polyhydroxyalkanoates

聚羟基链烷酸酯
  • 文章类型: Journal Article
    米黄单胞菌pv。稻米(Xoo)引起水稻白叶枯病。聚羟基链烷酸酯(PHA)在营养有限的条件下由细菌合成的多种生物聚酯。phaC基因重要用于PHA聚合。我们研究了phaC基因mutagensis在Xoo菌株PXO99A中的作用。与野生型相比,phaC基因敲除突变体的成群能力降低。在葡萄糖是唯一糖源的条件下,ΔphaC的胞外多糖(EPS)产量下降了44.8%。ΔphaC在非寄主烟草的叶片中显示出弱的过敏反应(HR)诱导,伴随着hpa1基因表达的下调。当通过剪叶方法接种水稻叶片时,与野生型菌株相比,ΔphaC在病变长度方面显示出降低的毒力。互补菌株与野生型菌株无显著差异,这表明Xoo中phaC的缺失会导致各种生理和生物学过程的显着改变。这些包括细菌聚集能力,EPS生产,hrp基因的转录,和葡萄糖代谢。这些变化与植物感染期间Xoo的能量利用和毒力密切相关。这些发现揭示了phaC在Xoo中的参与通过在PHA代谢途径中起作用而维持碳代谢。
    Xanthomonas oryzae pv. oryzae (Xoo) causes bacterial blight in rice. Polyhydroxyalkanoates (PHAs) consitute a diverse group of biopolyesters synthesized by bacteria under nutrient-limited conditions. The phaC gene is important for PHA polymerization. We investigated the effects of phaC gene mutagensis in Xoo strain PXO99A. The phaC gene knock-out mutant exhibited reduced swarming ability relative to that of the wild-type. Under conditions where glucose was the sole sugar source, extracellular polysaccharide (EPS) production by ΔphaC declined by 44.8%. ΔphaC showed weak hypersensitive response (HR) induction in the leaves of non-host Nicotiana tabacum, concomitant with downregulation of hpa1 gene expression. When inoculated in rice leaves by the leaf-clipping method, ΔphaC displayed reduced virulence in terms of lesion length compared with the wild-type strain. The complemented strain showed no significant difference from the wild-type strain, suggesting that the deletion of phaC in Xoo induces significant alterations in various physiological and biological processes. These include bacterial swarming ability, EPS production, transcription of hrp genes, and glucose metabolism. These changes are intricately linked to the energy utilization and virulence of Xoo during plant infection. These findings revealed involvement of phaC in Xoo is in the maintaining carbon metabolism by functioning in the PHA metabolic pathway.
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  • 文章类型: Journal Article
    聚羟基链烷酸酯(PHA)是由微生物在营养限制条件下和在过量碳源存在下产生的生物塑料。PHA已成为传统塑料的可持续替代品。然而,由于有机碳的成本相对较高,因此PHA的大规模生产在经济上具有挑战性。备选方案包括使用能够光养或兼养生长的生物体。本研究针对聚(3-羟基丁酸)P(3HB)的生产,一种PHA,在中试规模上使用淡水蓝细菌集胞藻。PCC6803。首先,确定从集胞藻中生产P(3HB)的最佳条件。以实验室规模测试PCC6803、不同补充碳源浓度和盐度水平。在培养的第28天,添加4g/L乙酸盐,不添加NaCl导致P(3HB)积累10.7%的干细胞重量。尽管在室外400L蛇纹石光生物反应器中重复添加乙酸盐,P(3HB)含量较低,暗示不受控制的条件会影响生物聚合物的生产效率。开发了一种优化的P(3HB)提取方法来去除色素,并对生物聚合物进行表征并进行3D打印(熔融沉积建模)以确认其可加工性。因此,这项研究成功地导致使用可持续和环境友好的蓝藻发酵大规模生产P(3HB)。
    Polyhydroxyalkanoates (PHAs) are biopolymers produced by microorganisms under nutrient limiting conditions and in the presence of excess carbon source. PHAs have gained popularity as a sustainable alternative to traditional plastics. However, large scale production of PHAs is economically challenging due to the relatively high costs of organic carbon. Alternative options include using organisms capable of phototrophic or mixotrophic growth. This study aimed at the production of poly(3-hydroxybutyrate) P(3HB), a type of PHA, at pilot scale using the freshwater cyanobacterium Synechocystis sp. PCC6803. First, to identify optimal conditions for P(3HB) production from Synechocystis sp. PCC6803, different supplemental carbon source concentrations and salinity levels were tested at laboratory scale. The addition of 4 g/L acetate with no added NaCl led to P(3HB) accumulation of 10.7 % dry cell weight on the 28th day of cultivation. Although acetate additions were replicated in an outdoor 400 L serpentine photobioreactor, P(3HB) content was lower, implying uncontrolled conditions impact on biopolymer production efficiency. An optimized P(3HB) extraction methodology was developed to remove pigments, and the biopolymer was characterized and subjected to 3D printing (fused deposition modelling) to confirm its processability. This study thus successfully led to the large-scale production of P(3HB) using sustainable and environmentally friendly cyanobacterial fermentation.
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  • 文章类型: Journal Article
    生物聚合物由于其可生物降解的性质而成为石油化学基塑料的非常理想的替代品。生物塑料的生产,如聚羟基链烷酸酯(PHAs),已广泛报道使用各种细菌培养物,其底物范围从纯的到生物废料衍生的糖。然而,大规模生产和经济可行性是主要限制因素。现在,使用藻类生物质进行PHA生产为这些挑战提供了具有显著环境效益的潜在解决方案。藻类,具有利用二氧化碳作为温室气体(GHG)和废水作为生长饲料的独特能力,可以在这个过程中生产增值产品,因此,在促进环境可持续性方面发挥着至关重要的作用。从藻类生物质中回收糖的效率是高度可变的,这取决于预处理程序,这是由于它们的细胞壁之间固有的组成可变性。此外,产量,composition,合成的PHA的性质在来自藻类衍生糖的各种微生物PHA生产者中显著不同。因此,微藻生物质预处理和PHA共聚物的合成仍需要大量的研究以开发有效的商业规模工艺。这篇综述概述了从藻类生物质生产PHA的微生物潜力,并讨论了增强PHA生产及其特性的策略,专注于管理温室气体和促进可持续的未来。
    Biopolymers are highly desirable alternatives to petrochemical-based plastics owing to their biodegradable nature. The production of bioplastics, such as polyhydroxyalkanoates (PHAs), has been widely reported using various bacterial cultures with substrates ranging from pure to biowaste-derived sugars. However, large-scale production and economic feasibility are major limiting factors. Now, using algal biomass for PHA production offers a potential solution to these challenges with a significant environmental benefit. Algae, with their unique ability to utilize carbon dioxide as a greenhouse gas (GHG) and wastewater as feed for growth, can produce value-added products in the process and, thereby, play a crucial role in promoting environmental sustainability. The sugar recovery efficiency from algal biomass is highly variable depending on pretreatment procedures due to inherent compositional variability among their cell walls. Additionally, the yields, composition, and properties of synthesized PHA vary significantly among various microbial PHA producers from algal-derived sugars. Therefore, the microalgal biomass pretreatments and synthesis of PHA copolymers still require considerable investigation to develop an efficient commercial-scale process. This review provides an overview of the microbial potential for PHA production from algal biomass and discusses strategies to enhance PHA production and its properties, focusing on managing GHGs and promoting a sustainable future.
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  • 文章类型: Journal Article
    血管是高度动态的复杂结构,具有多种生理功能,包括氧气的运输,营养素,和代谢废物。它们的正常功能涉及各种细胞的密切协调合作。然而,不利的内外环境因素可导致血管损伤和各种血管疾病的诱发,包括动脉粥样硬化和血栓形成。这会给病人带来严重的后果,迫切需要创新技术来修复受损的血管。聚酯由于其优异的机械性能,已被广泛研究和用于血管疾病的治疗和血管的修复,可调节的生物降解时间,和优良的生物相容性。鉴于血管组织的高度复杂性,它仍然是具有挑战性的优化利用聚酯修复受损的血管。然而,它们在血管组织工程的一系列应用中具有相当大的潜力。本文综述了聚羟基烷酸酯(PHA)的物理化学性质,聚己内酯(PCL),聚乳酸(PLA),和聚(丙交酯-共-乙交酯)(PLGA),专注于其在血管组织工程中的独特应用。聚酯不仅可以作为3D支架来修复损伤,作为血管移植物的替代品,但也有各种形式,如微球体,纤维膜,和纳米颗粒向受损血管输送药物或生物活性成分。最后,预计聚酯的进一步发展将在不久的将来发生,有可能促进这些材料在血管组织工程中的广泛应用。
    Blood vessels are highly dynamic and complex structures with a variety of physiological functions, including the transport of oxygen, nutrients, and metabolic wastes. Their normal functioning involves the close and coordinated cooperation of a variety of cells. However, adverse internal and external environmental factors can lead to vascular damage and the induction of various vascular diseases, including atherosclerosis and thrombosis. This can have serious consequences for patients, and there is an urgent need for innovative techniques to repair damaged blood vessels. Polyesters have been extensively researched and used in the treatment of vascular disease and repair of blood vessels due to their excellent mechanical properties, adjustable biodegradation time, and excellent biocompatibility. Given the high complexity of vascular tissues, it is still challenging to optimize the utilization of polyesters for repairing damaged blood vessels. Nevertheless, they have considerable potential for vascular tissue engineering in a range of applications. This summary reviews the physicochemical properties of polyhydroxyalkanoate (PHA), polycaprolactone (PCL), poly-lactic acid (PLA), and poly(lactide-co-glycolide) (PLGA), focusing on their unique applications in vascular tissue engineering. Polyesters can be prepared not only as 3D scaffolds to repair damage as an alternative to vascular grafts, but also in various forms such as microspheres, fibrous membranes, and nanoparticles to deliver drugs or bioactive ingredients to damaged vessels. Finally, it is anticipated that further developments in polyesters will occur in the near future, with the potential to facilitate the wider application of these materials in vascular tissue engineering.
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  • 文章类型: Journal Article
    聚羟基链烷酸酯(PHA)可用于制造可持续的,生物降解塑料.然而,PHA生物合成的精确和准确的机理模型,特别是中等链长的PHA(mcl-PHA),产量的提高仍然是生物学面临的挑战。PHA生物合成通常由氮限制触发,并且趋于在最佳碳-氮(C/N)比处达到峰值。具体来说,由于过多的模型复杂性和当前的不确定性建模理念,PHA生物过程的潜在动态调节机制的模拟是一个瓶颈。为了解决这个问题,我们提出了一个类似量子的决策模型,通过密度矩阵的一般变换将基因表达和调控事件编码为隐藏层,它使用概率幅度的干扰来提供PHA生物合成的经验水平描述。我们实施了我们的框架,对恶臭假单胞菌中mcl-PHA的生物合成进行建模,在C/N比为40:1的情况下,显示其在最大PHA产量为13.81%细胞干重(CDM)时的优化产量。结果还表明,P.putida在将碳引导向PHA生产方面的偏好程度,这是细菌使用量子形式主义对营养胁迫的适应行为的一部分。通用参数(KD,kN和θθ)基于这样的量子公式获得,代表P.putida的PHA生物合成相对于外部C/N比,进行了讨论。这项工作为使用量子理论进行PHA生产提供了新的视角,展示了其在其他生物过程中的应用潜力。
    Polyhydroxyalkanoates (PHAs) could be used to make sustainable, biodegradable plastics. However, the precise and accurate mechanistic modeling of PHA biosynthesis, especially medium-chain-length PHA (mcl-PHA), for yield improvement remains a challenge to biology. PHA biosynthesis is typically triggered by nitrogen limitation and tends to peak at an optimal carbon-to-nitrogen (C/N) ratio. Specifically, simulation of the underlying dynamic regulation mechanisms for PHA bioprocess is a bottleneck owing to surfeit model complexity and current modeling philosophies for uncertainty. To address this issue, we proposed a quantum-like decision-making model to encode gene expression and regulation events as hidden layers by the general transformation of a density matrix, which uses the interference of probability amplitudes to provide an empirical-level description for PHA biosynthesis. We implemented our framework modeling the biosynthesis of mcl-PHA in Pseudomonas putida with respect to external C/N ratios, showing its optimization production at maximum PHA production of 13.81% cell dry mass (CDM) at the C/N ratio of 40:1. The results also suggest the degree of P. putida\'s preference in channeling carbon towards PHA production as part of the bacterium\'s adaptative behavior to nutrient stress using quantum formalism. Generic parameters (kD, kN and theta θ) obtained based on such quantum formulation, representing P. putida\'s PHA biosynthesis with respect to external C/N ratios, was discussed. This work offers a new perspective on the use of quantum theory for PHA production, demonstrating its application potential for other bioprocesses.
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  • 文章类型: Journal Article
    所提出的工作的目的是使基于聚羟基链烷酸酯(PHA)的混合物功能化:聚(羟基丁酸酯(PHB)与聚(乳酸)(PLA)和三种选定的草药提取物的混合物,即,金丝桃L.,UrticaL.和ChelidoniumL.,(E),氧化锌(ZnO)和组合系统(EZnO),通过挤出生产。在用生物树脂加工之前,使用热分析对天然改性剂进行了表征,FTIR和抗菌测试。结果揭示了提取物和填料之间的相互作用,导致EZnO比单独使用E时更高的热稳定性。此外,提取物的混合物对革兰氏阴性(S.金黄色葡萄球菌)以及革兰氏阳性菌(E.大肠杆菌)。改性的再颗粒通过流延挤出转化为薄膜。添加剂对热的影响(DSC,TGA和OIT),机械,屏障(WVTR和OTR),形貌(FTIR)和光学性质进行了研究。EZnO添加剂对机械性能的影响最大,生物树脂的屏障(OTR和WVTR)和光学性质。微生物试验结果表明,PHA-EZnO的活性高于PHA-ZnO和PHA-E,大肠杆菌和白色念珠菌细胞。该发现证实了添加剂组分之间的协同作用。改性聚酯薄膜不能完全消除phi6噬菌体颗粒,但是他们确实减少了数量,确认中度抗病毒有效性。
    The aim of the presented work was to functionalize a blend based on polyhydroxyalkanoate (PHA): poly(hydroxybutyrate (PHB) with poly(lactic acid) (PLA) and a mixture of three selected herb extracts, namely, Hypericum L., Urtica L. and Chelidonium L., (E), zinc oxide (ZnO) and a combined system (EZnO), produced via extrusion. Before processing with bioresin, the natural modifiers were characterized using thermal analysis, FTIR and antimicrobial tests. The results revealed interactions between the extracts and the filler, leading to higher thermal stability in EZnO than when using E alone. Moreover, the mixture of extracts exhibited antimicrobial properties toward both Gram-negative (S. aureus) as well as Gram-positive bacteria (E. coli). Modified regranulates were transformed into films by cast extrusion. The influence of the additives on thermal (DSC, TGA and OIT), mechanical, barrier (WVTR and OTR), morphological (FTIR) and optical properties was investigated. The EZnO additive had the highest impact on the mechanical, barrier (OTR and WVTR) and optical properties of the bioresin. The microbial test results revealed that PHA-EZnO exhibited higher activity than PHA-ZnO and PHA-E and also reduced the number of S. aureus, E. coli and C. albicans cells. The findings confirmed the synergistic effect between the additive components. Modified polyester films did not eliminate the phi6 bacteriophage particles completely, but they did decrease their number, confirming moderate antiviral effectiveness.
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  • 文章类型: Journal Article
    嗜极端微生物在理解地球上的生命如何起源和进化几个世纪中起着关键作用。它们在恶劣环境中茁壮成长的能力依赖于为在极端温度下生存而开发的过多机制,压力,盐度,和pH值。从生物技术的角度来看,嗜热菌被认为是合成生物学的强大工具,也是开发可持续生物过程的可靠起始材料。这篇综述讨论了由嗜热微生物生物制造高附加值生物产品及其工业应用的最新进展。
    Extremophilic microorganisms play a key role in understanding how life on Earth originated and evolved over centuries. Their ability to thrive in harsh environments relies on a plethora of mechanisms developed to survive at extreme temperatures, pressures, salinity, and pH values. From a biotechnological point of view, thermophiles are considered a robust tool for synthetic biology as well as a reliable starting material for the development of sustainable bioprocesses. This review discusses the current progress in the biomanufacturing of high-added bioproducts from thermophilic microorganisms and their industrial applications.
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  • 文章类型: Journal Article
    在这项工作中,我们调查过,第一次,通过三维(3D)熔融挤出打印中链长度聚羟基烷酸酯(mcl-PHA)开发骨组织工程支架的可能性(即,聚(3-羟基辛酸酯-羟基癸酸酯-羟基十二烷酸酯),P(3HO-co-3HD-co-3HDD)。成功优化了工艺参数,以生产定义明确且可重复的3DP(3HO-co-3HD-co-3HDD)支架,对未分化和分化的MC3T3-E1细胞均显示高细胞活力(100%)。为了在开发的支架中引入抗菌功能,研究了两种策略。对于第一个策略,P(3HO-co-3HD-co-3HDD)与在其侧链中含有硫酯基团的PHA结合(即,PHACOS),固有的抗菌PHAs。通过直接接触测试,3D混合支架能够诱导金黄色葡萄球菌6538P细胞减少70%,确认其抗菌性能。此外,支架能够支持MC3T3-E1细胞的生长,显示骨骼再生的潜力。对于第二种策略,复合材料是通过P(3HO-co-3HD-co-HDD)与掺杂有硒和锶离子的新型抗菌羟基磷灰石(Se-Sr-HA)的组合生产的。以10wt%Se-Sr-HA为填料的复合材料对革兰氏阳性(S.金黄色葡萄球菌6538P)和革兰氏阴性菌(大肠杆菌8739),通过双重机制:通过直接接触(诱导两种细菌菌株减少80%)和通过释放活性离子(导致金黄色葡萄球菌6538P的细菌细胞计数减少54%,大肠杆菌8739在24小时后减少30%)。此外,通过间接和直接测试,复合支架显示MC3T3-E1细胞的高活力,在骨组织工程中的应用显示出有希望的结果。
    In this work, we investigated, for the first time, the possibility of developing scaffolds for bone tissue engineering through three-dimensional (3D) melt-extrusion printing of medium chain length polyhydroxyalkanoate (mcl-PHA) (i.e., poly(3-hydroxyoctanoate-co-hydroxydecanoate-co-hydroxydodecanoate), P(3HO-co-3HD-co-3HDD)). The process parameters were successfully optimized to produce well-defined and reproducible 3D P(3HO-co-3HD-co-3HDD) scaffolds, showing high cell viability (100%) toward both undifferentiated and differentiated MC3T3-E1 cells. To introduce antibacterial features in the developed scaffolds, two strategies were investigated. For the first strategy, P(3HO-co-3HD-co-3HDD) was combined with PHAs containing thioester groups in their side chains (i.e., PHACOS), inherently antibacterial PHAs. The 3D blend scaffolds were able to induce a 70% reduction of Staphylococcus aureus 6538P cells by direct contact testing, confirming their antibacterial properties. Additionally, the scaffolds were able to support the growth of MC3T3-E1 cells, showing the potential for bone regeneration. For the second strategy, composite materials were produced by the combination of P(3HO-co-3HD-co-HDD) with a novel antibacterial hydroxyapatite doped with selenium and strontium ions (Se-Sr-HA). The composite material with 10 wt % Se-Sr-HA as a filler showed high antibacterial activity against both Gram-positive (S. aureus 6538P) and Gram-negative bacteria (Escherichia coli 8739), through a dual mechanism: by direct contact (inducing 80% reduction of both bacterial strains) and through the release of active ions (leading to a 54% bacterial cell count reduction for S. aureus 6538P and 30% for E. coli 8739 after 24 h). Moreover, the composite scaffolds showed high viability of MC3T3-E1 cells through both indirect and direct testing, showing promising results for their application in bone tissue engineering.
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  • 文章类型: Journal Article
    紫色非硫细菌,红螺螺旋藻,被认为是PHAs生物工业过程的潜在菌株,因为它们可以吸收广泛的碳源,如合成气,以降低生产成本。在这项研究中,我们比较分析了R.rubrum在100%CO和50%CO气氛下的生物量和PHA形成行为,发现纯CO促进了PHA的合成(PHA含量高达CDW的23.3%)。氢的添加促进了CO的吸收和利用率,并提高了3-HV单体的含量(在50%H2存在下,3-HV的摩尔比例高达9.2%)。为了阐明导致共同化过程的遗传事件,我们使用RNA测序对100%CO或50%CO条件下生长的R.rubrum进行了全转录组分析.转录组分析表明,H2的存在触发了不同的CO2同化策略,其中CBB的作用较小。在50%CO条件下观察到BCAA生物合成相关基因丰度的增加。此外,我们检测到α-酮戊二酸(αKG)合酶,将富马酸盐转化为与αKG衍生的氨基酸合成相关的αKG,和一系列苏氨酸依赖性异亮氨酸合成酶被显著诱导。总的来说,我们的结果表明,这些氨基酸合成途径代表了合成气条件下R.rubrum生长碳同化和氧化还原电位维持的关键途径,这可能会部分取代PHA的生产,并影响其在共聚物中的单体组成。最后,在3-l生物反应器中进行了R.rubrum的补料分批发酵,并证明了H2的添加确实增加了PHA的积累速率,在六天内产生20%ww-1PHA产量。
    The purple nonsulfur bacteria, Rhodospirillum rubrum, is recognized as a potential strain for PHAs bioindustrial processes since they can assimilate a broad range of carbon sources, such as syngas, to allow reduction of the production costs. In this study, we comparatively analyzed the biomass and PHA formation behaviors of R. rubrum under 100% CO and 50% CO gas atmosphere and found that pure CO promoted the PHA synthesis (PHA content up to 23.3% of the CDW). Hydrogen addition facilitated the uptake and utilization rates of CO and elevated 3-HV monomers content (molar proportion of 3-HV up to 9.2% in the presence of 50% H2). To elucidate the genetic events culminating in the CO assimilation process, we performed whole transcriptome analysis of R. rubrum grown under 100% CO or 50% CO using RNA sequencing. Transcriptomic analysis indicated different CO2 assimilation strategy was triggered by the presence of H2, where the CBB played a minor role. An increase in BCAA biosynthesis related gene abundance was observed under 50% CO condition. Furthermore, we detected the α-ketoglutarate (αKG) synthase, converting fumarate to αKG linked to the αKG-derived amino acids synthesis, and series of threonine-dependent isoleucine synthesis enzymes were significantly induced. Collectively, our results suggested that those amino acid synthesis pathways represented a key way for carbon assimilation and redox potential maintenance by R. rubrum growth under syngas condition, which could partly replace the PHA production and affect its monomer composition in copolymers. Finally, a fed-batch fermentation of the R. rubrum in a 3-l bioreactor was carried out and proved H2 addition indeed increased the PHA accumulation rate, yielding 20% ww-1 PHA production within six days.
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  • 文章类型: Journal Article
    紫色光合细菌(PPB)是能够产生各种增值化学物质的多功能微生物,例如,生物聚合物和生物燃料。他们使用不同的代谢途径,使它们能够适应各种生长条件,甚至极端环境。因此,它们是下一代工业生物技术概念的理想生物,该概念通过使用天然强健的极端微生物来降低污染风险。不幸的是,PPB在生物技术中使用的潜力受到缺乏对其代谢调节的知识的阻碍。尽管红螺螺旋藻代表了一种用于研究聚羟基链烷酸酯和制氢的紫色模式细菌,光/化学能转换,和固氮,在转录组水平上对其代谢的调节知之甚少。使用RNA测序,在野生型菌株R.rubrumDSM467T及其缺失两个多羟基链烷酸合酶PhaC1和PhaC2的敲除突变株的情况下,我们比较了利用果糖和乙酸盐作为底物的培养过程中的基因表达。在R.rubrum的首次全基因组表达研究中,我们能够表征培养驱动的转录组变化,并将非编码元件注释为小RNA。
    Purple photosynthetic bacteria (PPB) are versatile microorganisms capable of producing various value-added chemicals, e.g., biopolymers and biofuels. They employ diverse metabolic pathways, allowing them to adapt to various growth conditions and even extreme environments. Thus, they are ideal organisms for the Next Generation Industrial Biotechnology concept of reducing the risk of contamination by using naturally robust extremophiles. Unfortunately, the potential of PPB for use in biotechnology is hampered by missing knowledge on regulations of their metabolism. Although Rhodospirillum rubrum represents a model purple bacterium studied for polyhydroxyalkanoate and hydrogen production, light/chemical energy conversion, and nitrogen fixation, little is known regarding the regulation of its metabolism at the transcriptomic level. Using RNA sequencing, we compared gene expression during the cultivation utilizing fructose and acetate as substrates in case of the wild-type strain R. rubrum DSM 467T and its knock-out mutant strain that is missing two polyhydroxyalkanoate synthases PhaC1 and PhaC2. During this first genome-wide expression study of R. rubrum, we were able to characterize cultivation-driven transcriptomic changes and to annotate non-coding elements as small RNAs.
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