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Correction to Subunits of E3 Ligase Complex as Degrons for Efficient Degradation of Cytosolic, Nuclear and Membrane Proteins 将 E3 连接酶复合物的亚基更正为有效降解细胞膜、核膜和膜蛋白的 Degrons
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-28 DOI: 10.1021/acssynbio.4c00257
Anže Verbič, Tina Lebar, Arne Praznik and Roman Jerala*, 
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引用次数: 0
Engineered Biosynthesis and Anticancer Studies of Ring-Expanded Antimycin-Type Depsipeptides 环形扩展的抗霉素类去肽的工程生物合成和抗癌研究
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-28 DOI: 10.1021/acssynbio.4c00193
Zhijuan Hu*, Di Gu, Will Skyrud, Yongle Du, Rui Zhai, Juan Wang and Wenjun Zhang*, 

Respirantins are 18-membered antimycin-type depsipeptides produced by Streptomyces sp. and Kitasatospora sp. These compounds have shown extraordinary anticancer activities against a panel of cancer cell lines with nanomolar levels of IC50 values. However, further investigation has been impeded by the low titers of the natural producers and the challenging chemical synthesis due to their structural complexity. The biosynthetic gene cluster (BGC) of respirantin was previously proposed based on a bioinformatic comparison of the four members of antimycin-type depsipeptides. In this study, we report the first successful reconstitution of respirantin in Streptomyces albus using a synthetic BGC. This heterologous system serves as an accessible platform for the production and diversification of respirantins. Through polyketide synthase pathway engineering, biocatalysis, and chemical derivatization, we generated nine respirantin compounds, including six new derivatives. Cytotoxicity screening against human MCF-7 and Hela cancer cell lines revealed a unique biphasic dose–response profile of respirantin. Furthermore, a structure–activity relationship study has elucidated the essential functional groups that contribute to its remarkable cytotoxicity. This work paves the way for respirantin-based anticancer drug discovery and development.

Respirantins 是由链霉菌(Streptomyces sp.然而,由于天然生产者的滴度较低,而且其结构复杂,化学合成具有挑战性,因此阻碍了进一步的研究。此前,根据对四种抗霉素类去肽的生物信息学比较,提出了 respirantin 的生物合成基因簇(BGC)。在本研究中,我们首次成功地利用合成的 BGC 在白链霉菌中重组了 respirantin。这种异源系统是生产呼吸素并使其多样化的一个可利用平台。通过多酮合成酶途径工程、生物催化和化学衍生,我们生成了九种呼吸素化合物,其中包括六种新的衍生物。针对人类 MCF-7 和 Hela 癌细胞株的细胞毒性筛选显示,respirantin 具有独特的双相剂量反应特征。此外,结构-活性关系研究还阐明了导致其显著细胞毒性的基本官能团。这项研究为基于 respirantin 的抗癌药物的发现和开发铺平了道路。
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引用次数: 0
Biosensor that Detects Stress Caused by Periplasmic Proteins 可检测由外质蛋白引起的压力的生物传感器
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-27 DOI: 10.1021/acssynbio.3c00720
Alister J. Cumming, Diana Khananisho, Mateusz Balka, Nicklas Liljestrand and Daniel O. Daley*, 

Escherichia coli is often used as a factory to produce recombinant proteins. In many cases, the recombinant protein needs disulfide bonds to fold and function correctly. These proteins are genetically fused to a signal peptide so that they are secreted to the oxidizing environment of the periplasm (where the enzymes required for disulfide bond formation exist). Currently, it is difficult to determine in vivo whether a recombinant protein is efficiently secreted from the cytoplasm and folded in the periplasm or if there is a bottleneck in one of these steps because cellular capacity has been exceeded. To address this problem, we have developed a biosensor that detects cellular stress caused by (1) inefficient secretion of proteins from the cytoplasm and (2) aggregation of proteins in the periplasm. We demonstrate how the fluorescence fingerprint obtained from the biosensor can be used to identify induction conditions that do not exceed the capacity of the cell and therefore do not cause cellular stress. These induction conditions result in more effective biomass and in some cases higher titers of soluble recombinant proteins.

大肠杆菌通常被用作生产重组蛋白质的工厂。在许多情况下,重组蛋白需要二硫键才能正确折叠和发挥作用。这些蛋白质在基因上与信号肽融合,从而被分泌到外质的氧化环境中(那里有形成二硫键所需的酶类)。目前,很难在体内确定重组蛋白是有效地从细胞质中分泌出来并在细胞周质中折叠,还是因为超出了细胞能力而在其中一个步骤中出现了瓶颈。为了解决这个问题,我们开发了一种生物传感器,用于检测由以下原因造成的细胞压力:(1) 蛋白质从细胞质中的分泌效率低下;(2) 蛋白质在细胞质周围聚集。我们展示了如何利用从生物传感器获得的荧光指纹来识别不超过细胞能力、因而不会造成细胞应激的诱导条件。这些诱导条件能产生更有效的生物量,在某些情况下还能提高可溶性重组蛋白的滴度。
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引用次数: 0
Perspectives on Genetically Engineered Microorganisms and Their Regulation in the United States 美国对基因工程微生物及其监管的看法
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-26 DOI: 10.1021/acssynbio.4c00048
Arik Shams, Alexandria Fischer, Anastasia Bodnar and Melinda Kliegman*, 

Genetically engineered microorganisms (GEMs) represent a new paradigm in our ability to address the needs of a growing, changing world. GEMs are being used in agriculture, food production and additives, manufacturing, commodity and noncommodity products, environmental remediation, etc., with even more applications in the pipeline. Along with modern advances in genome-manipulating technologies, new manufacturing processes, markets, and attitudes are driving a boom in more products that contain or are derived from GEMs. Consequentially, researchers and developers are poised to interact with biotechnology regulatory policies that have been in effect for decades, but which are out of pace with rapidly changing scientific advances and knowledge. In the United States, biotechnology is regulated by multiple agencies with overlapping responsibilities. This poses a challenge for both developers and regulators to simultaneously allow new innovation and products into the market while also ensuring their safety and efficacy for the public and environment. This article attempts to highlight the various factors that interact between regulatory policy and development of GEMs in the United States, with perspectives from both regulators and developers. We present insights from a 2022 workshop hosted at the University of California, Berkeley that convened regulators from U.S. regulatory agencies and industry developers of various GEMs and GEM-derived products. We highlight several new biotechnologies and applications that are driving innovation in this space, and how regulatory agencies evaluate and assess these products according to current policies. Additionally, we describe recent updates to regulations that incorporate new technology and knowledge and how they can adapt further to effectively continue regulating for the future.

基因工程微生物(GEMs)代表了一种新的模式,使我们有能力满足不断增长和变化的世界的需求。基因工程微生物正被用于农业、食品生产和添加剂、制造业、商品和非商品产品、环境修复等领域,甚至还有更多的应用正在酝酿之中。随着现代基因组操纵技术的进步,新的生产工艺、市场和观念正在推动更多含有 GEMs 或由 GEMs 衍生的产品的蓬勃发展。因此,研究人员和开发人员已准备好与生物技术监管政策进行互动,这些政策已实施了几十年,但已跟不上日新月异的科学进步和知识的发展。在美国,生物技术由多个机构监管,这些机构的职责相互重叠。这对开发者和监管者都提出了挑战,既要允许新的创新和产品进入市场,又要确保其对公众和环境的安全性和有效性。本文试图从监管者和开发者的角度,强调美国创业板监管政策与开发之间相互作用的各种因素。我们介绍了 2022 年在加利福尼亚大学伯克利分校举办的研讨会上提出的见解,该研讨会召集了来自美国监管机构的监管人员以及各种创业板和创业板衍生产品的行业开发人员。我们重点介绍了推动该领域创新的几种新生物技术和应用,以及监管机构如何根据现行政策对这些产品进行评估和评价。此外,我们还介绍了最近结合新技术和新知识对法规进行的更新,以及如何进一步调整法规以继续有效地进行未来监管。
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引用次数: 0
Diverse Combinatorial Biosynthesis Strategies for C–H Functionalization of Anthracyclinones 蒽环类化合物 C-H 功能化的多种组合生物合成策略。
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-25 DOI: 10.1021/acssynbio.4c00043
Rongbin Wang, Benjamin Nji Wandi, Nora Schwartz, Jacob Hecht, Larissa Ponomareva, Kendall Paige, Alexis West, Kathryn Desanti, Jennifer Nguyen, Jarmo Niemi, Jon S. Thorson, Khaled A. Shaaban*, Mikko Metsä-Ketelä* and S. Eric Nybo*, 

Streptomyces spp. are “nature’s antibiotic factories” that produce valuable bioactive metabolites, such as the cytotoxic anthracycline polyketides. While the anthracyclines have hundreds of natural and chemically synthesized analogues, much of the chemical diversity stems from enzymatic modifications to the saccharide chains and, to a lesser extent, from alterations to the core scaffold. Previous work has resulted in the generation of a BioBricks synthetic biology toolbox in Streptomyces coelicolor M1152ΔmatAB that could produce aklavinone, 9-epi-aklavinone, auramycinone, and nogalamycinone. In this work, we extended the platform to generate oxidatively modified analogues via two crucial strategies. (i) We swapped the ketoreductase and first-ring cyclase enzymes for the aromatase cyclase from the mithramycin biosynthetic pathway in our polyketide synthase (PKS) cassettes to generate 2-hydroxylated analogues. (ii) Next, we engineered several multioxygenase cassettes to catalyze 11-hydroxylation, 1-hydroxylation, 10-hydroxylation, 10-decarboxylation, and 4-hydroxyl regioisomerization. We also developed improved plasmid vectors and S. coelicolor M1152ΔmatAB expression hosts to produce anthracyclinones. This work sets the stage for the combinatorial biosynthesis of bespoke anthracyclines using recombinant Streptomyces spp. hosts.

链霉菌属是 "大自然的抗生素工厂",可产生宝贵的生物活性代谢物,如细胞毒性蒽环类多酮化合物。虽然蒽环类化合物有数百种天然和化学合成的类似物,但其化学多样性主要源于酶对糖链的修饰,其次是对核心支架的改变。此前的工作已在链霉菌 M1152ΔmatAB 中生成了一个 BioBricks 合成生物学工具箱,该工具箱可生产黄酮、9-表黄酮、金霉素酮和诺加霉素酮。在这项工作中,我们扩展了这一平台,通过两种关键策略生成氧化修饰的类似物。(i) 我们将多酮合成酶(PKS)盒中的酮还原酶和一环酶换成了米曲霉素生物合成途径中的芳香化酶环化酶,从而生成了 2-羟基化的类似物。(ii) 接下来,我们设计了几个多氧化酶盒,以催化 11-羟基化、1-羟基化、10-羟基化、10-脱羧和 4-羟基再异构化。我们还开发了改良质粒载体和 S. coelicolor M1152ΔmatAB 表达宿主,用于生产蒽环类化合物。这项工作为利用重组链霉菌属宿主进行定制蒽环类化合物的组合生物合成奠定了基础。
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引用次数: 0
Improvement of Chalcone Synthase Activity and High-Efficiency Fermentative Production of (2S)-Naringenin via In Vivo Biosensor-Guided Directed Evolution 通过体内生物传感器引导的定向进化提高查耳酮合成酶活性并高效发酵生产 (2S)-柚皮素
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-25 DOI: 10.1021/acssynbio.3c00570
Yingjia Tong, Ning Li, Shenghu Zhou, Liang Zhang, Sha Xu and Jingwen Zhou*, 

Chalcone synthase (CHS) catalyzes the rate-limiting step of (2S)-naringenin (the essential flavonoid skeleton) biosynthesis. Improving the activity of the CHS by protein engineering enhances (2S)-naringenin production by microbial fermentation and can facilitate the production of valuable flavonoids. A (2S)-naringenin biosensor based on the TtgR operon was constructed in Escherichia coli and its detection range was expanded by promoter optimization to 0–300 mg/L, the widest range for (2S)-naringenin reported. The high-throughput screening scheme for CHS was established based on this biosensor. A mutant, SjCHS1S208N with a 2.34-fold increase in catalytic activity, was discovered by directed evolution and saturation mutagenesis. A pathway for de novo biosynthesis of (2S)-naringenin by SjCHS1S208N was constructed in Saccharomyces cerevisiae, combined with CHS precursor pathway optimization, increasing the (2S)-naringenin titer by 65.34% compared with the original strain. Fed-batch fermentation increased the titer of (2S)-naringenin to 2513 ± 105 mg/L, the highest reported so far. These findings will facilitate efficient flavonoid biosynthesis and further modification of the CHS in the future.

查耳酮合成酶(CHS)催化(2S)-柚皮素(重要的类黄酮骨架)生物合成的限速步骤。通过蛋白质工程改善 CHS 的活性,可提高微生物发酵法生产 (2S)-柚皮素的效率,并促进有价值黄酮类化合物的生产。在大肠杆菌中构建了基于 TtgR 操作子的 (2S)-柚皮素生物传感器,并通过启动子优化将其检测范围扩大到 0-300 mg/L,这是目前报道的 (2S)-柚皮素最宽的检测范围。基于该生物传感器,建立了 CHS 的高通量筛选方案。通过定向进化和饱和诱变发现了一个突变体 SjCHS1S208N,其催化活性提高了 2.34 倍。在酿酒酵母中构建了 SjCHS1S208N 从头合成(2S)-柚皮苷的途径,并结合 CHS 前体途径优化,使(2S)-柚皮苷的滴度比原始菌株提高了 65.34%。饲料批量发酵将(2S)-柚皮苷的滴度提高到 2513 ± 105 mg/L,是迄今为止报道的最高滴度。这些发现将促进高效的类黄酮生物合成,并在未来进一步改造 CHS。
{"title":"Improvement of Chalcone Synthase Activity and High-Efficiency Fermentative Production of (2S)-Naringenin via In Vivo Biosensor-Guided Directed Evolution","authors":"Yingjia Tong,&nbsp;Ning Li,&nbsp;Shenghu Zhou,&nbsp;Liang Zhang,&nbsp;Sha Xu and Jingwen Zhou*,&nbsp;","doi":"10.1021/acssynbio.3c00570","DOIUrl":"10.1021/acssynbio.3c00570","url":null,"abstract":"<p >Chalcone synthase (CHS) catalyzes the rate-limiting step of (2<i>S</i>)-naringenin (the essential flavonoid skeleton) biosynthesis. Improving the activity of the CHS by protein engineering enhances (2<i>S</i>)-naringenin production by microbial fermentation and can facilitate the production of valuable flavonoids. A (2<i>S</i>)-naringenin biosensor based on the TtgR operon was constructed in <i>Escherichia coli</i> and its detection range was expanded by promoter optimization to 0–300 mg/L, the widest range for (2<i>S</i>)-naringenin reported. The high-throughput screening scheme for CHS was established based on this biosensor. A mutant, <i>Sj</i>CHS1<sup>S208N</sup> with a 2.34-fold increase in catalytic activity, was discovered by directed evolution and saturation mutagenesis. A pathway for <i>de novo</i> biosynthesis of (2<i>S</i>)-naringenin by <i>Sj</i>CHS1<sup>S208N</sup> was constructed in <i>Saccharomyces cerevisiae</i>, combined with CHS precursor pathway optimization, increasing the (2<i>S</i>)-naringenin titer by 65.34% compared with the original strain. Fed-batch fermentation increased the titer of (2<i>S</i>)-naringenin to 2513 ± 105 mg/L, the highest reported so far. These findings will facilitate efficient flavonoid biosynthesis and further modification of the CHS in the future.</p>","PeriodicalId":26,"journal":{"name":"ACS Synthetic Biology","volume":null,"pages":null},"PeriodicalIF":4.7,"publicationDate":"2024-04-25","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140656277","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Emergence of Orchestrated and Dynamic Metabolism of Saccharomyces cerevisiae 酿酒酵母的协调和动态新陈代谢的出现
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-24 DOI: 10.1021/acssynbio.3c00542
Viviana Nguyen, Yifei Li and Ting Lu*, 

Microbial metabolism is a fundamental cellular process that involves many biochemical events and is distinguished by its emergent properties. While the molecular details of individual reactions have been increasingly elucidated, it is not well understood how these reactions are quantitatively orchestrated to produce collective cellular behaviors. Here we developed a coarse-grained, systems, and dynamic mathematical framework, which integrates metabolic reactions with signal transduction and gene regulation to dissect the emergent metabolic traits of Saccharomyces cerevisiae. Our framework mechanistically captures a set of characteristic cellular behaviors, including the Crabtree effect, diauxic shift, diauxic lag time, and differential growth under nutrient-altered environments. It also allows modular expansion for zooming in on specific pathways for detailed metabolic profiles. This study provides a systems mathematical framework for yeast metabolic behaviors, providing insights into yeast physiology and metabolic engineering.

微生物新陈代谢是一个基本的细胞过程,它涉及许多生化事件,并因其突发性而与众不同。虽然单个反应的分子细节已被越来越多地阐明,但人们对这些反应如何定量协调以产生细胞集体行为还不甚了解。在此,我们开发了一个粗粒度、系统和动态数学框架,该框架将代谢反应与信号转导和基因调控结合起来,以剖析酿酒酵母的新陈代谢特征。我们的框架从机理上捕捉到了一系列特征性细胞行为,包括克拉布特里效应、二重转移、二重滞后时间以及营养改变环境下的差异生长。它还允许进行模块化扩展,以放大特定途径的详细代谢概况。这项研究为酵母代谢行为提供了一个系统数学框架,为酵母生理学和代谢工程提供了深入见解。
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引用次数: 0
Yeast Platforms for Production and Screening of Bioactive Derivatives of Rauwolscine 生产和筛选具有生物活性的龙葵碱衍生物的酵母平台
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-18 DOI: 10.1021/acssynbio.4c00039
Samuel A. Bradley, Frederik G. Hansson, Beata J. Lehka, Daniela Rago, Pedro Pinho, Huadong Peng, Khem B. Adhikari, Ahmad K. Haidar, Lea G. Hansen, Daria Volkova, Maxence Holtz, Sergi Muyo Abad, Xin Ma, Konstantinos Koudounas, Sébastien Besseau, Nicolas Gautron, Céline Mélin, Jillian Marc, Caroline Birer Williams, Vincent Courdavault, Emil D. Jensen, Jay D. Keasling, Jie Zhang* and Michael K. Jensen*, 

Monoterpene indole alkaloids (MIAs) make up a highly bioactive class of metabolites produced by a range of tropical and subtropical plants. The corynanthe-type MIAs are a stereochemically complex subclass with therapeutic potential against a large number of indications including cancer, psychotic disorders, and erectile dysfunction. Here, we report yeast-based cell factories capable of de novo production of corynanthe-type MIAs rauwolscine, yohimbine, tetrahydroalstonine, and corynanthine. From this, we demonstrate regioselective biosynthesis of 4 fluorinated derivatives of these compounds and de novo biosynthesis of 7-chlororauwolscine by coexpression of a halogenase with the biosynthetic pathway. Finally, we capitalize on the ability of these cell factories to produce derivatives of these bioactive scaffolds to establish a proof-of-principle drug discovery pipeline in which the corynanthe-type MIAs are screened for bioactivity on human drug targets, expressed in yeast. In doing so, we identify antagonistic and agonistic behavior against the human adrenergic G protein-coupled receptors ADRA2A and ADRA2B, and the serotonergic receptor 5HT4b, respectively. This study thus demonstrates a proto-drug discovery pipeline for bioactive plant-inspired small molecules based on one-pot biocatalysis of natural and new-to-nature corynanthe-type MIAs in yeast.

单萜吲哚生物碱(MIAs)是一系列热带和亚热带植物产生的具有高度生物活性的代谢物。高良姜类 MIAs 是一种立体化学结构复杂的亚类,具有治疗癌症、精神障碍和勃起功能障碍等多种疾病的潜力。在此,我们报告了基于酵母的细胞工厂,该工厂能够从头生产萝芙木碱、育亨宾、四氢阿尔斯通碱和堇菜碱。在此基础上,我们证明了这些化合物的 4 种氟化衍生物的区域选择性生物合成,以及通过卤化酶与生物合成途径的共表达,从头开始生物合成 7-氯乌头碱。最后,我们利用这些细胞工厂生产这些生物活性支架衍生物的能力,建立了一个原理验证药物发现流水线,在该流水线中,我们筛选了在酵母中表达的高良姜型 MIAs 对人类药物靶点的生物活性。在这一过程中,我们发现了分别与人类肾上腺素能 G 蛋白偶联受体 ADRA2A 和 ADRA2B 以及血清素能受体 5HT4b 的拮抗和激动行为。因此,这项研究展示了一种基于酵母中天然和新到自然界的高良姜型 MIAs 一锅生物催化的生物活性植物启发小分子原药发现管道。
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引用次数: 0
Synthetic Vesicles for Sustainable Energy Recycling and Delivery of Building Blocks for Lipid Biosynthesis† 合成囊泡用于可持续能源回收和脂质生物合成基础材料的输送†
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-17 DOI: 10.1021/acssynbio.4c00073
Eleonora Bailoni, Miyer F. Patiño-Ruiz, Andreea R. Stan, Gea K. Schuurman-Wolters, Marten Exterkate, Arnold J. M. Driessen and Bert Poolman*, 

ATP is a universal energy currency that is essential for life. l-Arginine degradation via deamination is an elegant way to generate ATP in synthetic cells, which is currently limited by a slow l-arginine/l-ornithine exchange. We are now implementing a new antiporter with better kinetics to obtain faster ATP recycling. We use l-arginine-dependent ATP formation for the continuous synthesis and export of glycerol 3-phosphate by including glycerol kinase and the glycerol 3-phosphate/Pi antiporter. Exported glycerol 3-phosphate serves as a precursor for the biosynthesis of phospholipids in a second set of vesicles, which forms the basis for the expansion of the cell membrane. We have therefore developed an out-of-equilibrium metabolic network for ATP recycling, which has been coupled to lipid synthesis. This feeder–utilizer system serves as a proof-of-principle for the systematic buildup of synthetic cells, but the vesicles can also be used to study the individual reaction networks in confinement.

通过脱氨基作用降解精氨酸是在合成细胞中生成 ATP 的一种有效方法,但目前这种方法受限于缓慢的精氨酸/鸟氨酸交换。目前,我们正在采用一种动力学性能更好的新型反转运体,以获得更快的 ATP 循环。我们利用依赖于精氨酸的 ATP 形成,通过甘油激酶和甘油-3-磷酸/Pi 反转运体,持续合成和输出甘油-3-磷酸。输出的甘油-3-磷酸酯是第二组囊泡中磷脂生物合成的前体,是细胞膜扩张的基础。因此,我们开发了一个用于 ATP 循环的失衡代谢网络,并将其与脂质合成结合起来。这种馈源-利用系统可作为系统建立合成细胞的原理验证,但小泡也可用于研究封闭的单个反应网络。
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引用次数: 0
Diffusion-Based Generative Network for de Novo Synthetic Promoter Design 基于扩散的新合成启动子设计生成网络
IF 4.7 2区 生物学 Q1 Biochemistry, Genetics and Molecular Biology Pub Date : 2024-04-13 DOI: 10.1021/acssynbio.4c00041
Jianfeng Lin, Xin Wang, Tuoyu Liu, Yue Teng* and Wei Cui*, 

Computer-aided promoter design is a major development trend in synthetic promoter engineering. Various deep learning models have been used to evaluate or screen synthetic promoters, but there have been few works on de novo promoter design. To explore the potential ability of generative models in promoter design, we established a diffusion-based generative model for promoter design in Escherichia coli. The model was completely driven by sequence data and could study the essential characteristics of natural promoters, thus generating synthetic promoters similar to natural promoters in structure and component. We also improved the calculation method of FID indicator, using a convolution layer to extract the feature matrix of the promoter sequence instead. As a result, we got an FID equal to 1.37, which meant synthetic promoters have a distribution similar to that of natural ones. Our work provides a fresh approach to de novo promoter design, indicating that a completely data-driven generative model is feasible for promoter design.

计算机辅助启动子设计是合成启动子工程的一大发展趋势。目前已有多种深度学习模型被用于评估或筛选合成启动子,但在启动子从头设计方面的研究还很少。为了探索生成模型在启动子设计中的潜在能力,我们在大肠杆菌中建立了一个基于扩散的启动子设计生成模型。该模型完全由序列数据驱动,可以研究天然启动子的基本特征,从而产生在结构和成分上与天然启动子相似的合成启动子。我们还改进了 FID 指标的计算方法,改用卷积层提取启动子序列的特征矩阵。结果,我们得到的 FID 等于 1.37,这意味着合成启动子的分布与天然启动子相似。我们的工作为启动子的从头设计提供了一种全新的方法,表明完全由数据驱动的生成模型在启动子设计中是可行的。
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引用次数: 0
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ACS Synthetic Biology
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