧菌X1菌株,最初的质粒转化尝试被证明是不成功的。然而,低效率的偶联可以敲除防御基因,从而使宿主的防御机制沉默。我们的研究结果表明,在X1菌株中,一个独立的DNA酶(Vpn)是外来DNA进入的主要障碍,而一个DdmDE系统则负责消除入侵的质粒。利用这些见解,我们通过连续耗尽Vpn核酸酶和DdmDE系统创建了副溶血性弧菌X2菌株。利用细菌独特的生长速度,其特点是一代时间约为10.5分钟,我们建立了一个高效的分子克隆平台,能够在一天内创建一个新的质粒结构。这项工作不仅提出了基因操作的战略框架,而且强调了快速生长的海洋细菌作为下一代生物技术应用的有前途的候选者的潜力。
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引用次数: 0
On Degradation-Induced Leak in Heterochiral DNA Strand Displacement Cascades. 异手性DNA链置换级联中降解诱导泄漏的研究。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-08 DOI: 10.1021/acssynbio.5c00680
Tracy L Mallette, Anshika Mishra, Matthew R Lakin

Heterochiral DNA strand displacement provides a powerful mechanism for converting nucleic acid input signals of one chirality to nucleic acid output signals of the opposite chirality. This is achieved by combining naturally occurring d-DNA with synthetic, chiral mirror-image l-DNA. Such systems have potential for practical applications, including autonomous biomedical diagnostics and therapeutic actuation, which could take advantage of the degradation resistance of l-nucleic acids to carry out diagnostic information processing using a robust l-DNA molecular circuit. One implementation of this approach uses a leakless molecular translator architecture to minimize off-target release of an l-nucleic acid output in the absence of a d-nucleic acid input. In nonpristine environments, however, degradation of the d-DNA components of a heterochiral system can lead to a slow leak that could cause off-target side effects in a biomedical application. Here, we report an investigation of degradation-induced leak in heterochiral DNA strand displacement systems that combines experimental measurements with the computational fitting of an abstract kinetic model. We explore both sequential and parallel leak hypotheses for the leak mechanism and conclude that initial degradation reactions provide otherwise leakless components with alternative means of activating the programmed reaction cascade in the absence of input. We validate this model by demonstrating that it predicts key behaviors of heterochiral translators when the d-DNA domains are hardened against degradation by using phosphorothioate backbone modifications. This work thus lays the groundwork for future exploration of degradation-induced leak that will enable the development and deployment of robust heterochiral DNA devices for biomedical applications.

异手性DNA链位移为将一种手性的核酸输入信号转化为相反手性的核酸输出信号提供了强有力的机制。这是通过将天然存在的d-DNA与合成的手性镜像l-DNA相结合来实现的。这样的系统具有实际应用的潜力,包括自主生物医学诊断和治疗驱动,它可以利用l-核酸的降解抗性,使用强大的l-DNA分子电路进行诊断信息处理。该方法的一种实现是使用无泄漏的分子翻译器结构,在没有d-核酸输入的情况下,最大限度地减少l-核酸输出的脱靶释放。然而,在非原始环境中,异手性系统的d-DNA成分的降解可能导致缓慢泄漏,从而在生物医学应用中引起脱靶副作用。在这里,我们报告了一项结合实验测量和抽象动力学模型的计算拟合的异手性DNA链置换系统中降解诱导泄漏的研究。我们探索了泄漏机制的顺序和平行泄漏假设,并得出结论,初始降解反应为在没有输入的情况下激活程序化反应级联提供了其他无泄漏组分的替代方法。我们验证了这一模型,通过证明它预测的关键行为,当d-DNA结构域硬化防止降解使用磷硫代主链修饰。因此,这项工作为未来探索降解引起的泄漏奠定了基础,这将使生物医学应用中健壮的异手性DNA设备的开发和部署成为可能。
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引用次数: 0
Correction to "Engineered Lactiplantibacillus plantarum WCFS1 as a Biosensor Probe for Lung Cancer". 对“工程植物乳酸杆菌WCFS1作为肺癌生物传感器探针”的更正。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-07 DOI: 10.1021/acssynbio.5c00915
Michael Brasino, Eli Wagnell, Elise C Manalo, Samuel Drennan, Jared M Fischer, Justin Merritt
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引用次数: 0
A Framework for a Standard-Enabled FAIR Data Management Workflow for Synthetic Biology 一个标准支持的合成生物学FAIR数据管理工作流框架。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-07 DOI: 10.1021/acssynbio.5c00813
Carolus Vitalis, , , Gonzalo Vidal, , , Sai P. Samineni, , , Pedro Fontanarrosa, , and , Chris J. Myers*, 

Synthetic biology laboratories generate diverse forms of data and metadata throughout a project’s life cycle, such as sequences, models, protocols, images, and time-series measurements. Unfortunately, these assets are scattered across spreadsheets, proprietary exports, custom scripts, etc. found in varied locations such as shared drives. Inconsistent metadata and data formats hinder provenance, reuse, security, compliance, automation, and scale-up. The central gap is a coherent way to link data, metadata, and code so they remain findable, accessible, interoperable, and reusable (FAIR). This perspective considers current practices through semistructured interviews with synthetic biology researchers in laboratories across the United States, and the findings were used to provide guidance to create a framework for an integrated data management workflow. This framework maps common data types to community standards that allow machine-accessible metadata, version control, and standards-compliant repositories. This perspective also offers a catalog of potential software solutions and stepwise adoption guidelines that turn the proposed framework into a day-to-day practice, democratizing the generation of standardized data. The result is that users gain a template that raises data to FAIR status, strengthens traceability for regulatory or defense contexts, and provides a stronger foundation for training machine learning models.

合成生物学实验室在项目的整个生命周期中生成各种形式的数据和元数据,例如序列、模型、协议、图像和时间序列测量。不幸的是,这些资产分散在电子表格、专有导出、自定义脚本等不同位置,例如共享驱动器。不一致的元数据和数据格式阻碍了溯源、重用、安全性、遵从性、自动化和扩展。中心差距是一种连贯的方式来链接数据、元数据和代码,使它们保持可查找、可访问、可互操作和可重用(FAIR)。该观点通过对美国实验室合成生物学研究人员的半结构化访谈来考虑当前的实践,研究结果用于为创建集成数据管理工作流框架提供指导。这个框架将常见的数据类型映射到允许机器访问元数据、版本控制和符合标准的存储库的社区标准。这种观点还提供了潜在软件解决方案的目录和逐步采用指导方针,这些指导方针将建议的框架转化为日常实践,使标准化数据的生成民主化。结果是用户获得了一个模板,该模板将数据提升到FAIR状态,加强了对监管或防御上下文的可追溯性,并为训练机器学习模型提供了更强大的基础。
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引用次数: 0
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