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Prenol production in a microbial host via the "Repass" Pathways.
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-25 DOI: 10.1016/j.ymben.2025.01.009
David N Carruthers, Isaac Donnell, Eric Sundstrom, Jay D Keasling, Taek Soon Lee

Prenol and isoprenol are promising advanced biofuels and serve as biosynthetic precursors for pharmaceuticals, fragrances, and other industrially relevant compounds. Despite engineering improvements that circumvent intermediate cytotoxicity and lower energy barriers, achieving high titer 'mevalonate (MVA)-derived' prenol has remained elusive. Difficulty in selective prenol production stems from the necessary isomerization of isopentenyl diphosphate (IPP) to dimethylallyl diphosphate (DMAPP) as well as the intrinsic toxicity of these diphosphate precursors. Here, the expression of specific isopentenyl monophosphate kinases with model-guided enzyme substitution of diphosphate isomerases and phosphatases enabled selective cycling of monophosphates and diphosphates, dramatically improving prenol titers and selectivity in Escherichia coli. Pairing this approach with the canonical MVA pathway resulted in 300 mg/L prenol at a 30:1 ratio with isoprenol. Further pairing with the "IPP-Bypass" pathway resulted in 526 mg/L prenol at a 72:1 ratio with isoprenol, the highest and purest MVA-derived prenol titer to date. Additionally, modifying this "IPP-Repass" for DMAPP production and coexpressing the prenyltransferase acPT1 yielded 48.3 mg/L of the potential therapeutic precursor drupanin from p-coumarate. These novel repass pathways establish a unique strategy for tuning diphosphate precursors to drive isoprenoid biosynthesis and prenylation reactions.

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引用次数: 0
Exploring and increased acetate biosynthesis in Synechocystis PCC 6803 through insertion of a heterologous phosphoketolase and overexpressing phosphotransacetylase.
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-23 DOI: 10.1016/j.ymben.2025.01.008
Stamatina Roussou, Minmin Pan, Jens Krömer, Peter Lindblad

Acetate is a biological anion with many applications in the chemical and food industries. In addition to being a common microbial fermentative end-product, acetate can be produced by photosynthetic cyanobacteria from CO2 using solar energy. Using wild-type cells of the unicellular model cyanobacterium Synechocystis PCC 6803 only low levels of acetate are observed outside the cells. By inserting a heterologous phosphoketolase (PKPa) in the acs locus, encoding acetyl-CoA synthetase responsible for the irreversible conversion of acetate to acetyl-CoA, an increased level of 40 times was observed. Metabolite analyses indicate an enhanced Calvin-Benson-Bassham cycle, based on increased levels of glyceraldehyde 3-phosphate and fructose-1,6-biphosphate, while the decreased levels of 3-phosphoglycerate and pyruvate suggest a quick consumption of the fixed carbon. Acetyl-P and erythrose-4-phosphate showed significantly increased levels, as products of phosphoketolase, while acetyl-CoA remained stable through the experiment. The results of intra- and extra-cellular acetate levels clearly demonstrate an efficient excretion of produced acetate from the cells in the engineered strain. Knock-out of ach and pta showed a reduction in acetate production however, it was not as low as in cells with a single knock-out of ach. Overexpressing acetyl-CoA hydrolase (Ach) and acetate kinase (AckA) did not significantly increase production. In contrast, overexpressing phosphotransacetylase (Pta) in cells containing an inserted PKPa resulted in 80 times more acetate reaching 2.3 g/L after 14 days of cultivation.

{"title":"Exploring and increased acetate biosynthesis in Synechocystis PCC 6803 through insertion of a heterologous phosphoketolase and overexpressing phosphotransacetylase.","authors":"Stamatina Roussou, Minmin Pan, Jens Krömer, Peter Lindblad","doi":"10.1016/j.ymben.2025.01.008","DOIUrl":"https://doi.org/10.1016/j.ymben.2025.01.008","url":null,"abstract":"<p><p>Acetate is a biological anion with many applications in the chemical and food industries. In addition to being a common microbial fermentative end-product, acetate can be produced by photosynthetic cyanobacteria from CO<sub>2</sub> using solar energy. Using wild-type cells of the unicellular model cyanobacterium Synechocystis PCC 6803 only low levels of acetate are observed outside the cells. By inserting a heterologous phosphoketolase (PKPa) in the acs locus, encoding acetyl-CoA synthetase responsible for the irreversible conversion of acetate to acetyl-CoA, an increased level of 40 times was observed. Metabolite analyses indicate an enhanced Calvin-Benson-Bassham cycle, based on increased levels of glyceraldehyde 3-phosphate and fructose-1,6-biphosphate, while the decreased levels of 3-phosphoglycerate and pyruvate suggest a quick consumption of the fixed carbon. Acetyl-P and erythrose-4-phosphate showed significantly increased levels, as products of phosphoketolase, while acetyl-CoA remained stable through the experiment. The results of intra- and extra-cellular acetate levels clearly demonstrate an efficient excretion of produced acetate from the cells in the engineered strain. Knock-out of ach and pta showed a reduction in acetate production however, it was not as low as in cells with a single knock-out of ach. Overexpressing acetyl-CoA hydrolase (Ach) and acetate kinase (AckA) did not significantly increase production. In contrast, overexpressing phosphotransacetylase (Pta) in cells containing an inserted PKPa resulted in 80 times more acetate reaching 2.3 g/L after 14 days of cultivation.</p>","PeriodicalId":18483,"journal":{"name":"Metabolic engineering","volume":" ","pages":""},"PeriodicalIF":6.8,"publicationDate":"2025-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143039921","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"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
Introduction of acetyl-phosphate bypass and increased culture temperatures enhanced growth-coupled poly-hydroxybutyrate production in the marine cyanobacterium Synechococcus sp. PCC7002.
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-21 DOI: 10.1016/j.ymben.2025.01.004
Kosuke Inabe, Ryota Hidese, Yuichi Kato, Mami Matsuda, Takanobu Yoshida, Keiji Matsumoto, Akihiko Kondo, Shunsuke Sato, Tomohisa Hasunuma

Polyhydroxyalkanoate (PHA) is an attractive bio-degradable plastic alternative to petrochemical plastics. Photosynthetic cyanobacteria accumulate biomass by fixing atmospheric CO2, making them promising hosts for sustainable PHA production. Conventional PHA production in cyanobacteria requires prolonged cultivation under nutrient limitation to accumulate cellular PHA. In this study, we developed a system for growth-coupled production of the PHA poly-hydroxybutyrate (PHB), using the marine cyanobacterium Synechococcus sp. PCC 7002. A recombinant strain termed KB1 expressing a set of heterologous PHB biosynthesis genes (phaA/phaB from Cupriavidus necator H16 and phaE/phaC from Synechocystis sp. PCC 6803) accumulated substantial PHB during growth (11.4% of dry cell weight). To improve PHB accumulation, we introduced the Pseudomonas aeruginosa phosphoketolase gene (pk) into strain KB1, rewiring intermediates of the Calvin-Benson-Bassham (CBB) cycle (xyluose-5-phosphate, sedoheptulose 7-phosphate, and fructose-6-phosphate) to acetyl-CoA. The pk-expressing strain, KB15, accumulated 2.1-fold enhanced levels of PHB (23.8% of dried cell weight), relative to the parent strain, KB1. The highest PHB titer of KB15 strain supplemented with acetate was about 1.1 g L-1 and the yield was further enhanced by 2.6-fold following growth at 38 °C (0.21 g L-1 d-1), relative to growth at 30 °C. Metabolome analysis revealed that pool sizes of CBB intermediates decreased, while levels of acetyl-CoA increased in strain KB15 compared with strain KB1, and this increase was further enhanced following growth at 38 °C. Our data demonstrate that acetyl-phosphate generated by Pk was converted into acetyl-CoA via acetate by hitherto unidentified enzymes. In conclusion, expression of heterologous PHB biosynthesis genes enabled growth-coupled PHB production in strain PCC 7002, which was increased through acetyl-CoA supplementation by bypassing acetyl-phosphate and elevating culture temperature.

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引用次数: 0
Biosynthesis of 10-Hydroxy-2-Decenoic Acid in Escherichia coli.
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-20 DOI: 10.1016/j.ymben.2025.01.006
Dan He, Yan Chen, Junfeng Shen, Han Yu, Jay D Keasling, Xiaozhou Luo

10-hydroxy-2-decenoic acid (10-HDA), a unique unsaturated fatty acid present in royal jelly, has attracted considerable interest due to its potential medical applications. However, its low concentration in royal jelly and complex conformational structure present challenges for large-scale production. In this study, we designed and constructed a de novo biosynthetic pathway for 10-HDA in Escherichia coli. Initially, we introduced the heterologous thioesterase UaFatB1 to hydrolyze trans-2-decenoyl ACP to produce trans-2-decenoic acid, a key precursor for 10-HDA. Subsequently, we employed the bacterial cytochrome P450 enzyme CYP153AMaq to catalyze the terminal hydroxylation of trans-2-decenoic acid. Furthermore, through redox partner engineering and directed evolution, we identified the optimal combination for 10-HDA production: CYP153AMaq Q129R/V141L mutant with redox partner FdR0978/Fdx0338. Finally, we optimized the fermentation conditions and achieved a 10-HDA titer of 18.8 mg/L using glucose as primary carbon source. Our work establishes a platform for producing α,β-unsaturated fatty acids and its derivatives, facilitating more study of these compounds.

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引用次数: 0
Unleashing the innate ability of Escherichia coli to produce D-Allose. 释放大肠杆菌产生D-Allose的先天能力。
IF 8.4 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-18 DOI: 10.1016/j.ymben.2025.01.007
Bryant Luu,Dileep Sai Kumar Palur,Jayce E Taylor,John Didzbalis,Justin B Siegel,Shota Atsumi
D-allose is a rare monosaccharide, found naturally in low abundances. Due to its low-calorie profile and similar taste to sucrose, D-allose has the potential to become an ideal sugar substitute. D-allose also displays unique properties and health benefits that can be applied to various fields, including food and medicine. D-allose can be produced using two enzymatic steps in vitro: the epimerization of D-fructose, then the isomerization of the resulting D-psicose. This method suffers from poor yield due to the reversible nature of both reactions. We found that Escherichia coli possesses all of the required enzymes to convert D-glucose to D-allose with a thermodynamically favorable pathway, through a series of phosphorylation-epimerization-isomerization-dephosphorylation steps. To increase carbon flux toward D-allose production, the pathway genes were additionally expressed, and the competing pathways were removed. The engineered strains achieved production of D-allose, at a titer of 56.4 g L-1, a productivity of 0.65 g L-1 hr1, and a yield of 41.4% under test tube conditions.
D-allose是一种罕见的单糖,天然存在的丰度很低。由于其低热量和与蔗糖相似的味道,D-allose有可能成为理想的糖替代品。D-allose还显示出独特的特性和健康益处,可应用于各种领域,包括食品和医药。d -醛糖可以通过两个酶促步骤在体外产生:d -果糖的外映异构化,然后是d -果糖的异构化。由于两种反应的可逆性质,这种方法的产率很低。研究人员发现,大肠杆菌拥有将d -葡萄糖转化为d -醛脲所需的所有酶,通过一系列磷酸化-外聚化-异构化-去磷酸化的过程,在热力学上有利。为了增加D-allose产生的碳通量,途径基因被额外表达,而竞争途径被去除。在试管条件下,该工程菌株产D-allose,滴度为56.4 g L-1,产率为0.65 g L-1 hr1,产率为41.4%。
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引用次数: 0
Designing a microbial factory suited for plant chloroplast-derived enzymes to efficiently and green synthesize natural products: capsanthin and capsorubin as examples. 设计一种适合植物叶绿体衍生酶的微生物工厂,以高效、绿色地合成天然产物:辣椒素和辣椒素。
IF 8.4 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-16 DOI: 10.1016/j.ymben.2025.01.005
Huibin Chen,Guiping Guo,Qiaoyue Li,Zhen Liu
Specific cellular microenvironment, multi-enzyme complex and expensive essential cofactor make the biological manufacturing of plant chloroplast natural products (PCNPs) extremely challenging. The above difficulties have hampered the biosynthesis of capsanthin and capsorubin in the past 30 years. Here, we take capsanthin and capsorubin as examples to design an innovative microbial factory to promote the heterologous synthesis of PCPNs. Our main strategy is mimicking the microenvironment of chloroplasts in microbial factory. First, accumulation of violaxanthin, which is the key precursor, was increased by 587.9%, through introducing oxidative microenvironment and thioredoxin. The initial capsanthin-producing strain with 0.28 mg g-1 DCW were obtained by introducing capsanthin/capsorubin synthase (CCS). Subsequently, chloroplast-derived chaperones Cpn60α, Cpn60β and Cpn20 created a folding-promoting microenvironment for CCS. At the same time, by imitating the quasi-natural CCS, an artificial homotrimer was constructed and obtained 5.15 mg g-1 DCW capsanthin, and 1.62 mg g-1 DCW capsorubin. Finally, sufficient FADH2 was provided for CCS by feeding 20 mM formate. This process was realized by the continuous catalysis of formate dehydrogenase and flavin reductase. The engineered strain accumulated 6.77 mg g-1 DCW of capsanthin and 2.18 mg g-1 DCW of capsorubin. Compared with the initial strain, the yield of capsanthin was increased by 24.18 times, and 13.54 times of the highest yield reported so far. Artificially designed microbial cell factory and low-cost cofactor supply methods are in line with the current sustainable and green wave of biochemicals. This work not only provides a platform strain for low-cost and sustainable biosynthesis, but also provides a paradigm for heterologous expression of chloroplast-derived enzymes.
特定的细胞微环境、多酶复合物和昂贵的必需辅因子使得植物叶绿体天然产物(PCNPs)的生物制造极具挑战性。在过去的30年里,上述困难阻碍了辣椒红素和辣椒红素的生物合成。本文以辣椒素和辣椒素为例,设计了一个创新的微生物工厂来促进pcpn的异源合成。我们的主要策略是模拟微生物工厂中叶绿体的微环境。首先,通过引入氧化微环境和硫氧还蛋白,使关键前体紫黄质积累量增加了587.9%;通过引入辣椒素/capsorubin synthase (CCS),获得了产辣椒素的初始菌株,其DCW为0.28 mg g-1。随后,叶绿体衍生的伴侣蛋白Cpn60α、Cpn60β和Cpn20为CCS创造了促进折叠的微环境。同时,通过模拟准天然CCS,构建了人工同源三聚体,得到了5.15 mg g-1 DCW辣椒素和1.62 mg g-1 DCW辣椒素。最后,通过添加20 mM甲酸盐为CCS提供足够的FADH2。该工艺是通过甲酸脱氢酶和黄素还原酶的连续催化实现的。该菌株辣椒素含量为6.77 mg g-1 DCW,衣素含量为2.18 mg g-1 DCW。与初始菌株相比,辣椒素的产量提高了24.18倍,是迄今为止报道的最高产量的13.54倍。人工设计微生物细胞工厂和低成本辅因子供应方法符合当前生物化学可持续发展的绿色浪潮。这项工作不仅为低成本和可持续的生物合成提供了一个平台菌株,而且为叶绿体衍生酶的异源表达提供了一个范例。
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引用次数: 0
De novo biosynthesis of mogroside V by multiplexed engineered yeasts. 多重工程酵母重新合成甜苷V的研究。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-07 DOI: 10.1016/j.ymben.2025.01.002
Guanyi Qu, Yunfei Song, Xianhao Xu, Yanfeng Liu, Jianghua Li, Guocheng Du, Long Liu, Yangyang Li, Xueqin Lv

High sugar intake has become a global health concern due to its association with various diseases. Mogroside V (MG-V), a zero-calorie sweetener with multiple medical properties, is emerging as a promising sugar substitute. However, its application is hindered by low natural abundance and the inefficiency of conventional plant extraction methods. In this study, two glycosyltransferases were introduced into an engineered mogrol-producing Saccharomyces cerevisiae strain to enable the first de novo MG-V biosynthesis. Then, MG-V titer increased by 2.3 × 104-fold through a series of efficient metabolic engineering strategies, including the enhancement of precursors, inhibition of the competitive pathway, and prevention of MG-V degradation. The challenges of enzyme spatial separation and high protein folding stress were addressed through lipid droplet (LD) compartmentalization and endoplasmic reticulum expansion, respectively. The ty1 transposon was employed to increase the copies of LD-targeted fusion protein AtCPR2-CYP87D18, which possessed higher CYP450 catalytic efficiency, resulting in an MG-V titer of 10.25 mg/L in shake flasks and 28.62 mg/L in a 5-L bioreactor. Overall, this study realized de novo MG-V synthesis in S. cerevisiae for the first time and provided a valuable reference for constructing microbial factories for triterpenoid saponin synthesis.

高糖摄入与多种疾病有关,已成为全球关注的健康问题。苦苷V (MG-V)是一种零卡路里的甜味剂,具有多种药用特性,是一种有前途的糖替代品。然而,其应用受到天然丰度低和传统植物提取方法效率低的阻碍。在这项研究中,两种糖基转移酶被引入到先前设计的生产mogrol的酿酒酵母菌株中,以实现首次从头合成MG-V。通过一系列有效的代谢工程策略,包括增强前体、抑制竞争途径和防止MG-V降解,MG-V滴度提高了2.3 × 104倍。酶空间分离和高蛋白折叠胁迫分别通过脂滴区隔化和内质网扩张来解决。利用ty1转座子增加ld靶向融合蛋白AtCPR2-CYP87D18的拷贝数,使其具有更高的CYP450催化效率,在摇瓶中mg - v滴度为10.25 mg/L,在5-L生物反应器中mg - v滴度为28.62 mg/L。总体而言,本研究首次在酿酒酵母中实现了MG-V的从头合成,为构建三萜皂苷合成微生物工厂提供了有价值的参考。
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引用次数: 0
CIFR (Clone-Integrate-Flip-out-Repeat): A toolset for iterative genome and pathway engineering of Gram-negative bacteria. CIFR(克隆-整合-翻转-重复):革兰氏阴性菌迭代基因组和途径工程的工具集。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-06 DOI: 10.1016/j.ymben.2025.01.001
Filippo Federici, Francesco Luppino, Clara Aguilar-Vilar, Maria Eleni Mazaraki, Lars Boje Petersen, Linda Ahonen, Pablo I Nikel

Advanced genome engineering enables precise and customizable modifications of bacterial species, and toolsets that exhibit broad-host compatibility are particularly valued owing to their portability. Tn5 transposon vectors have been widely used to establish random integrations of desired DNA sequences into bacterial genomes. However, the iteration of the procedure remains challenging because of the limited availability and reusability of selection markers. We addressed this challenge with CIFR, a mini-Tn5 integration system tailored for iterative genome engineering. The pCIFR vectors incorporate attP and attB sites flanking an antibiotic resistance marker used to select for the insertion. Subsequent removal of antibiotic determinants is facilitated by the Bxb1 integrase paired to a user-friendly counter-selection marker, both encoded in auxiliary plasmids. CIFR delivers engineered strains harboring stable DNA insertions and free of any antibiotic resistance cassette, allowing for the reusability of the tool. The system was validated in Pseudomonas putida, Escherichia coli, and Cupriavidus necator, underscoring its portability across diverse industrially relevant hosts. The CIFR toolbox was calibrated through combinatorial integrations of chromoprotein genes in P. putida, generating strains displaying a diverse color palette. We also introduced a carotenoid biosynthesis pathway in P. putida in a two-step engineering process, showcasing the potential of the tool for pathway balancing. The broad utility of the CIFR toolbox expands the toolkit for metabolic engineering, allowing for the construction of complex phenotypes while opening new possibilities in bacterial genetic manipulations.

先进的基因组工程使细菌物种的精确和可定制的修改成为可能,而具有广泛宿主兼容性的工具集因其可移植性而特别受重视。Tn5转座子载体已广泛用于建立所需的DNA序列随机整合到细菌基因组。然而,由于选择标记的有限可用性和可重用性,该过程的迭代仍然具有挑战性。我们利用CIFR解决了这一挑战,CIFR是一种为迭代基因组工程量身定制的mini-Tn5集成系统。pCIFR载体将attP和attB位点结合在用于选择插入的抗生素抗性标记的两侧。随后,Bxb1整合酶与用户友好的反选择标记配对,促进了抗生素决定因子的去除,两者都编码在辅助质粒中。CIFR提供的工程菌株含有稳定的DNA插入,不含任何抗生素耐药盒,允许工具的可重复使用。该系统在恶臭假单胞菌、大肠杆菌和粪铜杆菌中进行了验证,强调了其在不同工业相关宿主中的可移植性。CIFR工具箱通过组合整合p.p . putida的色蛋白基因进行校准,产生具有多种颜色调色板的菌株。我们还介绍了一个类胡萝卜素生物合成途径在p.p putida的两步工程过程,展示了该工具的潜力,途径平衡。CIFR工具箱的广泛用途扩展了代谢工程工具箱,允许构建复杂表型,同时为细菌遗传操作开辟了新的可能性。
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引用次数: 0
Cross-feeding of amino acid pathway intermediates is common in co-cultures of auxotrophic Escherichia coli. 氨基酸途径中间体的交叉饲养在营养不良的大肠杆菌共培养中很常见。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-06 DOI: 10.1016/j.ymben.2025.01.003
Yu-Jun Hong, Yijing Cai, Maciek R Antoniewicz

Amino acid auxotrophy refers to an organism's inability to synthesize one or more amino acids that are required for cell growth. In microbiome research, co-cultures of amino acid auxotrophs are often used to investigate metabolite cross-feeding interactions and model community dynamics. Thus far, it has been implicitly assumed that amino acids are mainly cross-fed between these auxotrophs. However, this assumption has not been fully verified. For example, it could be that intermediates of amino acid biosynthesis pathways are exchanged instead, or in addition to amino acids. If true, this would significantly increase the complexity of metabolic interactions that needs to be considered. Here, we show that metabolic pathway intermediates are indeed exchanged in many co-cultures of amino acid auxotrophs. To demonstrate this, we selected 25 E. coli single gene knockouts that are auxotrophic for five different amino acids: arginine, histidine, isoleucine, proline, and tryptophan. In co-culture experiments, we paired strains that shared the same amino acid auxotrophy and monitored cell growth. We observed growth in 23 out of 55 strain pairings, indicating that pathway intermediates were exchanged between the strains. To provide further support for cross-feeding of pathway intermediates, auxotrophic E. coli strains were cultured in media supplemented with commercially available metabolic pathway intermediates at different concentrations. Supplementing media with these metabolites recovered cell growth as was predicted from the co-culture experiments. Most of these metabolites supported high growth rates, even when present at low concentrations (10 μM), suggesting the presence of high affinity transporters for these metabolites. In total, we identified eight metabolic pathway intermediates that were likely exchanged between the auxotrophic E. coli strains and verified six of these, including histidinol, N-acetyl-L-ornithine, L-ornithine, L-citrulline, keto-isoleucine and anthranilate. Taken together, this work demonstrates that exchange of metabolic pathway intermediates is more common than has been assumed so far. In future, these exchanges must be explicitly considered when constructing models of metabolite cross-feeding interactions in microbial communities and when interpreting results from microbiome studies involving auxotrophic strains.

氨基酸营养不良是指生物体无法合成细胞生长所需的一种或多种氨基酸。在微生物组研究中,氨基酸营养不良菌的共培养常用于研究代谢物的交叉摄食相互作用和模拟群落动态。到目前为止,人们一直含蓄地认为氨基酸主要是在这些营养不良生物之间交叉喂养的。然而,这一假设尚未得到充分证实。例如,可能是氨基酸生物合成途径的中间体被交换,或者除了氨基酸之外。如果这是真的,这将显著增加需要考虑的代谢相互作用的复杂性。在这里,我们表明代谢途径的中间体确实在许多氨基酸营养不良的共培养中交换。为了证明这一点,我们选择了25个大肠杆菌单基因敲除,它们对5种不同的氨基酸有营养缺陷:精氨酸、组氨酸、异亮氨酸、脯氨酸和色氨酸。在共培养实验中,我们将具有相同氨基酸的菌株配对,并监测细胞生长情况。我们观察到55对菌株中有23对生长,表明菌株之间交换了途径中间体。为了进一步支持途径中间体的交叉饲养,在添加了不同浓度的市售代谢途径中间体的培养基中培养了营养不良的大肠杆菌菌株。在培养基中添加这些代谢物可以恢复细胞生长,这与共培养实验的预测一致。即使在低浓度(10 μM)下,大多数代谢物也支持高生长速率,这表明这些代谢物存在高亲和力的转运体。总的来说,我们确定了8种可能在营养不良大肠杆菌菌株之间交换的代谢途径中间体,并验证了其中的6种,包括组氨酸、n -乙酰基- l-鸟氨酸、l-鸟氨酸、l-瓜氨酸、酮异亮氨酸和邻氨基苯甲酸酯。综上所述,这项工作表明,代谢途径中间体的交换比迄今为止所假设的更为普遍。未来,在构建微生物群落中代谢物交叉取食相互作用模型时,以及在解释涉及营养不良菌株的微生物组研究结果时,必须明确考虑这些交换。
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引用次数: 0
Deep learning for NAD/NADP cofactor prediction and engineering using transformer attention analysis in enzymes. 利用深度学习对酶中的转化注意分析进行 NAD/NADP 辅因子预测和工程设计。
IF 6.8 1区 生物学 Q1 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-01-01 Epub Date: 2024-11-20 DOI: 10.1016/j.ymben.2024.11.007
Jaehyung Kim, Jihoon Woo, Joon Young Park, Kyung-Jin Kim, Donghyuk Kim

Understanding and manipulating the cofactor preferences of NAD(P)-dependent oxidoreductases, the most widely distributed enzyme group in nature, is increasingly crucial in bioengineering. However, large-scale identification of the cofactor preferences and the design of mutants to switch cofactor specificity remain as complex tasks. Here, we introduce DISCODE (Deep learning-based Iterative pipeline to analyze Specificity of COfactors and to Design Enzyme), a novel transformer-based deep learning model to predict NAD(P) cofactor preferences. For model training, a total of 7,132 NAD(P)-dependent enzyme sequences were collected. Leveraging whole-length sequence information, DISCODE classifies the cofactor preferences of NAD(P)-dependent oxidoreductase protein sequences without structural or taxonomic limitation. The model showed 97.4% and 97.3% of accuracy and F1 score, respectively. A notable feature of DISCODE is the interpretability of its transformer layers. Analysis of attention layers in the model enables identification of several residues that showed significantly higher attention weights. They were well aligned with structurally important residues that closely interact with NAD(P), facilitating the identification of key residues for determining cofactor specificities. These key residues showed high consistency with verified cofactor switching mutants. Integrated into an enzyme design pipeline, DISCODE coupled with attention analysis, enables a fully automated approach to redesign cofactor specificity.

NAD(P)依赖性氧化还原酶是自然界中分布最广的酶群,了解和操纵其辅助因子偏好在生物工程中越来越重要。然而,大规模鉴定辅因子偏好和设计突变体以转换辅因子特异性仍然是一项复杂的任务。在这里,我们介绍了 DISCODE(基于深度学习的迭代管道分析辅因子特异性并设计酶),这是一种新型的基于转换器的深度学习模型,用于预测 NAD(P) 辅因子的偏好。为训练模型,共收集了 7,132 个依赖 NAD(P) 的酶序列。利用全长序列信息,DISCODE对NAD(P)依赖性氧化还原酶蛋白质序列的辅因子偏好进行了分类,而不受结构或分类学的限制。该模型的准确率和F1得分分别为97.4%和97.3%。DISCODE 的一个显著特点是其转换层的可解释性。通过分析模型中的注意力层,可以识别出几个注意力权重明显较高的残基。这些残基与与 NAD(P) 密切相互作用的重要结构残基非常吻合,有助于确定辅助因子特异性的关键残基。这些关键残基与已验证的辅因子切换突变体具有高度一致性。将 DISCODE 与注意力分析集成到酶设计流水线中,就可以采用全自动方法重新设计辅因子特异性。
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Metabolic engineering
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