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Synthetic pathways for microbial biosynthesis of valuable pyrazine derivatives using genetically modified Pseudomonas putida KT2440 利用转基因恶臭假单胞菌KT2440合成有价吡嗪衍生物的微生物合成途径
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-03-30 DOI: 10.1016/j.mec.2025.e00258
Vytautas Petkevičius, Justė Juknevičiūtė, Domas Mašonis, Rolandas Meškys
Using engineered microbes for synthesizing high-valued chemicals from renewable sources is a foundation in synthetic biology, however, it is still in its early stages. Here, we present peculiarities and troubleshooting of the construction of novel synthetic metabolic pathways in genetically modified work-horse Pseudomonas putida KT2440. The combination of this microbial host and heterologous expressed non-heme diiron monooxygenases enabled de novo biosynthesis of 2,5-dimethylpyrazine (2,5-DMP) carboxylic acid and N-oxides as target products. A key intermediate, 2,5-DMP, was obtained by using Pseudomonas putida KT2440Δ6 strain containing six gene deletions in the L-threonine pathway, along with the overexpression of thrAS345F and tdh from E. coli. Thus, the carbon surplus was redirected from glucose through L-threonine metabolism toward the formation of 2,5-DMP, resulting in a product titre of 106 ± 30 mg L−1. By introducing two native genes (thrB and thrC from P. putida KT2440) from the L-threonine biosynthesis pathway, the production of 2,5-DMP was increased to 168 ± 20 mg L−1. The resulting 2,5-DMP was further derivatized through two separate pathways. Recombinant P. putida KT2440 strain harboring xylene monooxygenase (XMO) produced 5-methyl-2-pyrazinecarboxylic acid from glucose as a targeted compound in a product titre of 204 ± 24 mg L−1. The microbial host containing genes of PmlABCDEF monooxygenase (Pml) biosynthesized N-oxides – 2,5-dimethylpyrazine 1-oxide as a main product, and 2,5-dimethylpyrazine 1,4-dioxide as a minor product, reaching product titres of 82 ± 8 mg L−1 and 11 ± 2 mg L−1 respectively.
利用工程微生物从可再生资源中合成高价值化学品是合成生物学的基础,然而,它仍处于早期阶段。在这里,我们介绍了在转基因工作马恶臭假单胞菌KT2440中构建新的合成代谢途径的特点和故障排除。该微生物宿主与异种表达的非血红素二铁单加氧酶结合,使2,5-二甲基吡嗪(2,5- dmp)羧酸和n-氧化物作为靶产物重新生物合成。利用含有l -苏氨酸途径中6个基因缺失以及大肠杆菌中thrAS345F和tdh过表达的恶臭假单胞菌KT2440Δ6菌株,获得了关键中间体2,5- dmp。因此,碳过剩通过L-苏氨酸代谢从葡萄糖重定向到2,5- dmp的形成,导致产物滴度为106±30 mg L−1。在L-苏氨酸生物合成途径中引入两个天然基因(来自p.p putida KT2440的thrB和thrC),将2,5- dmp的产量提高到168±20 mg L−1。得到的2,5- dmp通过两个不同的途径进一步衍生化。含有二甲苯单加氧酶(XMO)的重组恶臭p.p . putida KT2440菌株以葡萄糖为目标化合物生产5-甲基-2-吡嗪羧酸,产品滴度为204±24 mg L−1。含有PmlABCDEF单加氧酶(Pml)基因的微生物宿主以n -氧化物- 2,5-二甲基吡嗪1-氧化物为主要产物,以2,5-二甲基吡嗪1,4-二氧化为次要产物,产物滴度分别为82±8 mg L−1和11±2 mg L−1。
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引用次数: 0
Production of borneol, camphor, and bornyl acetate using engineered Saccharomyces cerevisiae 利用工程酿酒酵母生产冰片、樟脑和冰片醋酸酯
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-03-31 DOI: 10.1016/j.mec.2025.e00259
Masahiro Tominaga , Kazuma Kawakami , Hiro Ogawa , Tomomi Nakamura , Akihiko Kondo , Jun Ishii
Microbial production of bicyclic monoterpenes is of great interest because their production primarily utilizes non-sustainable resources. Here, we report an engineered Saccharomyces cerevisiae yeast that produces bicyclic monoterpenes, including borneol, camphor, and bornyl acetate. The engineered yeast expresses a bornyl pyrophosphatase synthase from Salvia officinalis fused with mutated farnesyl pyrophosphate synthase from S. cerevisiae and two mevalonate pathway enzymes (an acetoacetyl-CoA thiolase/hydroxymethylglutaryl-CoA [HMG-CoA] reductase and an HMG-CoA synthase) from Enterococcus faecalis. The yeast produced up to 23.0 mg/L of borneol in shake-flask fermentation. By additionally expressing borneol dehydrogenase from Pseudomonas sp. TCU-HL1 or bornyl acetyltransferase from Wurfbainia villosa, the engineered yeast produced 23.5 mg/L of camphor and 21.1 mg/L of bornyl acetate, respectively. This is the first report of heterologous production of camphor and bornyl acetate.
微生物生产双环单萜烯是非常有趣的,因为它们的生产主要利用不可持续的资源。在这里,我们报告了一种工程酿酒酵母产生双环单萜,包括冰片,樟脑和龙脑酯醋酸酯。该工程酵母表达一种来自鼠尾草的龙脑基焦磷酸酶合成酶、一种来自酿酒酵母的突变法尼基焦磷酸酶和两种来自粪肠球菌的甲羟戊酸途径酶(乙酰乙酰辅酶- coa硫酶/羟甲基戊二酰辅酶[HMG-CoA]还原酶和一个HMG-CoA合成酶)。在摇瓶发酵中,酵母产生高达23.0 mg/L的冰片。此外,通过表达假单胞菌TCU-HL1的冰片脱氢酶或长绒Wurfbainia villosa的冰片乙酰转移酶,工程酵母的樟脑产量分别为23.5 mg/L和21.1 mg/L。本文首次报道了樟脑和醋酸龙脑酯的异种生产。
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引用次数: 0
Engineering Pseudomonas putida for production of 3-hydroxyacids using hybrid type I polyketide synthases 利用杂交I型聚酮合成酶生产3-羟基酸的工程恶臭假单胞菌
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-04-02 DOI: 10.1016/j.mec.2025.e00261
Matthias Schmidt , Aaron A. Vilchez , Namil Lee , Leah S. Keiser , Allison N. Pearson , Mitchell G. Thompson , Yolanda Zhu , Robert W. Haushalter , Adam M. Deutschbauer , Satoshi Yuzawa , Lars M. Blank , Jay D. Keasling
Engineered type I polyketide synthases (T1PKSs) are a potentially transformative platform for the biosynthesis of small molecules. Due to their modular nature, T1PKSs can be rationally designed to produce a wide range of bulk or specialty chemicals. While heterologous PKS expression is best studied in microbes of the genus Streptomyces, recent studies have focused on the exploration of non-native PKS hosts. The biotechnological production of chemicals in fast growing and industrial relevant hosts has numerous economic and logistic advantages. With its native ability to utilize alternative feedstocks, Pseudomonas putida has emerged as a promising workhorse for the sustainable production of small molecules. Here, we outline the assessment of P. putida as a host for the expression of engineered T1PKSs and production of 3-hydroxyacids. After establishing the functional expression of an engineered T1PKS, we successfully expanded and increased the pool of available acyl-CoAs needed for the synthesis of polyketides using transposon sequencing and protein degradation tagging. This work demonstrates the potential of T1PKSs in P. putida as a production platform for the sustainable biosynthesis of unnatural polyketides.
工程型I型聚酮合成酶(t1pks)是一个潜在的小分子生物合成的变革性平台。由于其模块化的性质,t1pks可以合理设计,以生产广泛的散装或特种化学品。虽然在链霉菌属微生物中对异源PKS表达的研究最多,但最近的研究主要集中在对非本地PKS宿主的探索上。在快速发展的工业相关东道国进行化学品生物技术生产具有众多的经济和物流优势。凭借其利用替代原料的天然能力,恶臭假单胞菌已成为可持续生产小分子的有前途的主力。在这里,我们概述了恶臭杆菌作为表达工程化t1pks和生产3-羟基酸的宿主的评估。在建立了工程T1PKS的功能表达后,我们利用转座子测序和蛋白质降解标记成功地扩大和增加了合成多酮所需的可用酰基辅酶a库。这项工作证明了p.p utida中t1pks作为可持续生物合成非天然聚酮的生产平台的潜力。
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引用次数: 0
Multi-step pathway engineering in probiotic Saccharomyces boulardii for abscisic acid production in the gut 益生菌博氏酵母菌肠道脱落酸生产的多步骤途径工程
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-05-30 DOI: 10.1016/j.mec.2025.e00263
Femke Van Gaever , Paul Vandecruys , Yasmine Driege , Seo Woo Kim , Johan M. Thevelein , Rudi Beyaert , Jens Staal
The plant hormone abscisic acid (ABA) has gained attention for its role in animals and humans, particularly due to its protective effects in various immune and inflammatory disorders. Given its high concentrations in fruits like figs, bilberries and apricots, ABA shows promise as a nutraceutical. However scalability, short half-life and cost limit the use of ABA-enriched fruit extracts and synthetic supplements. In this study, we propose an alternative ABA administration method to overcome these challenges. We genetically engineered a strain of the probiotic Saccharomyces boulardii to produce and deliver ABA directly to the gut of mice. Using the biosynthesis pathway from Botrytis cinerea, four genes (bcaba1-4) were integrated into S. boulardii, enabling ABA production at 30 °C, as previously described in Saccharomyces cerevisiae. Introducing an additional cytochrome P450 reductase gene resulted in a 7-fold increase in ABA titers, surpassing previous ABA-producing S. cerevisiae strains. Supplementation of the ABA-producing S. boulardii in the diet of mice (at a concentration of 5 × 108 CFU/g) led to effective gut colonization but resulted in low serum ABA levels (approximately 1.8 ng/mL). The absence of detectable serum ABA after administration of the ABA-producing probiotic through oral gavage, prompted further investigation to determine the underlying cause. The physiological body temperature (37 °C) was identified as a major bottleneck for ABA production. Modifications to enhance the mevalonate pathway flux improved ABA levels at 37 °C. However, additional modifications are needed to optimize ABA production before testing this probiotic in disease contexts in mice.
植物激素脱落酸(ABA)因其在动物和人类中的作用而受到关注,特别是由于其对各种免疫和炎症疾病的保护作用。鉴于其在无花果、越桔和杏子等水果中的高浓度,ABA有望成为一种营养保健品。然而,可扩展性、半衰期短和成本限制了富含aba的水果提取物和合成补充剂的使用。在这项研究中,我们提出了一种替代的ABA管理方法来克服这些挑战。我们对一株益生菌博氏酵母菌进行了基因工程改造,使其能够直接产生ABA并将其输送到小鼠的肠道。利用灰霉病菌(Botrytis cinerea)的生物合成途径,将4个基因(bcaba1-4)整合到S. borlardii中,使其能够在30°C下生产ABA,正如之前在酿酒酵母(Saccharomyces cerevisiae)中所述。引入一个额外的细胞色素P450还原酶基因导致ABA滴度增加7倍,超过了以前产生ABA的酿酒葡萄球菌菌株。在小鼠日粮中添加产生ABA的博氏弧菌(浓度为5 × 108 CFU/g)可有效定植肠道,但导致血清ABA水平较低(约1.8 ng/mL)。通过灌胃给予产生ABA的益生菌后,血清中没有可检测到的ABA,这促使进一步调查以确定潜在的原因。生理体温(37℃)被认为是ABA产生的主要瓶颈。增强甲羟戊酸途径通量的修饰提高了37°C时ABA水平。然而,在测试这种益生菌在小鼠疾病背景下的ABA产量之前,还需要进行额外的修改。
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引用次数: 0
13C-metabolic flux analysis of Saccharomyces cerevisiae in complex media 酵母在复杂培养基中的13c代谢通量分析
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2025-06-01 Epub Date: 2025-04-01 DOI: 10.1016/j.mec.2025.e00260
Hayato Fujiwara , Nobuyuki Okahashi , Taisuke Seike , Fumio Matsuda
Saccharomyces cerevisiae is often cultivated in complex media for applications in food and other biochemical production. However, 13C-metabolic flux analysis (13C-MFA) has been conducted for S. cerevisiae cultivated in synthetic media, resulting in a limited understanding of the metabolic flux distributions under the complex media. In this study, 13C-MFA was applied to S. cerevisiae cultivated in complex media to quantify the metabolic fluxes in the central metabolic network. S. cerevisiae was cultivated in a synthetic dextrose (SD) medium supplemented with 20 amino acids (SD + AA) and yeast extract peptone dextrose (YPD) medium. The results revealed that glutamic acid, glutamine, aspartic acid, and asparagine are incorporated into the TCA cycle as carbon sources in parallel with glucose consumption. Based on these findings, we successfully conducted 13C-MFA of S. cerevisiae cultivated in SD + AA and YPD media using parallel labeling and measured amino acid uptake rates. Furthermore, we applied the developed approach to 13C-MFA of yeast cultivated in malt extract medium. The analysis revealed that the metabolic flux through the anaplerotic and oxidative pentose phosphate pathways was lower in complex media than in synthetic media. Owing to the reduced carbon loss by the branching pathways, carbon flow toward ethanol production via glycolysis could be elevated. 13C-MFA of S. cerevisiae cultured in complex media provides valuable insights for metabolic engineering and process optimization in industrial yeast fermentation.
酿酒酵母通常在复杂的培养基中培养,用于食品和其他生化生产。然而,对酿酒酵母在合成培养基中培养的13c -代谢通量分析(13C-MFA),对复杂培养基下的代谢通量分布了解有限。本研究将13C-MFA应用于复杂培养基培养的酿酒酵母,量化其中心代谢网络中的代谢通量。在添加20种氨基酸(SD + AA)和酵母提取液蛋白胨葡萄糖(YPD)的合成葡萄糖(SD)培养基中培养酿酒酵母。结果表明,谷氨酸、谷氨酰胺、天冬氨酸和天冬酰胺作为碳源被纳入TCA循环,与葡萄糖消耗平行。基于这些发现,我们成功地利用平行标记法对SD + AA和YPD培养基培养的酿酒酵母进行了13C-MFA分析,并测量了氨基酸摄取率。此外,我们将该方法应用于麦芽提取物培养基中培养的酵母13C-MFA。分析结果表明,复合培养基中戊糖磷酸脱色和氧化途径的代谢通量低于合成培养基。由于分支途径减少了碳损失,通过糖酵解向乙醇生产的碳流量可能会增加。复杂培养基培养的酿酒酵母13C-MFA为工业酵母发酵代谢工程和工艺优化提供了有价值的见解。
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引用次数: 0
Production of (R)-citramalate by engineered Saccharomyces cerevisiae 利用工程酿酒酵母生产(R)-柠檬酸盐
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-12-01 Epub Date: 2024-08-10 DOI: 10.1016/j.mec.2024.e00247
Ryosuke Mitsui , Akihiko Kondo , Tomokazu Shirai

The budding yeast, Saccharomyces cerevisiae, has a high tolerance to organic acids and alcohols, and thus grows well under toxic concentrations of various compounds in the culture medium, potentially allowing for highly efficient compound production. (R)-citramalate is a raw material for methyl methacrylate and can be used as a metabolic intermediate in the biosynthesis of higher alcohols. (R)-citramalate is synthesized from pyruvate and acetyl-CoA. Unlike Escherichia coli, S. cerevisiae has organelles, and its intracellular metabolites are compartmentalized, preventing full use of intracellular acetyl-CoA. Therefore, in this study, to increase the amount of cytosolic acetyl-CoA for highly efficient production of (R)-citramalate, we inhibited the transport of cytosolic acetyl-CoA and pyruvate to the mitochondria. We also constructed a heterologous pathway to supply cytosolic acetyl-CoA. Additionally, we attempted to export (R)-citramalate from cells by expressing a heterologous dicarboxylate transporter gene. We evaluated the effects of these approaches on (R)-citramalate production and constructed a final strain by combining these positive approaches. The resulting strain produced 16.5 mM (R)-citramalate in batch culture flasks. This is the first report of (R)-citramalate production by recombinant S. cerevisiae, and the (R)-citramalate production by recombinant yeast achieved in this study was the highest reported to date.

芽殖酵母(Saccharomyces cerevisiae)对有机酸和酒精有很强的耐受性,因此在培养基中各种化合物浓度有毒的情况下也能很好地生长,从而有可能实现高效的化合物生产。(R)-柠檬醛酸酯是甲基丙烯酸甲酯的原料,可用作高级醇类生物合成的代谢中间体。(R)-柠檬醛酸由丙酮酸和乙酰-CoA 合成。与大肠杆菌不同,酿酒酵母具有细胞器,其胞内代谢物被分隔开来,无法充分利用胞内乙酰-CoA。因此,在本研究中,为了增加细胞内乙酰-CoA 的含量以高效生产(R)-柠檬酸,我们抑制了细胞内乙酰-CoA 和丙酮酸向线粒体的运输。我们还构建了一条异源途径来提供细胞质乙酰-CoA。此外,我们还尝试通过表达异源二羧酸盐转运体基因从细胞中输出 (R)-citramalate 。我们评估了这些方法对(R)-柠檬醛酸生产的影响,并结合这些积极的方法构建了最终菌株。由此产生的菌株在批量培养瓶中产生了 16.5 mM (R)-柠檬醛酸。这是重组酿酒酵母生产(R)-柠檬醛酸的首次报道,本研究中重组酵母的(R)-柠檬醛酸产量是迄今为止报道的最高产量。
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引用次数: 0
Expression and characterization of monofunctional alcohol dehydrogenase enzymes in Clostridium thermocellum 热梭菌中单功能醇脱氢酶的表达和特性分析
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-12-01 Epub Date: 2024-06-20 DOI: 10.1016/j.mec.2024.e00243
Daniela Prates Chiarelli , Bishal Dev Sharma , Shuen Hon , Luana Walravens Bergamo , Lee R. Lynd , Daniel G. Olson

Clostridium thermocellum is a thermophilic anaerobic bacterium that could be used for cellulosic biofuel production due to its strong native ability to consume cellulose, however its ethanol production ability needs to be improved to enable commercial application. In our previous strain engineering work, we observed a spontaneous mutation in the native adhE gene that reduced ethanol production. Here we attempted to complement this mutation by heterologous expression of 18 different alcohol dehydrogenase (adh) genes. We were able to express all of them successfully in C. thermocellum. Surprisingly, however, none of them increased ethanol production, and several actually decreased it. Our findings contribute to understanding the correlation between C. thermocellum ethanol production and Adh enzyme cofactor preferences. The identification of a set of adh genes that can be successfully expressed in this organism provides a foundation for future investigations into how the properties of Adh enzymes affect ethanol production.

嗜热梭菌是一种嗜热厌氧细菌,由于其具有很强的消耗纤维素的原生能力,可用于纤维素生物燃料的生产。在我们之前的菌株工程工作中,我们观察到原生 adhE 基因发生了自发突变,从而降低了乙醇产量。在此,我们尝试通过异源表达 18 种不同的乙醇脱氢酶(adh)基因来补充这一突变。我们成功地在热菌中表达了所有这些基因。但令人惊讶的是,这些基因都没有提高乙醇产量,其中几个基因实际上还降低了乙醇产量。我们的发现有助于理解热菌乙醇产量与 Adh 酶辅因子偏好之间的相关性。确定了一组可在该生物体内成功表达的 Adh 基因,为今后研究 Adh 酶的特性如何影响乙醇产量奠定了基础。
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引用次数: 0
Engineering thioesterase as a driving force for novel itaconate production via its degradation scheme 工程硫酯酶是通过其降解方案生产新型伊塔康酸的驱动力
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-12-01 Epub Date: 2024-08-05 DOI: 10.1016/j.mec.2024.e00246
Ryan S. Wang, Siang-Wun Siao, Jessica C. Wang, Patrick Y. Lin, Claire R. Shen

Incorporation of irreversible steps in pathway design enhances the overall thermodynamic favorability and often leads to better bioconversion yield given functional enzymes. Using this concept, here we constructed the first non-natural itaconate biosynthesis pathway driven by thioester hydrolysis. Itaconate is a commercially valuable platform chemical with wide applications in the synthetic polymer industry. Production of itaconate has long relied on the decarboxylation of TCA cycle intermediate cis-aconitate as the only biosynthetic route. Inspired by nature's design of itaconate detoxification, here we engineered a novel itaconate producing pathway orthogonal to native metabolism with no requirement of auxotrophic knock-out. The reversed degradation pathway initiates with pyruvate and acetyl-CoA condensation forming (S)-citramalyl-CoA, followed by its dehydration and isomerization into itaconyl-CoA then hydrolysis into itaconate. Phenylacetyl-CoA thioesterase (PaaI) from Escherichia coli was identified via screening to deliver the highest itaconate formation efficiency when coupled to the reversible activity of citramalate lyase and itaconyl-CoA hydratase. The preference of PaaI towards itaconyl-CoA hydrolysis over acetyl-CoA and (S)-citramalyl-CoA also minimized the inevitable precursor loss due to enzyme promiscuity. With acetate recycling, acetyl-CoA conservation, and condition optimization, we achieved a final itaconate titer of 1 g/L using the thioesterase driven pathway, which is a significant improvement compared to the original degradation pathway based on CoA transferase. This study illustrates the significance of thermodynamic favorability as a design principle in pathway engineering.

在途径设计中加入不可逆步骤可提高整体热力学的有利性,在功能性酶的作用下,往往可获得更高的生物转化产率。利用这一概念,我们在此构建了首个由硫酯水解驱动的非天然衣康酸生物合成途径。衣康酸是一种具有商业价值的平台化学品,在合成聚合物行业有着广泛的应用。长期以来,衣康酸的生产一直依赖于 TCA 循环中间体顺式-乌头酸的脱羧作用,这是唯一的生物合成途径。受大自然中依他康酸解毒设计的启发,我们在此设计了一种与原生代谢正交的新型依他康酸生产途径,无需敲除辅助营养体。这种逆向降解途径以丙酮酸和乙酰-CoA 缩合形成 (S)-citramalyl-CoA 为起点,然后脱水并异构化为 itaconyl-CoA,最后水解为 itaconate。通过筛选确定了大肠杆菌中的苯乙酰-CoA 硫代酯酶(PaaI),当与柠檬醛酸裂解酶和衣康酰-CoA 水合酶的可逆活性结合时,衣康酸的形成效率最高。与乙酰-CoA 和 (S)-citramalyl-CoA 相比,PaaI 更倾向于水解 itaconyl-CoA,这也最大程度地减少了由于酶的杂交性而不可避免的前体损失。通过乙酸酯循环、乙酰-CoA 保护和条件优化,我们利用硫酯酶驱动的途径使伊塔康酸的最终滴度达到了 1 克/升,这与原来基于 CoA 转移酶的降解途径相比有了显著改善。这项研究说明了热力学有利性作为途径工程设计原则的重要性。
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引用次数: 0
CFSA: Comparative flux sampling analysis as a guide for strain design CFSA:作为应变设计指南的通量取样比较分析
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-12-01 Epub Date: 2024-06-24 DOI: 10.1016/j.mec.2024.e00244
R.P. van Rosmalen , S. Moreno-Paz , Z.E. Duman-Özdamar, M. Suarez-Diez

Genome-scale metabolic models of microbial metabolism have extensively been used to guide the design of microbial cell factories, still, many of the available strain design algorithms often fail to produce a reduced list of targets for improved performance that can be implemented and validated in a step-wise manner. We present Comparative Flux Sampling Analysis (CFSA), a strain design method based on the extensive comparison of complete metabolic spaces corresponding to maximal or near-maximal growth and production phenotypes. The comparison is complemented by statistical analysis to identify reactions with altered flux that are suggested as targets for genetic interventions including up-regulations, down-regulations and gene deletions. We applied CFSA to the production of lipids by Cutaneotrichosporon oleaginosus and naringenin by Saccharomyces cerevisiae identifying engineering targets in agreement with previous studies as well as new interventions. CFSA is an easy-to-use, robust method that suggests potential metabolic engineering targets for growth-uncoupled production that can be applied to the design of microbial cell factories.

微生物新陈代谢的基因组尺度代谢模型已被广泛用于指导微生物细胞工厂的设计,但许多现有的菌株设计算法往往无法产生一个可逐步实施和验证的性能改进目标缩减列表。我们提出的比较通量取样分析(CFSA)是一种菌株设计方法,它基于对最大或接近最大生长和生产表型对应的完整代谢空间进行广泛比较。统计分析对这种比较进行了补充,以确定通量发生变化的反应,并建议将这些反应作为基因干预的目标,包括上调、下调和基因缺失。我们将 CFSA 应用于油菜酵母菌(Cutaneotrichosporon oleaginosus)生产脂类和柚皮苷的过程,确定了与以往研究一致的工程目标以及新的干预措施。CFSA 是一种易于使用且稳健的方法,可为生长不耦合生产提出潜在的代谢工程目标,并可应用于微生物细胞工厂的设计。
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引用次数: 0
Reconstruction and analyses of genome-scale halomonas metabolic network yield a highly efficient PHA production 基因组尺度卤单胞菌代谢网络的重建和分析产生了高效的 PHA 生产
IF 3.7 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2024-12-01 Epub Date: 2024-11-19 DOI: 10.1016/j.mec.2024.e00251
Luhui Zhang , Xinpei Sun , Jianwen Ye , QianQian Yuan , Xin Zhang , Fei Sun , Yongpan An , Yutong Chen , Yuehui Qian , Daqian Yang , Qian Wang , Miaomiao Gao , Tao Chen , Hongwu Ma , Guoqiang Chen , Zhengwei Xie
In pursuit of reliable and efficient industrial microbes, this study integrates cutting-edge systems biology tools with Halomonas bluephagenesis TD01, a robust halophilic bacterium. We generated the complete and annotated circular genome sequence for this model organism, constructed and meticulously curated a genome-scale metabolic network, achieving striking 86.32% agreement with Biolog Phenotype Microarray data and visualize the network via an interactive Electron/Thrift server architecture. We then analyzed the genome-scale network using vertex sampling analysis (VSA) and found that productions of biomass, polyhydroxyalkanoates (PHA), citrate, acetate, and pyruvate are mutually competing. Recognizing the dynamic nature of H. bluephagenesis TD01, we further developed and implemented the hyper-cube-shrink-analysis (HCSA) framework to predict effects of nutrient availabilities and metabolic reactions in the model on biomass and PHA accumulation. We then, based on the analysis results, proposed and validate multi-step feeding strategies tailored to different fermentation stages. This integrated approach yielded remarkable results, with fermentation culminating in a cell dry weight of 100.4 g/L and 70% PHA content, surpassing previous benchmarks. Our findings exemplify the powerful potential of system-level tools in the design and optimization of industrial microorganisms, paving the way for more efficient and sustainable bio-based processes.
为了追求可靠高效的工业微生物,本研究将前沿的系统生物学工具与蓝光单胞菌(Halomonas bluephagenesis TD01)--一种强健的嗜卤细菌--进行了整合。我们为这种模式生物生成了完整的注释环状基因组序列,构建并精心策划了基因组尺度的代谢网络,与生物表型芯片数据的一致性达到惊人的 86.32%,并通过交互式 Electron/Thrift 服务器架构实现了网络的可视化。然后,我们利用顶点取样分析(VSA)对基因组尺度网络进行了分析,发现生物量、多羟基烷酸(PHA)、柠檬酸盐、乙酸盐和丙酮酸盐的生成是相互竞争的。考虑到 H. bluephagenesis TD01 的动态性质,我们进一步开发并实施了超立方体-水槽分析(HCSA)框架,以预测模型中营养物质利用率和代谢反应对生物量和 PHA 积累的影响。然后,我们根据分析结果,提出并验证了针对不同发酵阶段的多步骤喂养策略。这种综合方法取得了显著的成果,发酵后细胞干重达到 100.4 克/升,PHA 含量达到 70%,超过了以前的基准。我们的研究结果体现了系统级工具在设计和优化工业微生物方面的强大潜力,为更高效、更可持续的生物基工艺铺平了道路。
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Metabolic Engineering Communications
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