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Metabolic engineering and optimization of Escherichia coli co-culture for the de novo synthesis of genkwanin. 代谢工程和大肠杆菌共培养物的优化用于新合成耿花素。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad030
Nguyen Huy Thuan, Vinay Bharadwaj Tatipamula, Nguyen Thanh Trung, Nguyen Van Giang

Genkwanin has various significant roles in nutrition, biomedicine, and pharmaceutical biology. Previously, this compound was chiefly produced by plant-originated extraction or chemical synthesis. However, due to increasing concern and demand for safe food and environmental issues, the biotechnological production of genkwanin and other bioactive compounds based on safe, cheap, and renewable substrates has gained much interest. This paper described recombinant Escherichia coli-based co-culture engineering that was reconstructed for the de novo production of genkwanin from d-glucose. The artificial genkwanin biosynthetic chain was divided into 2 modules in which the upstream strain contained the genes for synthesizing p-coumaric acid from d-glucose, and the downstream module contained a gene cluster that produced the precursor apigenin and the final product, genkwanin. The Box-Behnken design, a response surface methodology, was used to empirically model the production of genkwanin and optimize its productivity. As a result, the application of the designed co-culture improved the genkwanin production by 48.8 ± 1.3 mg/L or 1.7-fold compared to the monoculture. In addition, the scale-up of genkwanin bioproduction by a bioreactor resulted in 68.5 ± 1.9 mg/L at a 48 hr time point. The combination of metabolic engineering and fermentation technology was therefore a very efficient and applicable approach to enhance the production of other bioactive compounds.

金花素在营养学、生物医学和药物生物学中具有各种重要作用。以前,这种化合物主要通过植物提取或化学合成产生。然而,由于人们对安全食品和环境问题的日益关注和需求,以安全、廉价和可再生的基质为基础的生物技术生产耿花素和其他生物活性化合物引起了人们的极大兴趣。本文描述了基于重组大肠杆菌的共培养工程,该工程被重建用于从D-葡萄糖从头生产耿花素。将人工耿素生物合成链分为两个模块,其中上游菌株包含从D-葡萄糖合成对香豆酸的基因。并且,下游模块包含一个基因簇,该基因簇产生前体芹菜素和最终产物耿花素。Box-Behnken设计是一种响应面方法,用于对耿花宁的生产进行实证建模并优化其生产力。结果,与单一培养物相比,应用所设计的共培养物可使耿素产量提高48.8±1.3 mg/L,是单一培养物的1.7倍。此外,生物反应器生物生产的放大在48小时内产生68.5±1.9 mg/L。因此,代谢工程和发酵技术的结合是提高其他生物活性化合物产量的一种非常有效和适用的方法。
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引用次数: 0
Recent progress in unraveling the biosynthesis of natural sunscreens mycosporine-like amino acids. 天然防晒剂类分枝杆菌素氨基酸生物合成的最新进展。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad038
Manyun Chen, Yujia Jiang, Yousong Ding

Exposure to ultraviolet (UV) rays is a known risk factor for skin cancer, which can be notably mitigated through the application of sun care products. However, escalating concerns regarding the adverse health and environmental impacts of synthetic anti-UV chemicals underscore a pressing need for the development of biodegradable and eco-friendly sunscreen ingredients. Mycosporine-like amino acids (MAAs) represent a family of water-soluble anti-UV natural products synthesized by various organisms. These compounds can provide a two-pronged strategy for sun protection as they not only exhibit a superior UV absorption profile but also possess the potential to alleviate UV-induced oxidative stresses. Nevertheless, the widespread incorporation of MAAs in sun protection products is hindered by supply constraints. Delving into the biosynthetic pathways of MAAs can offer innovative strategies to overcome this limitation. Here, we review recent progress in MAA biosynthesis, with an emphasis on key biosynthetic enzymes, including the dehydroquinate synthase homolog MysA, the adenosine triphosphate (ATP)-grasp ligases MysC and MysD, and the nonribosomal peptide synthetase (NRPS)-like enzyme MysE. Additionally, we discuss recently discovered MAA tailoring enzymes. The enhanced understanding of the MAA biosynthesis paves the way for not only facilitating the supply of MAA analogs but also for exploring the evolution of this unique family of natural sunscreens.

One-sentence summary: This review discusses the role of mycosporine-like amino acids (MAAs) as potent natural sunscreens and delves into recent progress in their biosynthesis.

暴露于紫外线(UV)是癌症的一个已知风险因素,通过使用防晒产品可以显著减轻这种风险。然而,人们越来越担心合成抗紫外线化学品对健康和环境的不利影响,这突出表明迫切需要开发可生物降解和环保的防晒成分。类支原体氨基酸(MAAs)是一类由多种生物合成的水溶性抗紫外线天然产物。这些化合物可以提供双管齐下的防晒策略,因为它们不仅表现出优异的紫外线吸收特性,而且具有减轻紫外线诱导的氧化应激的潜力。然而,MAA在防晒产品中的广泛应用受到供应限制的阻碍。深入研究MAAs的生物合成途径可以提供克服这一限制的创新策略。在这里,我们回顾了MAA生物合成的最新进展,重点介绍了关键的生物合成酶,包括脱氢奎尼酸合成酶同源物MysA、ATP抓取连接酶MysC和MysD,以及非核糖体肽合成酶(NRPS)样酶MysE。此外,我们还讨论了最近发现的MAA裁剪酶。对MAA生物合成的深入了解不仅为促进MAA类似物的供应,而且为探索这一独特的天然防晒家族的进化铺平了道路。
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引用次数: 0
Versatile microbial communities rapidly assimilate ammonium hydroxide-treated plastic waste. 多种微生物群落迅速吸收氢氧化铵处理的塑料废物。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad008
Laura G Schaerer, Emily Wood, Sulihat Aloba, Emily Byrne, M Aamir Bashir, Kaushik Baruah, Elizabeth Schumann, Libby Umlor, Ruochen Wu, Hyeonseok Lee, Christopher J Orme, Aaron D Wilson, Jeffrey A Lacey, Rebecca G Ong, Stephen M Techtmann

Waste plastic presently accumulates in landfills or the environment. While natural microbial metabolisms can degrade plastic polymers, biodegradation of plastic is very slow. This study demonstrates that chemical deconstruction of polyethylene terephthalate (PET) with ammonium hydroxide can replace the rate limiting step (depolymerization) and by producing plastic-derived terephthalic acid and terephthalic acid monoamide. The deconstructed PET (DCPET) is neutralized with phosphoric acid prior to bioprocessing, resulting in a product containing biologically accessible nitrogen and phosphorus from the process reactants. Three microbial consortia obtained from compost and sediment degraded DCPET in ultrapure water and scavenged river water without addition of nutrients. No statistically significant difference was observed in growth rate compared to communities grown on DCPET in minimal culture medium. The consortia were dominated by Rhodococcus spp., Hydrogenophaga spp., and many lower abundance genera. All taxa were related to species known to degrade aromatic compounds. Microbial consortia are known to confer flexibility in processing diverse substrates. To highlight this, we also demonstrate that two microbial consortia can grow on similarly deconstructed polyesters, polyamides, and polyurethanes in water instead of medium. Our findings suggest that microbial communities may enable flexible bioprocessing of mixed plastic wastes when coupled with chemical deconstruction.

废塑料目前堆积在垃圾填埋场或环境中。虽然天然微生物代谢可以降解塑料聚合物,但塑料的生物降解非常缓慢。本研究表明,用氢氧化铵对聚对苯二甲酸乙二醇酯(PET)进行化学分解可以取代限速步骤(解聚),生产塑料衍生的对苯二甲酸和对苯二甲酸单酰胺。分解后的PET (DCPET)在生物处理前用磷酸中和,得到的产物中含有生物可利用的氮和磷。在不添加营养物的情况下,从堆肥和沉积物中获得的三个微生物群落降解了超纯水和净化河水中的DCPET。与在最小培养基中DCPET上生长的群落相比,其生长速率无统计学差异。菌群以红球菌属、食氢球菌属和许多丰度较低的属为主。所有分类群都与已知能降解芳香族化合物的物种有亲缘关系。众所周知,微生物群落在处理不同底物时具有灵活性。为了强调这一点,我们还证明了两种微生物群落可以在水中而不是介质中在类似的解构聚酯、聚酰胺和聚氨酯上生长。我们的研究结果表明,当与化学解构相结合时,微生物群落可以灵活地对混合塑料废物进行生物处理。
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引用次数: 1
Reducing the virulence of Pseudomonas aeruginosa by using multiple quorum-quenching enzymes. 使用多种群体猝灭酶降低铜绿假单胞菌的毒力。
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad028
Mst Afroza Khatun, Md Anarul Hoque, Mattheos Koffas, Yan Feng

The emergence of multidrug-resistant Pseudomonas aeruginosa in healthcare settings poses a tremendous challenge to traditional antibiotic therapy. Pseudomonas aeruginosa utilizes quorum sensing (QS) to coordinate the production of virulence factors and the formation of drug-resistant biofilms. QS is mediated by signal compounds produced by P. aeruginosa as well as signal molecules produced by other non-pseudomonad bacteria. A potential strategy to prevent bacterial pathogenicity is utilizing enzymes to interfere with QS. Here, we used AidC, a quorum-quenching (QQ) enzyme from Chryseobacterium sp. strain StRB126 that can effectively hydrolyze N-(3-oxododecanoyl) homoserine lactone (3OC12-HSL) and N-butanoyl-homoserine lactone (C4-HSL), the major signal molecules synthesized by P. aeruginosa. The exogenous addition of AidC to P. aeruginosa wild-type strain PAO1 cultures significantly reduced the total protease and elastase activities and the production of pyocyanin. In addition, the application of AidC resulted in thin and sparse biofilm formation. Later, we used a metagenomic-derived QQ enzyme, QQ-2, in combination with AidC to attenuate PAO1 virulence when the presence of a non-pseudomonad signal compound, autoinducer-2, aggravated it. These findings suggest that using a combined antimicrobial approach may lead to a more efficacious therapeutic intervention against P. aeruginosa PAO1 infection, as its behavior is modulated in the presence of intraspecies and interspecies signal compounds.

One-sentence summary: In this work, the potential of dual enzymes was investigated to interfere with quorum sensing as a novel concept for reducing the virulence of P. aeruginosa, which is influenced by both intra species and interspecies communication.

耐多药铜绿假单胞菌在医疗环境中的出现对传统抗生素治疗提出了巨大挑战。铜绿假单胞菌利用群体感应(QS)来协调毒力因子的产生和耐药生物膜的形成。QS由铜绿假单胞菌产生的信号化合物以及其他非假单胞菌生成的信号分子介导。预防细菌致病性的一种潜在策略是利用酶干扰QS。在这里,我们使用了AidC,一种来自Chrysobacterium sp.菌株StRB126的群体猝灭(QQ)酶,它可以有效水解绿脓杆菌合成的主要信号分子N-(3-氧代十二烷基)高丝氨酸内酯(3OC12-HSL)和N-丁酰基高丝氨酸内酯。将AidC外源性添加到铜绿假单胞菌野生型菌株PAO1培养物中显著降低了总蛋白酶和弹性蛋白酶活性以及脓青蛋白的产生。此外,AidC的应用导致了薄而稀疏的生物膜形成。后来,我们使用宏基因组衍生的QQ酶QQ-2与AidC联合,在非假单胞菌信号化合物自身诱导物-2的存在加重PAO1毒力时,减弱PAO1的毒力。这些发现表明,使用联合抗菌方法可能会对铜绿假单胞菌PAO1感染产生更有效的治疗干预,因为其行为在种内和种间信号化合物的存在下被调节。一句话总结:在这项工作中,研究了双酶干扰群体感应的潜力,这是一个降低铜绿假单胞菌毒力的新概念,它受到种内和种间交流的影响。
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引用次数: 0
A common inducer molecule enhances sugar utilization by Shewanella oneidensis MR-1. 一种常见的诱导分子增强了单核谢瓦氏菌MR-1对糖的利用。
IF 3.2 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad018
Megan C Gruenberg, Michaela A TerAvest

Shewanella oneidensis MR-1 is an electroactive bacterium that is a promising host for bioelectrochemical technologies, which makes it a common target for genetic engineering, including gene deletions and expression of heterologous pathways. Expression of heterologous genes and gene knockdown via CRISPRi in S. oneidensis are both frequently induced by β-D-1-thiogalactopyranoside (IPTG), a commonly used inducer molecule across many model organisms. Here, we report and characterize an unexpected phenotype; IPTG enhances the growth of wild-type S. oneidensis MR-1 on the sugar substrate N-acetylglucosamine (NAG). IPTG improves the carrying capacity of S. oneidensis growing on NAG while the growth rate remains similar to cultures without the inducer. Extracellular acetate accumulates faster and to a higher concentration in cultures without IPTG than those with it. IPTG appears to improve acetate metabolism, which combats the negative effect that acetate accumulation has on the growth of S. oneidensis with NAG. We recommend using extensive experimental controls and careful data interpretation when using both NAG and IPTG in S. oneidensis cultures.

Shewanella oneidensis MR-1是一种电活性细菌,是生物电化学技术的一个很有前途的宿主,这使它成为基因工程的常见靶点,包括基因缺失和异源途径的表达。在S.oneidensis中异源基因的表达和通过CRISPRi的基因敲除都经常由β-D-硫代吡喃半乳糖苷(IPTG)诱导,IPTG是许多模式生物中常用的诱导分子。在这里,我们报告并描述了一种意想不到的表型;IPTG可促进野生型S.oneidensis MR-1在糖底物N-乙酰葡糖胺(NAG)上的生长。IPTG提高了在NAG上生长的S.oneidensis的携带能力,同时生长速率与没有诱导物的培养物保持相似。在没有IPTG的培养基中,细胞外乙酸盐的积累速度比有IPTG的更快,浓度也更高。IPTG似乎可以改善乙酸盐的代谢,从而对抗乙酸盐积累对NAG的S.oneidensis生长的负面影响。我们建议在S.oneidensis培养物中同时使用NAG和IPTG时,使用广泛的实验对照和仔细的数据解释。
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引用次数: 0
Biosynthesis, enzymology, and future of eunicellane diterpenoids. eunicellane二萜类化合物的生物合成、酶学和未来。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad027
Zining Li, Jeffrey D Rudolf

Eunicellane diterpenoids are a remarkable family of terpene natural products and have been of high interest for over five decades. Widely distributed in soft corals and rare in plants, eunicellanes were also recently identified in actinobacteria. These terpenoids have foundational 6/10-bicyclic frameworks that are frequently oxidized into structures containing transannular ether bridges. Interest in their unique structures and promising biological activities, such as the paclitaxel-like activities of eleutherobin and the sarcodictyins, has led to advancements in natural product isolation, total synthesis, medicinal chemistry, and drug lead development. Until recently, however, there was little known about the biosynthesis and enzymology of these natural products, but several recent studies in both bacteria and coral have opened up the field. This review summarizes recent advancements in the biosynthesis and enzymology of eunicellane diterpenoids and highlights future research prospects in the field.

One-sentence summary: A summary of recent advancements in the biosynthesis and enzymology of eunicellane diterpenoids, a structurally unique and biologically active family of natural products found in coral, plants, and bacteria.

Eunicellane二萜类化合物是一个引人注目的萜烯天然产物家族,50多年来一直备受关注。eunicellanes广泛分布于软珊瑚中,在植物中很少见,最近也在放线菌中发现。这些萜类化合物具有基本的6/10双环骨架,经常被氧化成含有跨环醚桥的结构。人们对它们独特的结构和有前景的生物活性的兴趣,如刺五加素和肉毒毒素的紫杉醇样活性,导致了天然产物分离、全合成、药物化学和药物先导开发的进步。然而,直到最近,人们对这些天然产物的生物合成和酶学知之甚少,但最近对细菌和珊瑚的几项研究开辟了这一领域。综述了近年来eunicellane二萜类化合物的生物合成和酶学研究进展,并展望了该领域的研究前景。一句话总结:eunicellane二萜类化合物的生物合成和酶学的最新进展摘要,这是一个结构独特且具有生物活性的天然产物家族,存在于珊瑚、植物和细菌中。
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引用次数: 0
Effect of nitrogen management in cultivation on the stability and microbial community of post-harvest Monoraphidium sp. algae biomass. 栽培中氮管理对收获后萝卜花藻类生物量的稳定性和微生物群落的影响。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad004
Bradley D Wahlen, Lynn M Wendt, Chelsea C St Germain, Sarah M Traynor, Caitlin Barboza, Thomas Dempster, Henri Gerken, John McGowen, Yaqi You

Long-term storage is necessary to mitigate for seasonal variation in algae productivity, to preserve biomass quality and to guarantee a constant biomass supply to a conversion facility. While ensiling has shown promise as a solution, biomass attributes for successful storage are poorly understood. Storage studies of Monoraphidium sp. biomass indicate a strong correlation between nitrogen management in algae cultivation and stability of post-harvest algae biomass. Algae cultivated with periodic nitrogen addition were stored poorly (>20% loss, dry basis) compared to biomass from nitrogen depleted cultivation (8% loss, dry basis). A follow-up study compared the post-harvest stability of Monoraphidium biomass cultivated in nitrogen-deplete or nitrogen-replete conditions. Replete biomass experienced the largest degradation (24%, dry basis), while deplete biomass experienced the least (10%, dry basis). Dry matter loss experienced among blends of each correlated positively with nitrogen-replete biomass content. The composition of the post-storage algae microbial community was also affected by cultivation conditions, with Clostridia species being more prevalent in stored biomass obtained from nitrogen-replete cultivations. Nitrogen management has long been known to influence algae biomass productivity and biochemical composition; here, we demonstrate that it also strongly influences the stability of post-harvest algae biomass in anaerobic storage.

长期储存是必要的,以缓解藻类生产力的季节性变化,保持生物质质量,并保证向转化设施提供恒定的生物质供应。虽然青贮已显示出作为一种解决方案的前景,但人们对成功储存的生物质属性知之甚少。对萝卜花生物量的储存研究表明,藻类培养中的氮管理与收获后藻类生物量的稳定性之间存在很强的相关性。与贫氮培养的生物量(8%损失,干基)相比,定期添加氮培养的藻类储存较差(>20%损失,干基干基)。一项后续研究比较了在缺氮或充氮条件下培养的萝卜花生物量的收获后稳定性。再生生物量经历了最大的降解(24%,干基),而消耗生物量经历的降解最少(10%,干基。每种混合物的干物质损失与氮含量呈正相关。储存后藻类微生物群落的组成也受到培养条件的影响,梭状芽孢杆菌物种在从充氮培养获得的储存生物质中更为普遍。长期以来,众所周知氮管理会影响藻类的生物量生产力和生物化学组成;在这里,我们证明了它也强烈影响厌氧储存中收获后藻类生物量的稳定性。
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引用次数: 0
Bacterial natural product discovery by heterologous expression. 通过异源表达发现细菌天然产物。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad044
Adjo E Kadjo, Alessandra S Eustáquio

Natural products have found important applications in the pharmaceutical and agricultural sectors. In bacteria, the genes that encode the biosynthesis of natural products are often colocalized in the genome, forming biosynthetic gene clusters. It has been predicted that only 3% of natural products encoded in bacterial genomes have been discovered thus far, in part because gene clusters may be poorly expressed under laboratory conditions. Heterologous expression can help convert bioinformatics predictions into products. However, challenges remain, such as gene cluster prioritization, cloning of the complete gene cluster, high level expression, product identification, and isolation of products in practical yields. Here we reviewed the literature from the past 5 years (January 2018 to June 2023) to identify studies that discovered natural products by heterologous expression. From the 50 studies identified, we present analyses of the rationale for gene cluster prioritization, cloning methods, biosynthetic class, source taxa, and host choice. Combined, the 50 studies led to the discovery of 63 new families of natural products, supporting heterologous expression as a promising way to access novel chemistry. However, the success rate of natural product detection varied from 11% to 32% based on four large-scale studies that were part of the reviewed literature. The low success rate makes it apparent that much remains to be improved. The potential reasons for failure and points to be considered to improve the chances of success are discussed.

One-sentence summary: At least 63 new families of bacterial natural products were discovered using heterologous expression in the last 5 years, supporting heterologous expression as a promising way to access novel chemistry; however, the success rate is low (11-32%) making it apparent that much remains to be improved-we discuss the potential reasons for failure and points to be considered to improve the chances of success. BioRender was used to generate the graphical abstract figure.

天然产品在医药和农业领域有着重要的应用。在细菌中,编码天然产物生物合成的基因往往集中在基因组中,形成生物合成基因簇。据预测,迄今为止,细菌基因组中编码的天然产物只有 3% 被发现,部分原因是基因簇在实验室条件下的表达能力可能很差。异源表达有助于将生物信息学预测转化为产品。然而,挑战依然存在,如基因簇的优先级排序、完整基因簇的克隆、高水平表达、产品鉴定以及以实际产量分离产品。在此,我们回顾了过去五年(2018 年 1 月至 2023 年 6 月)的文献,以确定通过异源表达发现天然产物的研究。从确定的 50 项研究中,我们分析了基因簇优先排序的理由、克隆方法、生物合成类别、来源类群和宿主选择。综合来看,这 50 项研究发现了 63 个新的天然产物家族,支持异源表达作为获得新化学物质的一种有前途的方法。不过,根据所查阅文献中的四项大规模研究,天然产物检测的成功率从 11% 到 32% 不等。较低的成功率表明,还有很多地方需要改进。本文讨论了失败的潜在原因以及提高成功率的注意事项。
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引用次数: 0
Diversity and taxonomic distribution of bacterial biosynthetic gene clusters predicted to produce compounds with therapeutically relevant bioactivities. 细菌生物合成基因簇的多样性和分类分布预测产生具有治疗相关生物活性的化合物。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad024
Max L Beck, Siyeon Song, Isra E Shuster, Aarzu Miharia, Allison S Walker

Bacteria have long been a source of natural products with diverse bioactivities that have been developed into therapeutics to treat human disease. Historically, researchers have focused on a few taxa of bacteria, mainly Streptomyces and other actinomycetes. This strategy was initially highly successful and resulted in the golden era of antibiotic discovery. The golden era ended when the most common antibiotics from Streptomyces had been discovered. Rediscovery of known compounds has plagued natural product discovery ever since. Recently, there has been increasing interest in identifying other taxa that produce bioactive natural products. Several bioinformatics studies have identified promising taxa with high biosynthetic capacity. However, these studies do not address the question of whether any of the products produced by these taxa are likely to have activities that will make them useful as human therapeutics. We address this gap by applying a recently developed machine learning tool that predicts natural product activity from biosynthetic gene cluster (BGC) sequences to determine which taxa are likely to produce compounds that are not only novel but also bioactive. This machine learning tool is trained on a dataset of BGC-natural product activity pairs and relies on counts of different protein domains and resistance genes in the BGC to make its predictions. We find that rare and understudied actinomycetes are the most promising sources for novel active compounds. There are also several taxa outside of actinomycetes that are likely to produce novel active compounds. We also find that most strains of Streptomyces likely produce both characterized and uncharacterized bioactive natural products. The results of this study provide guidelines to increase the efficiency of future bioprospecting efforts.

One-sentence summary: This paper combines several bioinformatics workflows to identify which genera of bacteria are most likely to produce novel natural products with useful bioactivities such as antibacterial, antitumor, or antifungal activity.

长期以来,细菌一直是具有多种生物活性的天然产物的来源,这些产物已被开发成治疗人类疾病的疗法。历史上,研究人员一直关注少数细菌分类群,主要是链霉菌和其他放线菌。这一策略最初非常成功,并开创了抗生素发现的黄金时代。当链霉菌中最常见的抗生素被发现时,黄金时代结束了。从那以后,已知化合物的重新发现一直困扰着天然产物的发现。最近,人们对鉴定产生生物活性天然产物的其他分类群越来越感兴趣。一些生物信息学研究已经确定了具有高生物合成能力的有前景的分类群。然而,这些研究并没有解决这些分类群产生的任何产品是否可能具有使其作为人类治疗药物有用的活性的问题。我们通过应用最近开发的机器学习工具来解决这一差距,该工具预测生物合成基因簇(BGC)序列的天然产物活性,以确定哪些分类群可能产生不仅新颖而且具有生物活性的化合物。该机器学习工具在BGC天然产物活性对的数据集上进行训练,并依赖于BGC中不同蛋白质结构域和抗性基因的计数来进行预测。我们发现,稀有和研究不足的放线菌是最有前途的新活性化合物来源。放线菌之外还有几个分类群可能产生新的活性化合物。我们还发现,大多数链霉菌菌株可能产生具有特征和未特征的生物活性天然产物。这项研究的结果为提高未来生物勘探工作的效率提供了指导。一句话总结:本文结合了几个生物信息学工作流程,以确定哪些属的细菌最有可能产生具有有用生物活性的新型天然产物,如抗菌、抗肿瘤或抗真菌活性。
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引用次数: 0
Transcriptomics analysis and fed-batch regulation of high astaxanthin-producing Phaffia rhodozyma/Xanthophyllomyces dendrorhous obtained through adaptive laboratory evolution. 通过适应性实验室进化获得的高虾青素产量的Phaffia rhodozyma/黄腐真菌dendrohus的转录组学分析和补料分批调节。
IF 3.4 4区 生物学 Q2 BIOTECHNOLOGY & APPLIED MICROBIOLOGY Pub Date : 2023-02-17 DOI: 10.1093/jimb/kuad015
Liang Yang, Hao-Yi Yang, Li You, Hui Ni, Ze-Dong Jiang, Xi-Ping Du, Yan-Bing Zhu, Ming-Jing Zheng, Li-Jun Li, Rui Lin, Zhi-Peng Li, Qing-Biao Li

Astaxanthin has high utilization value in functional food because of its strong antioxidant capacity. However, the astaxanthin content of Phaffia rhodozyma is relatively low. Adaptive laboratory evolution is an excellent method to obtain high-yield strains. TiO2 is a good inducer of oxidative stress. In this study, different concentrations of TiO2 were used to domesticate P. rhodozyma, and at a concentration of 1000 mg/L of TiO2 for 105 days, the optimal strain JMU-ALE105 for astaxanthin production was obtained. After fermentation, the astaxanthin content reached 6.50 mg/g, which was 41.61% higher than that of the original strain. The ALE105 strain was fermented by batch and fed-batch, and the astaxanthin content reached 6.81 mg/g. Transcriptomics analysis showed that the astaxanthin synthesis pathway, and fatty acid, pyruvate, and nitrogen metabolism pathway of the ALE105 strain were significantly upregulated. Based on the nitrogen metabolism pathway, the nitrogen source was adjusted by ammonium sulphate fed-batch fermentation, which increased the astaxanthin content, reaching 8.36 mg/g. This study provides a technical basis and theoretical research for promoting industrialization of astaxanthin production of P. rhodozyma.

One-sentence summary: A high-yield astaxanthin strain (ALE105) was obtained through TiO2 domestication, and its metabolic mechanism was analysed by transcriptomics, which combined with nitrogen source regulation to further improve astaxanthin yield.

虾青素具有较强的抗氧化能力,在功能性食品中具有较高的利用价值。然而,法菲酵母的虾青素含量相对较低。适应性实验室进化是获得高产菌株的一种很好的方法。TiO2是氧化应激的良好诱导剂。本研究采用不同浓度的TiO2驯化红酵母,在1000mg/L的TiO2浓度下驯化105天,获得了生产虾青素的最佳菌株JMU-ALE105。发酵后,虾青素含量达到6.50mg/g,比原菌株高41.61%。ALE105菌株通过分批和补料分批发酵,虾青素含量达到6.81mg/g。转录组学分析表明,ALE105菌株的虾青素合成途径以及脂肪酸、丙酮酸和氮代谢途径显著上调。基于氮代谢途径,采用硫酸铵补料分批发酵调节氮源,使虾青素含量提高到8.36mg/g。本研究为促进红酵母虾青素生产的产业化提供了技术基础和理论研究。一句话总结:通过TiO2驯化获得高产虾青素菌株(ALE105),并通过转录组学分析其代谢机制,结合氮源调控,进一步提高虾青素产量。
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Journal of Industrial Microbiology & Biotechnology
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