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InsiliCoil: An Integrated Software Suite for Coiled Coil Design, Prediction, and Therapeutic Engineering. InsiliCoil:一个集成的软件套件,用于线圈设计,预测和治疗工程。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-10 DOI: 10.1021/acssynbio.5c00678
Jaiveer Arora, Jody M Mason

Helical protein-protein interactions underpin transcriptional regulation, signal transduction, and self-assembly, yet their rational design remains challenging. Coiled coils (CCs) are particularly attractive as modular, programmable building blocks in synthetic biology, while also serving as therapeutic targets. Here we present InsiliCoil, a cross-platform software suite that unifies predictive modeling, selective peptide inhibitor discovery, and orthogonal interactome design into a single accessible framework. At its core, isCAN enables high-throughput identification of selective CC inhibitors, while CCIS systematically constructs orthogonal CC networks for synthetic biological circuits and biomaterials. Additional utilities support automatic heptad detection, heptad scanning, constraint analysis, charge block prediction, library generation, and large-scale visualization. Benchmarking against experimental data sets confirms that InsiliCoil reliably recovers validated inhibitors and interactomes, while offering orders-of-magnitude faster throughput than structure-based approaches. By providing a cohesive, user-friendly platform for controlling helix-mediated PPIs, InsiliCoil accelerates both therapeutic discovery and the rational engineering of programmable biological systems.

螺旋蛋白-蛋白相互作用是转录调控、信号转导和自组装的基础,但它们的合理设计仍然具有挑战性。在合成生物学中,卷绕线圈(CCs)作为模块化、可编程的构建模块尤其具有吸引力,同时也可作为治疗靶点。在这里,我们展示了InsiliCoil,这是一个跨平台的软件套件,它将预测建模、选择性肽抑制剂发现和正交相互作用组设计统一到一个可访问的框架中。isCAN的核心是实现选择性CC抑制剂的高通量鉴定,而CCIS系统地构建了合成生物电路和生物材料的正交CC网络。其他实用程序支持自动七分体检测、七分体扫描、约束分析、电荷块预测、库生成和大规模可视化。针对实验数据集的基准测试证实,InsiliCoil可靠地恢复了经过验证的抑制剂和相互作用组,同时提供了比基于结构的方法快几个数量级的吞吐量。通过提供一个有凝聚力的、用户友好的平台来控制螺旋介导的PPIs, InsiliCoil加速了治疗发现和可编程生物系统的合理工程。
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引用次数: 0
A Reporter System for Assessment of Transcription from Divergently Oriented Promoters in Pseudomonas putida. 恶臭假单胞菌发散型启动子转录评估报告系统。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-10 DOI: 10.1021/acssynbio.5c00723
Johanna Hendrikson, Mia-Lota Keskküla, Gea M Räis, Maia Kivisaar, Riho Teras

Pseudomonas putida is a metabolically versatile bacterium widely used in industrial biotechnology and synthetic biology. However, the lack of rapid, sensitive, and noninvasive tools for monitoring gene expression in P. putida limits the opportunities to study its gene regulation. We developed a plasmid-based dual-reporter system optimized for P. putida, which enables simultaneous monitoring of gene expression from promoter areas that contain divergently orientated promoters. Two fluorescent proteins (SYFP2 and Scarlet-I3) were selected for a reporter based on their compatibility with the intrinsic autofluorescence of P. putida and their detectability in LB medium. We engineered plasmid backbones containing the BBR1 and RK2 origins of replication and incorporated the toxin-antitoxin module hok-sok to ensure plasmid maintenance without antibiotic selection, making it possible to use this system to quantify gene expression in both planktonic and sessile (biofilm) states. Additionally, we created reporter systems with fused reporter genes with protein half-life decreasing tags, allowing dynamic assessment of transcriptional activity. Using confocal microscopy, we demonstrated spatially distinct expression patterns of biofilm-related genes (e.g., lapF) within mature biofilms. We also tested excludon-based transcriptional repression of a reporter gene in P. putida using this system, but observed limited efficiency under the tested conditions.

恶臭假单胞菌是一种代谢多样的细菌,广泛应用于工业生物技术和合成生物学。然而,缺乏快速、敏感和无创的工具来监测恶臭杆菌的基因表达,限制了研究其基因调控的机会。我们开发了一种基于质粒的双报告系统,该系统针对恶臭杆菌进行了优化,可以同时监测含有发散导向启动子的启动子区域的基因表达。根据两种荧光蛋白(SYFP2和Scarlet-I3)与恶臭假单胞菌固有自身荧光的相容性和在LB培养基中的可检出性,选择它们作为报告蛋白。我们设计了含有BBR1和RK2复制起源的质粒骨架,并加入了毒素-抗毒素模块hok-sok,以确保在没有抗生素选择的情况下维持质粒,从而可以使用该系统量化浮游和无根(生物膜)状态下的基因表达。此外,我们创建了融合报告基因和蛋白质半衰期减少标签的报告系统,允许动态评估转录活性。利用共聚焦显微镜,我们证明了成熟生物膜中与生物膜相关的基因(如lapF)在空间上的不同表达模式。我们还使用该系统测试了基于排除的恶臭杆菌报告基因的转录抑制,但在测试条件下观察到效率有限。
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引用次数: 0
Reprogramming Shewanella Biofilms as Adsorptive Materials for Efficient and Selective Arsenic Removal via Matrix-Integrated Binding Proteins. 重组希瓦氏菌生物膜作为吸附材料,利用基质集成结合蛋白高效、选择性地去除砷。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-09 DOI: 10.1021/acssynbio.5c00709
Norazean Zaiden, Manisha Mukherjee, Bin Cao

The health risks associated with exposure to arsenic (As)-contaminated water have spurred initiatives focused on As remediation through membrane filtration or chemical precipitation. Microbial approaches to sequestering As with biofilms present a promising alternative to these costly and chemical-intensive processes. In this study, we engineered the biofilm of Shewanella oneidensis to incorporate As-binding sites (ArsR) into the biofilm matrix through a matrix-associated protein, BpfA, for effective removal of As from water. Specifically, we constructed a chromosome-modified strain with constitutive expression of a genetically fused protein, BpfA-ArsR, along with two mutant strains harboring inducible plasmid constructs that link ArsR to truncated versions of BpfA for tunable expression. All three engineered strains produced biofilms comparable to that of the wild-type (WT). In comparison to the WT, the engineered strains demonstrated a significantly improved As sorption capability, achieving approximately 2.4-3.8 times the performance of the WT. Remarkably, the modified biofilm matrix continued to exhibit a strong preference for As sorption even in the presence of its chemical analog, phosphate. While bioremediation serves as an application example, the broader significance lies in establishing the biofilm matrix as a programmable and modular engineering space. The engineered biofilms developed here represent a generalizable platform for constructing matrix-integrated functional materials, enabling future applications in biosensing, resource recovery, extracellular catalysis, and adaptive living materials.

接触砷(As)污染的水所带来的健康风险促使人们采取行动,重点关注通过膜过滤或化学沉淀法修复砷。微生物方法与生物膜的隔离为这些昂贵和化学密集型的过程提供了一个有前途的替代方案。在这项研究中,我们设计了希瓦氏菌的生物膜,通过基质相关蛋白BpfA将砷结合位点(ArsR)结合到生物膜基质中,从而有效地去除水中的砷。具体来说,我们构建了一个染色体修饰的菌株,它具有基因融合蛋白BpfA-ArsR的组成表达,以及两个突变菌株,它们具有可诱导的质粒结构,将ArsR与截断的BpfA连接起来,以实现可调节的表达。所有三种工程菌株产生的生物膜与野生型(WT)相当。与WT相比,工程菌株的As吸附能力显著提高,达到WT的约2.4-3.8倍。值得注意的是,即使在其化学类似物磷酸盐存在的情况下,改性生物膜基质仍然表现出强烈的As吸附偏好。生物修复是一个应用实例,更广泛的意义在于将生物膜基质建立为可编程、模块化的工程空间。这里开发的工程生物膜代表了构建基质集成功能材料的通用平台,使未来在生物传感、资源回收、细胞外催化和适应性生物材料方面的应用成为可能。
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引用次数: 0
Acid Hydrolyzed Nylon-6 Turbidity as a Novel, Efficient, and Adaptable Assay for Nylonase Activity. 酸水解尼龙-6浊度作为一种新型、高效、适应性强的尼龙酶活性测定方法。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-08 DOI: 10.1021/acssynbio.5c00584
Isa Madrigal Harrison, Daniel J Acosta, Phuoc H T Ngo, Chandler K Wells, Cole A Williams, Cassandra E Callmann, Andrew D Ellington

The development of enzymes for plastic recycling is reliant on the ability to identify and engineer novel biocatalysts. Nylon-6 is a plastic for which there is great importance for recycling and valorization due to its use in textiles, automotive components, and engineered materials. High-throughput screening is increasingly the preferred method for enzyme engineering, and while high-throughput assays exist for nylonase activity, they suffer from a variety of pitfalls including dependence on complex instrumentation, utilization of nonrepresentative model substrates, inconsistent product derivatization, and sensitivity to pH and protein concentrations. Limitations in high-throughput nylonase screening correspondingly limit the number of variants that can be tested and thus hamper efforts to improve the relatively small number of nylonases known. Here, we demonstrate the utilization of acid oligomerized nylon-6 (AON6) to assay the performance of nylon-6 hydrolyzing enzymes in a manner that is compatible with purified protein and cell lysate while also allowing for variation in pH, solid loading, and enzyme concentration.

塑料回收酶的发展依赖于识别和设计新型生物催化剂的能力。尼龙-6是一种塑料,由于其在纺织品、汽车零部件和工程材料中的使用,对回收和增值具有重要意义。高通量筛选越来越成为酶工程的首选方法,虽然存在高通量分析尼龙酶活性的方法,但它们存在各种缺陷,包括依赖复杂的仪器,使用不具代表性的模型底物,不一致的产品衍生化,以及对pH和蛋白质浓度的敏感性。高通量尼龙酶筛选的局限性相应地限制了可以测试的变异数量,从而阻碍了对已知相对较少的尼龙酶进行改进的努力。在这里,我们展示了利用酸寡聚尼龙-6 (AON6)来分析尼龙-6水解酶的性能,这种方法与纯化蛋白和细胞裂解液兼容,同时也允许pH值、固体负载和酶浓度的变化。
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引用次数: 0
Construction and Functional Characterization of a Heterologous Quorum Sensing Circuit in Clostridium sporogenes. 芽孢梭菌异源群体感应电路的构建及功能表征。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-08 DOI: 10.1021/acssynbio.5c00628
Sara Sadr, Bahram Zargar, Marc G Aucoin, Brian Ingalls

Quorum sensing (QS) is a bacterial communication mechanism that regulates gene expression in a population density-dependent manner. Substantial progress has been made in the engineering of QS systems in Gram-negative bacteria, but development of engineered QS systems in Gram positive bacteria remains limited. In this study, the obligate anaerobic Gram-positive bacterium Clostridium sporogenes was engineered with the Staphylococcus aureus agr-QS system to enable density-dependent gene regulation. Using LC-MS/MS, we confirmed production of autoinducing peptides in the engineered C. sporogenes strain. A QS-regulated GFP reporter demonstrated activation of expression in response to both exogenous AIP addition and increasing cell density, confirming functional integration of the agr operon. A media refreshment experiment showed that replacing the culture supernatant delayed QS activation, highlighting the importance of signal accumulation. Moreover, we observed that a noncognate AIP from another agr specificity group acts as a competitive antagonist, inhibiting gene expression under the QS promoter. To our knowledge, this study presents the first successful engineering of the agr quorum sensing system in an obligate anaerobe, expanding the synthetic biology toolkit and offering new opportunities for bacterial therapies and metabolic engineering.

群体感应(Quorum sensing, QS)是细菌的一种通讯机制,它以种群密度依赖的方式调节基因表达。革兰氏阴性菌QS系统的工程化已经取得了实质性进展,但革兰氏阳性菌QS系统的工程化发展仍然有限。本研究利用金黄色葡萄球菌agr-QS系统对专性厌氧革兰氏阳性菌芽孢梭菌进行工程化,使其能够进行密度依赖性基因调控。利用LC-MS/MS,我们证实了在工程菌中产生了自诱导肽。一个由qs调控的GFP报告基因在外源AIP添加和细胞密度增加的情况下均表现出表达激活,证实了agr操纵子的功能整合。培养基更新实验表明,更换培养上清延迟了QS激活,突出了信号积累的重要性。此外,我们观察到来自另一个agr特异性组的非同源AIP作为竞争性拮抗剂,抑制QS启动子下的基因表达。据我们所知,这项研究首次成功地在专性厌氧菌中构建了agr群体感应系统,扩展了合成生物学工具箱,并为细菌治疗和代谢工程提供了新的机会。
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引用次数: 0
Engineered Hypermutation Adapts Escherichia coli to Octanoic Acid Stress. 工程超突变使大肠杆菌适应辛酸胁迫。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-08 DOI: 10.1021/acssynbio.5c00507
Minhao Zhang, Chen Yu, Jiaxiang Zhang, Lixia Fang, Yingxiu Cao

Medium-chain fatty acids (MCFAs) are valuable biochemicals, yet their inherent toxicity limits microbial productivity. Here, we developed a tunable hypermutation system in Escherichia coli by modulating translesion synthesis (TLS) pathways to accelerate adaptive laboratory evolution (ALE) for enhanced octanoic acid (C8) tolerance. Overexpression of dinB, encoding error-prone DNA polymerase IV, under T7 and BAD promoters yielded mutation rates 28.4-fold and 397-fold higher than the wild-type strain. ALE using these hypermutator strains yielded a robust variant capable of tolerating 50 mM C8. Whole-genome resequencing and reverse validation identified mutations related to membrane integrity and oxidative stress responses. Phenotypic analysis showed improved membrane integrity, reduced hydrophobicity, and lower reactive oxygen species (ROS) levels in the evolved strain under C8 stress. This study presents a hypermutation-assisted ALE strategy for improving microbial stress tolerance.

中链脂肪酸(MCFAs)是一种有价值的生化物质,但其固有的毒性限制了微生物的生产力。在这里,我们通过调节翻译合成(TLS)途径,在大肠杆菌中开发了一个可调的超突变系统,以加速适应性实验室进化(ALE),增强辛酸(C8)耐受性。在T7和BAD启动子下过表达编码易出错DNA聚合酶IV的dinB,其突变率分别比野生型菌株高28.4倍和397倍。使用这些超突变菌株的ALE产生了能够耐受50 mM C8的健壮变体。全基因组重测序和反向验证鉴定了与膜完整性和氧化应激反应相关的突变。表型分析显示,进化菌株在C8胁迫下膜完整性提高,疏水性降低,活性氧(ROS)水平降低。本研究提出了一种超突变辅助ALE策略来提高微生物的抗逆性。
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引用次数: 0
Design of a Labile RNase A Using Protein Language Models. 利用蛋白质语言模型设计一个不稳定rna酶a。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-05 DOI: 10.1021/acssynbio.5c00287
Gabriel Ong, Kiat Whye Kong, Si En Poh, Fong Tian Wong, Yiqi Seow, Winston Koh

Protein language models (PLMs) have emerged as powerful tools for the generation of functional protein sequences. However, most efforts focus on enhancing protein stability for industrial applications, whereas there is untapped potential in designing proteins with reduced stability, which can be advantageous in specific contexts. For instance, in molecular biology workflows, enzymatic reagents such as DNase I are commonly used and subsequently inactivated to prevent residual activity from compromising downstream processes. Proteins that are easily inactivated offer a streamlined alternative to physical removal, simplifying protocols and reducing experimental complexity. In this study, we leverage RNase A, a paradigmatically stable enzyme, as a model for exploring the engineering of functional, yet less stable proteins. By sampling sequences from the PLM embedding space near the wild-type RNase A sequence, we engineered a variant, TempRNase, with reduced stability while retaining its RNA degradation activity. Using a fluorometric RNA degradation assay under varying conditions of heat and reducing treatment, we benchmark TempRNase against its wild-type counterparts and show that moderate heat and reducing treatment, with marginal effect on the wild-type, permanently inactivates TempRNase. Sequence and structural analyses of TempRNase reveal critical insights into the stability modulation and protein dynamics. Our findings establish the concept of engineering "worst of the best" enzymes that are functional but less stable. Furthermore, we highlight RNase A as a powerful model system for tuning protein stability with a quantitative assay.

蛋白质语言模型(PLMs)已成为生成功能性蛋白质序列的有力工具。然而,大多数努力都集中在提高工业应用的蛋白质稳定性上,而在设计稳定性降低的蛋白质方面还存在未开发的潜力,这在特定情况下可能是有利的。例如,在分子生物学工作流程中,通常使用酶试剂,如DNase I,然后灭活,以防止残余活性损害下游过程。容易失活的蛋白质为物理去除提供了一种流线型的替代方案,简化了协议并降低了实验的复杂性。在这项研究中,我们利用RNase A,一种典型稳定的酶,作为探索功能工程的模型,但不太稳定的蛋白质。通过从野生型RNase A序列附近的PLM嵌入空间中采样序列,我们设计了一个变体TempRNase,其稳定性降低,但保留了其RNA降解活性。在不同的加热和还原处理条件下,使用荧光RNA降解试验,我们将TempRNase与其野生型对应物进行基准测试,并表明适度的加热和还原处理对野生型具有边际效应,永久失活TempRNase。TempRNase的序列和结构分析揭示了对稳定性调节和蛋白质动力学的重要见解。我们的发现建立了工程“最好中的最差”酶的概念,这些酶具有功能但不太稳定。此外,我们强调RNase A是一个强大的模型系统,可以通过定量分析来调节蛋白质的稳定性。
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引用次数: 0
Neural Network Circuit for Operant Conditioning with Blocking and Overshadowing Effects Based on DNA Strand Displacement. 基于DNA链位移的具有阻断和遮蔽效应的操作性条件反射神经网络电路。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-04 DOI: 10.1021/acssynbio.5c00672
Junwei Sun, Jiaming Li, Yanfeng Wang, Yan Wang, Jinjiang Wang

Operant conditioning reflects the ability of organisms to adapt and learn. By implementing operant conditioning neural networks, complex brain-like behaviors can be simulated and learned at the molecular level. In this paper, an operant conditioning circuit with blocking effect and overshadowing effect is proposed by DNA strand displacement technique. The network can achieve blocking and overshadowing effects in the presence of multiple inputs. First, we construct DNA memristors using DNA strand displacement technology. The constructed DNA memristors are plastic and nonvolatile, which is very similar to biological synapses. The synaptic circuits constructed by DNA memristors have short-term plasticity, long-term plasticity, potentiation plasticity and depression plasticity. Second, the learning module, forgetting module, synaptic module, decision module and feedback module are constructed, and the operant conditioning circuit is realized. In addition, the operant conditioning circuit has relearning effect. Blocking and masking effects can also be achieved in the presence of multiple inputs. Finally, the reliability of the circuit is verified by the simulation of Visual DSD software. Our work demonstrates the potential of DNA molecules to build complex intelligent systems and provides an idea for using DNA molecules to achieve artificial intelligence.

操作性条件反射反映了生物体适应和学习的能力。通过实施操作性条件反射神经网络,可以在分子水平上模拟和学习复杂的类脑行为。本文利用DNA链位移技术,提出了一种具有阻断效应和遮蔽效应的操作性调节回路。在多个输入存在的情况下,网络可以实现阻塞和遮蔽效果。首先,我们利用DNA链位移技术构建DNA忆阻器。构建的DNA忆阻器是塑料的,非易失性的,这与生物突触非常相似。DNA忆阻器构建的突触回路具有短期可塑性、长期可塑性、增强可塑性和抑制可塑性。其次,构建学习模块、遗忘模块、突触模块、决策模块和反馈模块,实现操作性条件反射电路;此外,操作性条件反射回路具有再学习作用。在存在多个输入的情况下也可以实现阻塞和掩蔽效果。最后,通过Visual DSD软件的仿真验证了电路的可靠性。我们的工作展示了DNA分子构建复杂智能系统的潜力,并为利用DNA分子实现人工智能提供了一个思路。
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引用次数: 0
Optogenetic Control the Activity of Pyruvate Decarboxylase in Saccharomyces cerevisiae for Tunable Ethanol Production. 酿酒酵母菌丙酮酸脱羧酶活性的光遗传调控。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-03 DOI: 10.1021/acssynbio.5c00411
Meizi Liu, Yunhong Chen, Junjun Yan, Qi Xiao, Guoping Zhao, Yanfei Zhang

Saccharomyces cerevisiae is a widely used chassis in metabolic engineering. Due to the Crabtree effect, it preferentially produces ethanol under high-glucose conditions, limiting the synthesis of other valuable metabolites. Conventional metabolic engineering approaches typically rely on irreversible genetic modifications, making it insufficient for dynamic metabolic control. In contrast, optogenetics offers a reversible and tunable method for regulating cellular metabolism with high temporal precision. In this study, we engineered the pyruvate decarboxylase isozyme 1 (Pdc1) by inserting the photosensory modules (AsLOV2 and cpLOV2 domains) into rationally selected positions within the enzyme. Through a growth phenotype-based screening system, we identified two blue light-responsive variants, OptoPdc1D1 and OptoPdc1D2, which enable light-dependent control of enzymatic activity. Leveraging these OptoPdc1 variants, we developed opto-S. cerevisiae strains, MLy-9 and MLy-10, which demonstrated high efficiency in modulating both cell growth and ethanol production. These strains allow reliable regulation of ethanol biosynthesis in response to blue light, achieving a dynamic control range of approximately 20- to 120-fold. The opto-S. cerevisiae strains exhibited dose-dependent production in response to blue light intensity and pulse patterns, confirming their potential for precise metabolic control. This work establishes a novel protein-level strategy for regulating metabolic pathways in S. cerevisiae and introduces an effective method for controlling ethanol metabolism via optogenetic regulation.

酿酒酵母是代谢工程中广泛应用的基础。由于Crabtree效应,它在高葡萄糖条件下优先产生乙醇,限制了其他有价值代谢物的合成。传统的代谢工程方法通常依赖于不可逆的基因修饰,使其不足以进行动态代谢控制。相比之下,光遗传学提供了一种可逆和可调的方法来调节细胞代谢,具有较高的时间精度。在这项研究中,我们通过将光敏模块(AsLOV2和cpLOV2结构域)插入酶内合理选择的位置来设计丙酮酸脱羧酶同工酶1 (Pdc1)。通过基于生长表型的筛选系统,我们鉴定了两个蓝光响应变异,OptoPdc1D1和OptoPdc1D2,它们能够依赖光控制酶活性。利用这些OptoPdc1变体,我们开发了opto-S。其中,MLy-9和MLy-10在调节细胞生长和乙醇生产方面表现出高效率。这些菌株可以可靠地调节乙醇生物合成以响应蓝光,实现约20至120倍的动态控制范围。opto-S。酿酒酵母菌株对蓝光强度和脉冲模式的响应表现出剂量依赖性,证实了它们在精确代谢控制方面的潜力。本工作建立了一种新的蛋白质水平调控酿酒酵母代谢途径的策略,并介绍了一种通过光遗传调控控制乙醇代谢的有效方法。
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引用次数: 0
Environmental Census: Modeling Synthetic Biology Ecological Risk with Metagenomic Enzymatic Data and High-Performance Computing. 环境普查:用宏基因组酶数据和高性能计算模拟合成生物学生态风险。
IF 3.9 2区 生物学 Q1 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-03 DOI: 10.1021/acssynbio.5c00618
John Docter, Cresten Mansfeldt

Engineered microorganisms in biotechnology present biosafety and environmental management challenges. As the synthetic biology market develops and deploys new technologies, these engineered organisms may escape into unintended environments. Improved predictive computational tools are necessary to assess the potential establishment risk and environmental location of these escaped engineered microorganisms, assisting their design and management. Here, we present EnCen, a risk assessment Python software package that predicts the environmental range of engineered microorganisms through annotated functional one-hot-encoded similarity between the engineered microorganism and resident microorganisms of a given environment. EnCen utilizes publicly available composite metagenomes as representatives of microbial environments that occur along an agriculture-water cycle and can be customized for any additional target environment. This tool was deployed against case studies reported in the literature and to reassess commercially available bacterial biopesticides, highlighting both the successful recapture of previously reported dynamics and the identification of select commercial products that pose a wider establishment risk in multiple environments. When further utilizing EnCen to investigate the receiving environments comprising the central database, key enzyme classes are mapped as characteristics to select environments, prioritizing certain modifications likely leading to a greater risk (or effectiveness) of establishment. The results demonstrate that EnCen meaningfully summarizes publicly available metagenomic data, prioritizes environments to monitor for adverse effects, and analyzes potential impacts on microbial community composition and functioning. Overall, this study demonstrates a computational approach to managing engineered microorganisms, aiding in the safe deployment and benefit of industrial synthetic biology.

生物技术中的工程微生物提出了生物安全和环境管理方面的挑战。随着合成生物学市场的发展和新技术的应用,这些工程生物可能会逃逸到意想不到的环境中。需要改进的预测计算工具来评估这些逃逸的工程微生物的潜在建立风险和环境位置,以协助其设计和管理。在这里,我们提出了EnCen,一个风险评估Python软件包,通过注释工程微生物与给定环境中常驻微生物之间的功能one-hot编码相似性来预测工程微生物的环境范围。EnCen利用公开可用的复合宏基因组作为农业-水循环中微生物环境的代表,可以针对任何其他目标环境进行定制。该工具针对文献中报道的案例研究进行了部署,并重新评估了市售的细菌生物农药,强调了成功地重新捕获了先前报道的动态,并识别了在多种环境中构成更广泛建立风险的精选商业产品。当进一步利用EnCen调查包含中央数据库的接收环境时,关键酶类被映射为选择环境的特征,优先考虑某些可能导致更大风险(或有效性)的修改。结果表明,EnCen有效地总结了公开可用的宏基因组数据,优先监测环境的不利影响,并分析了对微生物群落组成和功能的潜在影响。总的来说,这项研究展示了一种管理工程微生物的计算方法,有助于工业合成生物学的安全部署和效益。
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引用次数: 0
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