Adaptive laboratory evolution

适应性实验室进化
  • 文章类型: Journal Article
    本研究旨在评估橙皮废料(OPW)的水解产物作为番茄红素生产的低成本碳源。最初,稀酸预处理结合OPW的酶水解导致总糖浓度为62.18g/L。同时,使用d-半乳糖醛酸基本培养基进行的为期四个月的适应性实验室进化(ALE)实验提高了我们先前设计的用于番茄红素生产的大肠杆菌菌株的生长速率。经过进化适应,响应面法(RSM)适用于优化发酵中的培养基组成。从RSM分析获得的结果表明,5.53%碳源的橘皮水解物(OPH),6.57g/L氮源,和30°C的温度促进了最终菌株中番茄红素的产生。随后,番茄红素发酵的优化处理然后在5L分批发酵罐中进行,在动力学模型的监视下使用Logistic方程进行菌株生长(μm=0.441h-1),和生长速率常数(α=0.1491)的番茄红素生产的Luedeking-Piret方程(Pm=1043mgL-1)。最后,从OPH生物合成的番茄红素被提取和分析用于定性验证。同样,其关于植酸(在1.01%和0.86%之间)和DPPH自由基清除(在38.06%和29.08%之间)的数据强调了番茄红素更好的抗氧化能力。总之,OPH可用作发酵原料,为食品和药物应用开发水果作物残留物开辟了新的可能性。
    This study aimed to evaluate the hydrolysates from orange peel waste (OPW) as the low-cost carbon source for lycopene production. Initially, the dilute acid pretreatment combined with enzymatic hydrolysis of OPW resulted in a total sugar concentration of 62.18 g/L. Meanwhile, a four-month adaptive laboratory evolution (ALE) experiment using a d-galacturonic acid minimal medium resulted in an improvement in the growth rate of our previously engineered Escherichia coli strain for lycopene production. After evolutionary adaptation, response surface methodology (RSM) was adapted to optimize the medium composition in fermentation. The results obtained from RSM analysis revealed that the 5.53 % carbon source of orange peel hydrolysate (OPH), 6.57 g/L nitrogen source, and 30 °C temperature boosted lycopene production in the final strain. Subsequently, the optimized treatment for lycopene fermentation was then conducted in a 5 L batch fermenter under the surveillance of a kinetic model that uses the Logistic equation for strain growth (μm = 0.441 h-1), and Luedeking-Piret equations for lycopene production (Pm = 1043 mgL-1) with growth rate constant (α = 0.1491). At last, lycopene biosynthesized from OPH was extracted and analyzed for qualitative validation. Likewise, its data on phytic acid (between 1.01 % and 0.86 %) and DPPH radical scavenging (between 38.06 % and 29.08 %) highlighted the better antioxidant capacity of lycopene. In conclusion, the OPH can be used as a fermentation feedstock which opens new possibilities of exploiting fruit crop residues for food and pharmaceutical applications.
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  • 文章类型: Journal Article
    由于其能够在每个细胞干重中积累高达70%的脂质,因此已成为微生物脂质生产的绝佳选择。消耗多种底物,如葡萄糖和木糖,并耐受有毒化合物。尽管红孢菌具有高脂质产量的潜力,实现这些遗骸是一个重大障碍。全面的审查对于彻底评估提高R.toruloides脂质生产的工艺和技术的进步至关重要。该综述涵盖了提高脂质生产的各种策略,如共培养,适应性进化,碳通量分析,以及不同的发酵方式。这篇综述将帮助研究人员更好地了解R.toruloides可持续和可扩展脂质生产技术的最新发展,同时强调需要开发有效和可持续的生物过程。
    Rhodosporidium toruloides has emerged as an excellent option for microbial lipid production due to its ability to accumulate up to 70 % of lipids per cell dry weight, consume multiple substrates such as glucose and xylose, and tolerate toxic compounds. Despite the potential of Rhodosporidium toruloides for high lipid yields, achieving these remains is a significant hurdle. A comprehensive review is essential to thoroughly evaluate the advancements in processes and technologies to enhance lipid production in R. toruloides. The review covers various strategies for enhancing lipid production like co-culture, adaptive evolution, carbon flux analysis, as well as different modes of fermentation. This review will help researchers to better understand the recent developments in technologies for sustainable and scalable lipid production from R. toruloides and simultaneously emphasize the need for developing an efficient and sustainable bioprocess.
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  • 文章类型: Journal Article
    具有多种代谢功能,包括有氧和无氧呼吸,光合作用,光发酵和固氮,球形红细菌可以适应不同的环境和营养条件,包括重金属等各种压力源的存在。因此,是研究细菌应激反应和抗性分子机制的重要微生物,并用作生物技术应用或生物修复的微生物细胞工厂。在这项研究中,通过进化工程获得了一种高度耐钴且遗传稳定的沙氏菌菌株,也被称为适应性实验室进化(ALE),改善和表征基因复杂性的强大策略,所需的微生物表型,如抗压力。为此,在0.1-15mMCoCl2之间逐渐增加的钴胁迫水平存在下进行连续批次选择,传代64次,并且在选择之前没有对初始种群进行任何诱变。从最后一个群体中随机选择突变个体并进行详细分析。其中,一种名为G7的高度耐钴且遗传稳定的进化菌株显示出对各种应激源(如铁)的显着交叉抗性,镁,镍,铝,和NaCl。生长曲线和火焰原子吸收光谱分析结果表明,在存在显着抑制参考菌株生长的4mMCoCl2时,进化菌株的生长不受影响,与参考菌株相比,更高水平的钴离子与G7细胞相关。这可能意味着钴离子在G7电池中或上积累,表明G7用于钴生物修复的潜力。进化菌株的全基因组测序鉴定了与转录调节因子相关的各种基因中的23个单核苷酸多态性。NifB家族-FeMo辅因子生物合成,假定的毒力因子,TRAP-T家族转运蛋白,钠/质子反转运蛋白,以及功能未知的基因,这可能对R.spaeroides的钴抗性有潜在的作用。
    With its versatile metabolism including aerobic and anaerobic respiration, photosynthesis, photo-fermentation and nitrogen fixation, Rhodobacter sphaeroides can adapt to diverse environmental and nutritional conditions, including the presence of various stressors such as heavy metals. Thus, it is an important microorganism to study the molecular mechanisms of bacterial stress response and resistance, and to be used as a microbial cell factory for biotechnological applications or bioremediation. In this study, a highly cobalt-resistant and genetically stable R. sphaeroides strain was obtained by evolutionary engineering, also known as adaptive laboratory evolution (ALE), a powerful strategy to improve and characterize genetically complex, desired microbial phenotypes, such as stress resistance. For this purpose, successive batch selection was performed in the presence of gradually increased cobalt stress levels between 0.1-15 mM CoCl2 for 64 passages and without any mutagenesis of the initial population prior to selection. The mutant individuals were randomly chosen from the last population and analyzed in detail. Among these, a highly cobalt-resistant and genetically stable evolved strain called G7 showed significant cross-resistance against various stressors such as iron, magnesium, nickel, aluminum, and NaCl. Growth profiles and flame atomic absorption spectrometry analysis results revealed that in the presence of 4 mM CoCl2 that significantly inhibited growth of the reference strain, the growth of the evolved strain was unaffected, and higher levels of cobalt ions were associated with G7 cells than the reference strain. This may imply that cobalt ions accumulated in or on G7 cells, indicating the potential of G7 for cobalt bioremediation. Whole genome sequencing of the evolved strain identified 23 single nucleotide polymorphisms in various genes that are associated with transcriptional regulators, NifB family-FeMo cofactor biosynthesis, putative virulence factors, TRAP-T family transporter, sodium/proton antiporter, and also in genes with unknown functions, which may have a potential role in the cobalt resistance of R. sphaeroides.
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  • 文章类型: Journal Article
    抗生素耐药性是一个紧迫的健康问题,随着细菌耐药性的出现,发现了新型候选药物。虽然许多研究已经使用自适应实验室进化(ALE)来了解抗性的决定因素,药物剂量分布对进化轨迹的影响仍未得到充分研究.在这项研究中,我们对暴露于不同浓度诺氟沙星的耻垢分枝杆菌使用ALE,使用循环常数和逐步增加的药物剂量,以检查其对所选耐药机制的影响.外排泵调节器的突变,LfrR,在所有进化的人群中发现,无论药物概况和人群瓶颈如何,表明基于外排的耐药机制保守。这种突变出现在进化轨迹的早期,单独存在时提供低水平电阻,由于其他突变的连续积累而导致抗性进一步增加。值得注意的是,药物靶标突变,与在临床分离株中观察到的相似,仅在大于最小抑制浓度(MIC)的4倍以上的阈值上看到。基因中三个突变的组合,lfrR,MSMEG_1959和MSMEG_5045在多个谱系中保守,导致高水平的耐药性,并在药物靶标突变出现之前。有趣的是,在从缺乏lfra外排泵的亲本菌株进化而来的种群中,lfrR调节器的主要目标,没有选择lfrR基因突变。此外,源自ΔlfrA菌株的进化轨迹在某些谱系中显示出早期停滞,而在进化的谱系中没有目标基因突变,尽管延迟。因此,阻断或抑制外排泵的表达可以阻止或延迟药物靶标突变的固定,可能限制最大可达到的阻力水平。
    Antibiotic resistance is a pressing health issue, with the emergence of resistance in bacteria outcompeting the discovery of novel drug candidates. While many studies have used Adaptive Laboratory Evolution (ALE) to understand the determinants of resistance, the influence of the drug dosing profile on the evolutionary trajectory remains understudied. In this study, we employed ALE on Mycobacterium smegmatis exposed to various concentrations of Norfloxacin using both cyclic constant and stepwise increasing drug dosages to examine their impact on the resistance mechanisms selected. Mutations in an efflux pump regulator, LfrR, were found in all of the evolved populations irrespective of the drug profile and population bottleneck, indicating a conserved efflux-based resistance mechanism. This mutation appeared early in the evolutionary trajectory, providing low-level resistance when present alone, with a further increase in resistance resulting from successive accumulation of other mutations. Notably, drug target mutations, similar to those observed in clinical isolates, were only seen above a threshold of greater than 4× the minimum inhibitory concentration (MIC). A combination of three mutations in the genes, lfrR, MSMEG_1959, and MSMEG_5045, was conserved across multiple lineages, leading to high-level resistance and preceding the appearance of drug target mutations. Interestingly, in populations evolved from parental strains lacking the lfrA efflux pump, the primary target of the lfrR regulator, no lfrR gene mutations are selected. Furthermore, evolutional trajectories originating from the ΔlfrA strain displayed early arrest in some lineages and the absence of target gene mutations in those that evolved, albeit delayed. Thus, blocking or inhibiting the expression of efflux pumps can arrest or delay the fixation of drug target mutations, potentially limiting the maximum attainable resistance levels.
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  • 文章类型: Journal Article
    短小杆菌在食品发酵中至关重要,特别是在酸面团生产中。然而,短乳杆菌的培养面临着乳酸积累的挑战,一个主要的抑制剂。我们的目的是增加短乳杆菌的耐酸性,酸面团发酵的工业菌株。我们使用适应性实验室进化(ALE)来获得耐乳酸菌株。进化菌株的发酵和代谢物谱,除了感官评价,通过使用各种分析技术与亲本菌株进行比较。ALE方法提高了进化菌株的乳酸耐受性,其生长速率分别比pH4.1和6.5的亲本菌株高1.1和1.9倍。综合分析表明其在酸面团发酵中的潜在应用,承诺降低下游成本。进化的菌株,没有转基因生物的关注,通过在酸性条件下表现出增强的生长而不影响消费者的面包偏好,具有巨大的工业应用潜力。
    Levilactobacillus brevis is crucial in food fermentation, particularly in sourdough production. However, the cultivation of L. brevis faces a challenge with accumulation of lactic acid, a major inhibitor. We aimed to increase the acid tolerance of L. brevis, an industrial strain for sourdough fermentation. We used the adaptive laboratory evolution (ALE) to obtain lactic acid tolerant strains. The evolved strain\'s fermentation and metabolite profiles, alongside sensory evaluation, were compared with the parental strain by using various analytical techniques. The ALE approach increased lactic acid tolerance in the evolved strain showing an increased growth rate by 1.1 and 1.9 times higher than the parental strain at pH 4.1 and 6.5, respectively. Comprehensive analyses demonstrated its potential application in sourdough fermentation, promising reduced downstream costs. The evolved strain, free from genetically modified organisms concerns, has great potential for industrial use by exhibiting enhanced growth in acidic conditions without affecting consumers\' bread preferences.
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  • 文章类型: Journal Article
    从生物质中生物转化木质素为燃料和化学品的可持续生产提供了有希望的策略。然而,从木质素衍生的芳香族化合物通常含有甲氧基,这些底物的O-去甲基化通常是影响分解代谢效率的限速反应。几种酶家族催化芳香族O-去甲基化,但它们很少在体内进行比较以确定最佳的生物催化策略。这里,在恶臭假单胞菌KT2440中比较了两种芳香族O-去甲基化途径。天然Rieske非血红素铁单加氧酶(VanAB)和,分开,异源四氢叶酸依赖性脱甲基酶(LigM)在P.putida中组成型表达,并以香草酸盐为模型底物,通过适应性实验室进化(ALE)对菌株进行了优化。所有进化的菌株都表现出改善的生长表型,带有天然VanAB途径的进化菌株表现出比带有异源LigM途径的菌株快1.8倍的生长速率。酶动力学和转录组学研究调查了所选突变对提高香草酸的利用的贡献。过表达VanAB的菌株含有最有影响力的突变,包括那些在VanB的,香草酸O-脱甲基酶的还原酶,PP_3494,一种全球香草酸盐分解代谢调节剂,和fgha,参与甲醛解毒。这三个突变被组合成一个菌株,在培养的前8小时中,其表现出比野生型菌株快约5倍的香草酸盐消耗。总的来说,这项研究阐明了在两种不同的酶机制的背景下,香草酸盐分解代谢的细节,产生平台菌株,用于将木质素相关的芳香族化合物有效地O-去甲基化为增值产品。
    Biological conversion of lignin from biomass offers a promising strategy for sustainable production of fuels and chemicals. However, aromatic compounds derived from lignin commonly contain methoxy groups, and O-demethylation of these substrates is often a rate-limiting reaction that influences catabolic efficiency. Several enzyme families catalyze aromatic O-demethylation, but they are rarely compared in vivo to determine an optimal biocatalytic strategy. Here, two pathways for aromatic O-demethylation were compared in Pseudomonas putida KT2440. The native Rieske non-heme iron monooxygenase (VanAB) and, separately, a heterologous tetrahydrofolate-dependent demethylase (LigM) were constitutively expressed in P. putida, and the strains were optimized via adaptive laboratory evolution (ALE) with vanillate as a model substrate. All evolved strains displayed improved growth phenotypes, with the evolved strains harboring the native VanAB pathway exhibiting growth rates ∼1.8x faster than those harboring the heterologous LigM pathway. Enzyme kinetics and transcriptomics studies investigated the contribution of selected mutations toward enhanced utilization of vanillate. The VanAB-overexpressing strains contained the most impactful mutations, including those in VanB, the reductase for vanillate O-demethylase, PP_3494, a global regulator of vanillate catabolism, and fghA, involved in formaldehyde detoxification. These three mutations were combined into a single strain, which exhibited approximately 5x faster vanillate consumption than the wild-type strain in the first 8 h of cultivation. Overall, this study illuminates the details of vanillate catabolism in the context of two distinct enzymatic mechanisms, yielding a platform strain for efficient O-demethylation of lignin-related aromatic compounds to value-added products.
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  • 文章类型: Journal Article
    适应性实验室进化(ALE)是一种广泛使用的微生物菌株开发和优化方法。ALE实验,为了选择生长更快的菌株,通常在摇瓶中作为连续分批培养进行,血清瓶,或微量滴定板或作为实验室规模的生物反应器中的连续培养。为了将平行摇动培养物中高通量的优势与连续发酵相结合,以进行ALE实验,开发了一种新的连续平行振荡pH-生长抑素(CPA)。CPA由六个自主平行摇动的圆柱形反应器组成,配备了培养基的实时pH控制。通过生物相容性pH传感器点和可编程泵模块实现非侵入性pH测量和控制,分别调整各反应器新鲜培养基的稀释率。将两种不同的甲基营养酵母Ogataeapolymorpha菌株用作微生物模型系统,用于平行的恒化器和pH-auxostat培养。在种植期间,培养基被酵母的微生物活性酸化。对于pH-生长抑素培养,依赖于生长的酸化触发了向反应器中添加新鲜的进料培养基,导致pH增加,从而将pH控制到预定的设定值。通过将pH值控制在预定的设定值,将连续培养的稀释率调整到接近冲洗点的值,在酵母的最大比生长速率范围内。通过进行阶跃响应实验并通过Chien-Hrones-Reswick(CHR)PID调节方法获得调节的PI控制器参数来优化pH控制。用两种不同的O.polymorpha菌株以高稀释率进行了两次pH-生长抑素培养,培养时间长达18天。因此,选择了生长快4.8倍的菌株。在随后的分批培养中证实了所选菌株的特定最大生长速率的增加。
    Adaptive laboratory evolution (ALE) is a widely used microbial strain development and optimization method. ALE experiments, to select for faster-growing strains, are commonly performed as serial batch cultivations in shake flasks, serum bottles, or microtiter plates or as continuous cultivations in bioreactors on a laboratory scale. To combine the advantages of higher throughput in parallel shaken cultures with continuous fermentations for conducting ALE experiments, a new Continuous parallel shaken pH-auxostat (CPA) was developed. The CPA consists of six autonomous parallel shaken cylindrical reactors, equipped with real-time pH control of the culture medium. The noninvasive pH measurement and control are realized by biocompatible pH sensor spots and a programmable pump module, to adjust the dilution rate of fresh medium for each reactor separately. Two different strains of the methylotrophic yeast Ogataea polymorpha were used as microbial model systems for parallel chemostat and pH-auxostat cultivations. During cultivation, the medium is acidified by the microbial activity of the yeast. For pH-auxostat cultivations, the growth-dependent acidification triggers the addition of fresh feed medium into the reactors, leading to a pH increase and thereby to the control of the pH to a predetermined set value. By controlling the pH to a predetermined set value, the dilution rate of the continuous cultivation is adjusted to values close to the washout point, in the range of the maximum specific growth rate of the yeast. The pH control was optimized by conducting a step-response experiment and obtaining tuned PI controller parameters by the Chien-Hrones-Reswick (CHR) PID tuning method. Two pH-auxostat cultivations were performed with two different O. polymorpha strains at high dilution rates for up to 18 days. As a result, up to 4.8-fold faster-growing strains were selected. The increased specific maximum growth rates of the selected strains were confirmed in subsequent batch cultivations.
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  • 文章类型: Journal Article
    合成生物学正在为全球净负碳经济的发展做出贡献,强调甲酸盐作为一碳底物的一员引起了广泛的关注。在这项研究中,我们采用了基础编辑工具来促进自适应进化,在2个月内实现Yarrowialipolytica对1M的甲酸耐受性。这项努力导致了两个突变菌株,命名为M25-70和M25-14,两者均表现出显著提高的甲酸盐利用能力。转录组分析显示,当利用甲酸盐作为唯一碳源培养时,编码甲酸脱氢酶的9个内源基因上调。此外,我们发现了基于乙醛酸和苏氨酸的丝氨酸途径在增强甘氨酸供应以促进甲酸同化方面的关键作用。Y.Lipolytica耐受和利用甲酸的全部潜力为基于丙酮酸羧化酶的碳封存途径奠定了基础。重要的是,这项研究强调了Y.Lipolytica中天然甲酸代谢途径的存在。
    Synthetic biology is contributing to the advancement of the global net-negative carbon economy, with emphasis on formate as a member of the one-carbon substrate garnering substantial attention. In this study, we employed base editing tools to facilitate adaptive evolution, achieving a formate tolerance of Yarrowia lipolytica to 1 M within 2 months. This effort resulted in two mutant strains, designated as M25-70 and M25-14, both exhibiting significantly enhanced formate utilization capabilities. Transcriptomic analysis revealed the upregulation of nine endogenous genes encoding formate dehydrogenases when cultivated utilizing formate as the sole carbon source. Furthermore, we uncovered the pivotal role of the glyoxylate and threonine-based serine pathway in enhancing glycine supply to promote formate assimilation. The full potential of Y. lipolytica to tolerate and utilize formate establishing the foundation for pyruvate carboxylase-based carbon sequestration pathways. Importantly, this study highlights the existence of a natural formate metabolic pathway in Y. lipolytica.
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  • 文章类型: Journal Article
    能够转化气态一碳(C1)废物原料的微生物对于过渡到可再生化学品和燃料的可持续生产越来越重要。乙酸原是令人感兴趣的生物催化剂,因为使用自产乙醇梭菌的气体发酵已经商业化。然而,大多数产乙酸菌株需要复杂的营养,显示缓慢的增长,并且对于生物反应器发酵并不坚固。在这项工作中,我们使用了三种不同的和独立的适应性实验室进化(ALE)策略来进化野生型自产乙醇梭菌以更快地生长,不含酵母提取物,并且在操作连续生物反应器培养中是稳健的。在一个菌株的基本培养基上分离出具有改善表型的多个进化菌株,名为“Labrini”,在最大比增长率方面表现出优异的性能,产品简介,以及连续文化中的稳健性。进化菌株的全基因组测序鉴定了25个突变。特别令人感兴趣的是两个基因在三种ALE策略中获得了七个不同的突变,可能是趋同进化的结果。潜在孢子形成相关基因CLAU_3129(spo0A)和CLAU_1957的突变的反向基因工程通过触发显着的蛋白质组重排恢复了我们的ALE菌株的所有三个优越特征。这项工作提供了一个强大的自产乙醇梭菌菌株“Lambrini”,以加速表型和基因工程,并更好地了解乙酸原代谢。
    Microbes able to convert gaseous one-carbon (C1) waste feedstocks are increasingly important to transition to the sustainable production of renewable chemicals and fuels. Acetogens are interesting biocatalysts since gas fermentation using Clostridium autoethanogenum has been commercialised. However, most acetogen strains need complex nutrients, display slow growth, and are not robust for bioreactor fermentations. In this work, we used three different and independent adaptive laboratory evolution (ALE) strategies to evolve the wild-type C. autoethanogenum to grow faster, without yeast extract and to be robust in operating continuous bioreactor cultures. Multiple evolved strains with improved phenotypes were isolated on minimal media with one strain, named \"LAbrini\", exhibiting superior performance regarding the maximum specific growth rate, product profile, and robustness in continuous cultures. Whole-genome sequencing of the evolved strains identified 25 mutations. Of particular interest are two genes that acquired seven different mutations across the three ALE strategies, potentially as a result of convergent evolution. Reverse genetic engineering of mutations in potentially sporulation-related genes CLAU_3129 (spo0A) and CLAU_1957 recovered all three superior features of our ALE strains through triggering significant proteomic rearrangements. This work provides a robust C. autoethanogenum strain \"LAbrini\" to accelerate phenotyping and genetic engineering and to better understand acetogen metabolism.
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  • 文章类型: Journal Article
    背景:红色含油酵母Rhodotorulatoruloides是一种有前途的细胞工厂,可从木质纤维素水解产物(LCH)生产微生物油和类胡萝卜素。对LCH和甲醇中存在的四种主要抑制性化合物的多应力耐受应变,在我们的实验室中,通过甲醇和高甘油选择压力下的适应性实验室进化(ALE)从菌株IST536(PYCC5615)衍生。
    结果:比较基因组分析表明原始菌株倍性从三倍体减少到二倍体,21,489个突变的发生,和242个基因在进化菌株中显示拷贝数变异。转录组分析确定了634个转录水平改变的基因(465个,178下降)在多应力耐受应变中。与细胞表面生物发生相关的基因,完整性,和重塑并参与应激反应途径在基因组和转录组水平上表现出最实质性的改变。在建议的应激反应的指导下,多胁迫耐受性表型扩展到渗透,盐,乙醇,氧化,基因毒性,和中链脂肪酸诱导的应激。
    结论:对这种进化菌株的综合分析提供了机会,以获得对多胁迫耐受性和一系列有希望的基因的机制见解,通路,和监管网络,作为应用于有前途的细胞工厂的合成生物学方法的目标,走向更强大和更优秀的工业菌株。这项研究为理解R.toluloides对多种应力的耐受性机制奠定了基础,强调了ALE增强工业酵母菌株稳健性的潜力。
    BACKGROUND: The red oleaginous yeast Rhodotorula toruloides is a promising cell factory to produce microbial oils and carotenoids from lignocellulosic hydrolysates (LCH). A multi-stress tolerant strain towards four major inhibitory compounds present in LCH and methanol, was derived in our laboratory from strain IST536 (PYCC 5615) through adaptive laboratory evolution (ALE) under methanol and high glycerol selective pressure.
    RESULTS: Comparative genomic analysis suggested the reduction of the original strain ploidy from triploid to diploid, the occurrence of 21,489 mutations, and 242 genes displaying copy number variants in the evolved strain. Transcriptomic analysis identified 634 genes with altered transcript levels (465 up, 178 down) in the multi-stress tolerant strain. Genes associated with cell surface biogenesis, integrity, and remodelling and involved in stress-responsive pathways exhibit the most substantial alterations at the genome and transcriptome levels. Guided by the suggested stress responses, the multi-stress tolerance phenotype was extended to osmotic, salt, ethanol, oxidative, genotoxic, and medium-chain fatty acid-induced stresses.
    CONCLUSIONS: The comprehensive analysis of this evolved strain provided the opportunity to get mechanistic insights into the acquisition of multi-stress tolerance and a list of promising genes, pathways, and regulatory networks, as targets for synthetic biology approaches applied to promising cell factories, toward more robust and superior industrial strains. This study lays the foundations for understanding the mechanisms underlying tolerance to multiple stresses in R. toruloides, underscoring the potential of ALE for enhancing the robustness of industrial yeast strains.
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