bacterial evolution

细菌进化
  • 文章类型: Journal Article
    饮用水处理中的生物过滤(BDWT)很受欢迎,因为它有望替代化学处理,然而,我们对这一过程中细菌进化的关键驱动因素和趋势的理解仍然有限.虽然质粒和噬菌体被认为是水平基因转移(HGT)的主要载体,它们在BDWT中形成细菌进化中的作用仍然未知。在这里,我们利用全球宏基因组数据来解开驱动细菌进化的主要力量。我们的结果表明,HGT的主要矢量取决于水源水的类型(地下水和地表水)。质粒和噬菌体都通过增强物种内的遗传多样性来加速BDWT中的细菌进化,但是他们推动了不同水源类型中功能冗余的对比进化趋势。具体来说,在地表水和地下水生物滤池中观察到朝向和远离功能冗余(表示为基因-蛋白质比)的趋势,分别。毒性噬菌体通过与能够自然转化的细菌物种和破坏细菌细胞质膜的某些天然化合物的协同相互作用来驱动细菌进化。与水净化相关的基因(如Mn(II)-氧化基因),微生物风险(抗生素抗性基因),和化学风险(多环芳烃)通过BDWT中的HGT富集,强调必须加强对这些有用和有风险的对象的关注。总的来说,这些发现增强了我们对BDWT中细菌进化的理解,并对水处理策略的优化具有意义。
    Biofiltration in drinking water treatment (BDWT) are popular as it holds promise as an alternative to chemical treatments, yet our understanding of the key drivers and trends underlying bacterial evolution within this process remains limited. While plasmids and phages are recognized as the main vectors of horizontal gene transfer (HGT), their roles in shaping bacterial evolution in BDWT remain largely unknown. Here we leverage global metagenomic data to unravel the primary forces driving bacterial evolution in BDWT. Our results revealed that the primary vector of HGT varies depending on the type of source water (groundwater and surface water). Both plasmids and phages accelerated bacterial evolution in BDWT by enhancing genetic diversity within species, but they drove contrasting evolutionary trends in functional redundancy in different source water types. Specifically, trends towards and away from functional redundancy (indicated as gene-protein ratio) were observed in surface-water and groundwater biofilters, respectively. Virulent phages drove bacterial evolution through synergistic interactions with bacterial species capable of natural transformation and with certain natural compounds that disrupt bacterial cytoplasmic membranes. Genes relating to water purification (such as Mn(II)-oxidizing genes), microbial risks (antibiotic resistance genes), and chemical risk (polycyclic aromatic hydrocarbons) were enriched via HGT in BDWT, highlighting the necessity for heighted focus on these useful and risky objects. Overall, these discoveries enhance our understanding of bacterial evolution in BDWT and have implications for the optimization of water treatment strategies.
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  • 文章类型: Journal Article
    基因的持续得失是细菌进化和环境适应的主要驱动力。从蛋白质结构域的角度研究细菌进化,这是蛋白质的基本功能和进化单位,可以更全面地了解细菌的分化和表型适应过程。因此,我们提出了一种基于系统发育树的方法,用于检测蛋白质结构域的遗传得失事件。具体来说,该方法侧重于单个领域来跟踪其演化过程或多个领域来研究它们的共同进化原理。使用122个志贺氏菌分离株验证了这种新方法。我们发现大量结构域的丢失可能是志贺氏菌进化的主要驱动力,这可以减少能源消耗,只保留最基本的功能。此外,我们观察到同时获得和丢失的域通常在功能上相关,这可以促进和加速表型进化对环境的适应。使用我们的方法获得的所有结果与以前的研究一致,这验证了我们提出的方法。
    Continuous gain and loss of genes are the primary driving forces of bacterial evolution and environmental adaptation. Studying bacterial evolution in terms of protein domain, which is the fundamental function and evolutionary unit of proteins, can provide a more comprehensive understanding of bacterial differentiation and phenotypic adaptation processes. Therefore, we proposed a phylogenetic tree-based method for detecting genetic gain and loss events in terms of protein domains. Specifically, the method focuses on a single domain to trace its evolution process or on multiple domains to investigate their co-evolution principles. This novel method was validated using 122 Shigella isolates. We found that the loss of a significant number of domains was likely the main driving force behind the evolution of Shigella, which could reduce energy expenditure and preserve only the most essential functions. Additionally, we observed that simultaneously gained and lost domains were often functionally related, which can facilitate and accelerate phenotypic evolutionary adaptation to the environment. All results obtained using our method agree with those of previous studies, which validates our proposed method.
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  • 文章类型: Journal Article
    许多非孢子细菌物种在长时间的资源枯竭中存活,通过进入称为长期稳定阶段(LTSP)的状态。这里,我们对恶臭假单胞菌进行了LTSP进化实验,然后是进化克隆的全基因组测序。我们表明,P.putida能够在LTSP下持续存在并适应基因。我们观察到不断发展的恶臭假单胞菌种群中突变的积累。在每个人口中,独立进化的谱系在早期建立,并在整个四个月的实验中持续存在。突变以高度趋同的方式积累,相似的基因座在独立进化的种群中发生突变。在人群中,变种出现,由于错配修复基因中的突变,其突变率比与它们共存于各自种群中的其他克隆高得多。虽然适应过程的这些一般动力学与我们以前在模型细菌大肠杆菌中观察到的非常相似,参与适应的特定基因座仅在恶臭假单胞菌和大肠杆菌之间部分重叠。
    Many nonsporulating bacterial species survive prolonged resource exhaustion, by entering a state termed long-term stationary phase. Here, we performed long-term stationary phase evolutionary experiments on the bacterium Pseudomonas putida, followed by whole-genome sequencing of evolved clones. We show that P. putida is able to persist and adapt genetically under long-term stationary phase. We observed an accumulation of mutations within the evolving P. putida populations. Within each population, independently evolving lineages are established early on and persist throughout the 4-month-long experiment. Mutations accumulate in a highly convergent manner, with similar loci being mutated across independently evolving populations. Across populations, mutators emerge, that due to mutations within mismatch repair genes developed a much higher rate of mutation than other clones with which they coexisted within their respective populations. While these general dynamics of the adaptive process are quite similar to those we previously observed in the model bacterium Escherichia coli, the specific loci that are involved in adaptation only partially overlap between P. putida and E. coli.
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  • 文章类型: Journal Article
    伤寒沙门氏菌和甲型副伤寒是人类伤寒和副伤寒的病因,是威胁生命的系统性疾病。两种血清型都专门适应人类宿主,它们会导致终生持续感染。这些血清型的一个显著特征是存在相对大量的降解的编码序列,编码代谢途径,很可能是他们适应单一宿主的结果。作为趋同进化的结果,这些血清型共有许多降解的编码序列,尽管经常影响同一代谢途径中的不同基因。然而,有几个编码序列在一个血清型中显示完整,而在另一个血清型中明显降解,表明它们的代谢能力存在差异。这里,我们检查了在伤寒沙门氏菌中显示完整但在副伤寒沙门氏菌A中显示出明显降解迹象的代谢途径的功能。我们发现,在所有情况下,伤寒沙门氏菌代谢酶中单个氨基酸取代的存在,运输商,或转录调节因子导致这些代谢途径的失活。因此,伤寒沙门氏菌无法代谢葡萄糖-6-磷酸或3-磷酸甘油酸是由于转录调节蛋白中的点突变导致编码这些化合物的转运蛋白的基因表达沉默。相比之下,它不能利用葡糖二酸或半乳糖二酸是由于这些糖代谢所必需的转运蛋白和酶中存在点突变。这些研究为这两种人类适应的肠球菌血清型自适应融合进化的概念提供了额外的支持,并强调了生物信息学方法预测代谢能力的局限性。
    目的:伤寒沙门氏菌和甲型副伤寒是人类伤寒和副伤寒的病因,是威胁生命的系统性疾病。两种血清型只能感染人类宿主,它们会导致终生持续感染。因为它们对人类宿主的适应,这些细菌病原体改变了它们的新陈代谢,导致他们失去利用某些营养素的能力。在这项研究中,我们检查了在伤寒沙门氏菌中出现完整但在副伤寒沙门氏菌A中显示出明显降解迹象的代谢途径的功能。我们发现,在所有情况下,伤寒沙门氏菌代谢酶中单个氨基酸取代的存在,运输商,或转录调节因子导致这些代谢途径的失活。这些研究为这两种人类适应的肠球菌血清变型的适应性融合进化的概念提供了额外的支持。
    Salmonella enterica serovar Typhi and Paratyphi A are the cause of typhoid and paratyphoid fever in humans, which are systemic life-threatening illnesses. Both serovars are exclusively adapted to the human host, where they can cause life-long persistent infection. A distinct feature of these serovars is the presence of a relatively high number of degraded coding sequences coding for metabolic pathways, most likely a consequence of their adaptation to a single host. As a result of convergent evolution, these serovars shared many of the degraded coding sequences although often affecting different genes in the same metabolic pathway. However, there are several coding sequences that appear intact in one serovar while clearly degraded in the other, suggesting differences in their metabolic capabilities. Here, we examined the functionality of metabolic pathways that appear intact in S. Typhi but that show clear signs of degradation in S. Paratyphi A. We found that, in all cases, the existence of single amino acid substitutions in S. Typhi metabolic enzymes, transporters, or transcription regulators resulted in the inactivation of these metabolic pathways. Thus, the inability of S. Typhi to metabolize Glucose-6-Phosphate or 3-phosphoglyceric acid is due to the silencing of the expression of the genes encoding the transporters for these compounds due to point mutations in the transcriptional regulatory proteins. In contrast, its inability to utilize glucarate or galactarate is due to the presence of point mutations in the transporter and enzymes necessary for the metabolism of these sugars. These studies provide additional support for the concept of adaptive convergent evolution of these two human-adapted S. enterica serovars and highlight a limitation of bioinformatic approaches to predict metabolic capabilities.
    OBJECTIVE: Salmonella enterica serovar Typhi and Paratyphi A are the cause of typhoid and paratyphoid fever in humans, which are systemic life-threatening illnesses. Both serovars can only infect the human host, where they can cause life-long persistent infection. Because of their adaptation to the human host, these bacterial pathogens have changed their metabolism, leading to the loss of their ability to utilize certain nutrients. In this study we examined the functionality of metabolic pathways that appear intact in S. Typhi but that show clear signs of degradation in S. Paratyphi A. We found that, in all cases, the existence of single amino acid substitutions in S. Typhi metabolic enzymes, transporters, or transcription regulators resulted in the inactivation of these metabolic pathways. These studies provide additional support for the concept of adaptive convergent evolution of these two human-adapted S. enterica serovars.
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  • 文章类型: Journal Article
    由于化石记录很少,因此很难重建细菌进化的年代和系统发育。由于序列差异很大,细菌基因组的分析仍然具有挑战性。由于频繁的基因丢失,细菌基因组的可塑性,水平基因转移,以及从一个位置到另一个位置的选择压力的差异。因此,利用丰富且快速积累的基因组数据需要对基因组进化进行精确建模。一个重要的技术考虑是,具有高有效突变率的基因座可能会偏离所使用的比对算法的检测极限,将全基因组差异估计偏向较小的差异。在这篇文章中,我们提出了一种基于基因组比较的统计特性来深入了解细菌进化的新方法。我们发现序列匹配的长度分布由不同基因座的有效突变率决定,通过横向转移,和对准器的灵敏度。基于这些输入,我们建立了一个模型,并表明它解释了经验观察到的分布,以肠杆菌科细菌为例。我们的方法可以区分垂直和水平起源的片段,并估计来自全基因组比对的任何一对分类单元之间的时间差异和交换速率。根据估计的时间差异,我们构建了一个时间校准的系统发育树,以证明该方法的准确性。
    The chronology and phylogeny of bacterial evolution are difficult to reconstruct due to a scarce fossil record. The analysis of bacterial genomes remains challenging because of large sequence divergence, the plasticity of bacterial genomes due to frequent gene loss, horizontal gene transfer, and differences in selective pressure from one locus to another. Therefore, taking advantage of the rich and rapidly accumulating genomic data requires accurate modeling of genome evolution. An important technical consideration is that loci with high effective mutation rates may diverge beyond the detection limit of the alignment algorithms used, biasing the genome-wide divergence estimates toward smaller divergences. In this article, we propose a novel method to gain insight into bacterial evolution based on statistical properties of genome comparisons. We find that the length distribution of sequence matches is shaped by the effective mutation rates of different loci, by the horizontal transfers, and by the aligner sensitivity. Based on these inputs, we build a model and show that it accounts for the empirically observed distributions, taking the Enterobacteriaceae family as an example. Our method allows to distinguish segments of vertical and horizontal origins and to estimate the time divergence and exchange rate between any pair of taxa from genome-wide alignments. Based on the estimated time divergences, we construct a time-calibrated phylogenetic tree to demonstrate the accuracy of the method.
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  • 文章类型: Journal Article
    Gene transfer agents (GTAs) are genetic elements derived from ancestral bacteriophages that have become domesticated by the host. GTAs are present in diverse prokaryotic organisms, where they can facilitate horizontal gene transfer under certain conditions. Unlike typical bacteriophages, GTAs do not exhibit any preference for the replication or transfer of the genes encoding them; instead, they exhibit a remarkable capacity to package chromosomal, and sometimes extrachromosomal, DNA into virus-like capsids and disseminate it to neighboring cells. Because GTAs resemble defective prophages, identification of novel GTAs is not trivial. The detection of candidates relies on the genetic similarity to known GTAs, which has been fruitful in α-proteobacterial lineages but challenging in more distant bacteria. Here we consider several fundamental questions: What is the true prevalence of GTAs in prokaryote genomes? Given there are high costs for GTA production, what advantage do GTAs provide to the bacterial host to justify their maintenance? How is the bacterial chromosome recognized and processed for inclusion in GTA particles? This article highlights the challenges in comprehensively understanding GTAs\' prevalence, function and DNA packaging method. Going forward, broad study of atypical GTAs and use of ecologically relevant conditions are required to uncover their true impact on bacterial chromosome evolution.
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  • 文章类型: Journal Article
    双组分调节系统(TCS)是细菌用于感知和响应其环境的主要机制。许多相同的TCS被具有不同监管需求的生物多样性生物体使用,这表明TCS的功能必须演变。为了探讨这个话题,我们分析了肠杆菌科不同分支的大量广泛保守的TCS的氨基酸序列差异模式,一个革兰氏阴性细菌家族,包括重要的生物医学属,如沙门氏菌,埃希氏菌,克雷伯氏菌和其他人。我们的分析揭示了TCS序列如何在TCS的不同蛋白质或功能域之间变化的趋势,跨越不同的血统。基于这些趋势,我们确定了表现出非典型进化模式的个体TCS.我们观察到,给定TCS的序列在不同谱系之间变化的相对程度通常是保守的,揭示了TCS序列守恒的层次结构,其中EnvZ/OmpR是最守恒的TCS。我们提供的证据表明,对于分析的最不同的TCS,PmrA/PmrB,该家族的不同分支水平获得了不同的等位基因,并且不同的PmrA/PmrB序列变体具有高度不同的信号感应域。总的来说,这项研究揭示了TCS是如何进化的,并作为该家族中TCS序列在进化过程中如何分化的纲要。
    Two-component regulatory systems (TCSs) are a major mechanism used by bacteria to sense and respond to their environments. Many of the same TCSs are used by biologically diverse organisms with different regulatory needs, suggesting that the functions of TCS must evolve. To explore this topic, we analysed the amino acid sequence divergence patterns of a large set of broadly conserved TCS across different branches of Enterobacteriaceae, a family of Gram-negative bacteria that includes biomedically important genera such as Salmonella, Escherichia, Klebsiella and others. Our analysis revealed trends in how TCS sequences change across different proteins or functional domains of the TCS, and across different lineages. Based on these trends, we identified individual TCS that exhibit atypical evolutionary patterns. We observed that the relative extent to which the sequence of a given TCS varies across different lineages is generally well conserved, unveiling a hierarchy of TCS sequence conservation with EnvZ/OmpR as the most conserved TCS. We provide evidence that, for the most divergent of the TCS analysed, PmrA/PmrB, different alleles were horizontally acquired by different branches of this family, and that different PmrA/PmrB sequence variants have highly divergent signal-sensing domains. Collectively, this study sheds light on how TCS evolve, and serves as a compendium for how the sequences of the TCS in this family have diverged over the course of evolution.
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  • 文章类型: Journal Article
    AB5型毒素是由酶活性(A)亚基和五聚体递送(B)亚基组成的蛋白质毒素的多样化家族。伤寒沙门氏菌具有两个A亚基,CdtB和PltA,与B亚基PltB复合。最近,研究表明,伤寒沙门氏菌编码一个水平获得的B亚基,PltC,这也与PltA/CdtB组合产生第二种形式的伤寒毒素。因此,伤寒沙门氏菌产生两种具有相同A亚基但不同B亚基的AB5毒素,伤寒毒素特有的进化转折。这里,我们证明,值得注意的是,沙门氏菌bongori物种独立进化出类似的能力,可以产生两种具有不同B亚基的伤寒毒素。S.Bongori的备用B亚基,PltD,在进化上远离PltB和PltC,并超过PltB形成主要毒素。我们证明,令人惊讶的是,在培养的人上皮细胞感染过程中,S.bongori引起的CdtB介导的中毒水平与伤寒沙门氏菌相似。这种毒性完全是由于PltB毒素,和缺乏pltD的菌株产生的pltB毒素的数量增加,并表现出增加的毒性与野生型相比,这表明PltD亚基的获得可能使S.bongori对人类的毒性降低。总的来说,这项研究揭示了趋同进化的一个引人注目的例子,强调了对伤寒毒素生物学知之甚少的“双毒素”范式的重要性,更广泛地说,说明了A-B相互作用的灵活性如何推动了AB5型毒素的进化多样化和扩展。
    目的:伤寒毒素是一种重要的伤寒沙门氏菌毒力因子,是防治伤寒的治疗干预措施的一个有吸引力的靶点。该毒素的第二版本的最新发现对于理解伤寒沙门氏菌的发病机理和对抗伤寒具有重要意义。在这项研究中,我们发现在沙门菌中独立进化了一个非常相似的双毒素模式,这强烈表明这是伤寒毒素生物学的一个关键方面。我们观察到两种毒素在伤寒沙门氏菌和S.bongori感染期间如何组装及其使宿主细胞中毒的能力之间的显着相似之处,这为这种不寻常的毒素排列的生物学意义提供了线索。更广泛地说,具有多种活性和机制的AB5毒素是许多重要细菌病原体的必需毒力因子。这项研究说明了新型A-B相互作用进化的能力,从而提供了对这种不同毒素库如何出现的见解。
    AB5-type toxins are a diverse family of protein toxins composed of an enzymatic active (A) subunit and a pentameric delivery (B) subunit. Salmonella enterica serovar Typhi\'s typhoid toxin features two A subunits, CdtB and PltA, in complex with the B subunit PltB. Recently, it was shown that S. Typhi encodes a horizontally acquired B subunit, PltC, that also assembles with PltA/CdtB to produce a second form of typhoid toxin. S. Typhi therefore produces two AB5 toxins with the same A subunits but distinct B subunits, an evolutionary twist that is unique to typhoid toxin. Here, we show that, remarkably, the Salmonella bongori species independently evolved an analogous capacity to produce two typhoid toxins with distinct B subunits. S. bongori\'s alternate B subunit, PltD, is evolutionarily distant from both PltB and PltC and outcompetes PltB to form the predominant toxin. We show that, surprisingly, S. bongori elicits similar levels of CdtB-mediated intoxication as S. Typhi during infection of cultured human epithelial cells. This toxicity is exclusively due to the PltB toxin, and strains lacking pltD produce increased amounts of PltB toxin and exhibit increased toxicity compared to the wild type, suggesting that the acquisition of the PltD subunit potentially made S. bongori less virulent toward humans. Collectively, this study unveils a striking example of convergent evolution that highlights the importance of the poorly understood \"two-toxin\" paradigm for typhoid toxin biology and, more broadly, illustrates how the flexibility of A-B interactions has fueled the evolutionary diversification and expansion of AB5-type toxins.
    OBJECTIVE: Typhoid toxin is an important Salmonella Typhi virulence factor and an attractive target for therapeutic interventions to combat typhoid fever. The recent discovery of a second version of this toxin has substantial implications for understanding S. Typhi pathogenesis and combating typhoid fever. In this study, we discover that a remarkably similar two-toxin paradigm evolved independently in Salmonella bongori, which strongly suggests that this is a critical aspect of typhoid toxin biology. We observe significant parallels between how the two toxins assemble and their capacity to intoxicate host cells during infection in S. Typhi and S. bongori, which provides clues to the biological significance of this unusual toxin arrangement. More broadly, AB5 toxins with diverse activities and mechanisms are essential virulence factors for numerous important bacterial pathogens. This study illustrates the capacity for novel A-B interactions to evolve and thus provides insight into how such a diverse arsenal of toxins might have emerged.
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  • 文章类型: Journal Article
    癌症和细菌进化的数学模型通常源于以基因为中心的框架,假设通过获得抗性赋予突变并选择其相应的亚群进行克隆进化。最近,表型可塑性的作用已经被认识到,模型解释了离散细胞状态之间的表型转换(例如,上皮和间质)已经开发出来。然而,模型很少同时包含可塑性和突变驱动阻力,特别是当状态空间是连续的并且阻力以连续的方式演变时。在本文中,我们开发了一个框架来模拟以连续渐进的方式获得抗性的塑性和突变机制。我们使用这个框架来研究癌症和细菌群体对压力的反应方式,并考虑对治疗策略的影响。虽然我们主要在癌症和细菌的背景下讨论我们的框架,它广泛适用于任何能够通过可塑性和遗传进化进化的系统。
    Mathematical models of cancer and bacterial evolution have generally stemmed from a gene-centric framework, assuming clonal evolution via acquisition of resistance-conferring mutations and selection of their corresponding subpopulations. More recently, the role of phenotypic plasticity has been recognized and models accounting for phenotypic switching between discrete cell states (e.g., epithelial and mesenchymal) have been developed. However, seldom do models incorporate both plasticity and mutationally driven resistance, particularly when the state space is continuous and resistance evolves in a continuous fashion. In this paper, we develop a framework to model plastic and mutational mechanisms of acquiring resistance in a continuous gradual fashion. We use this framework to examine ways in which cancer and bacterial populations can respond to stress and consider implications for therapeutic strategies. Although we primarily discuss our framework in the context of cancer and bacteria, it applies broadly to any system capable of evolving via plasticity and genetic evolution.
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  • 文章类型: Journal Article
    目的:抗生素耐药病原体的持续出现与停滞的药物发现管道相结合,凸显了更好地了解抗生素耐药性的潜在演变机制的迫切需要。为此,细菌生长和代谢率通常密切相关,和抗性细胞在历史上仅在生长的背景下被表征。然而,在抗生素选择下,抗生素反直觉地有利于快速生长的细胞,新陈代谢缓慢。通过数学建模和实验的集成方法,因此,这项研究解决了抗生素选择是否驱动代谢变化的重大知识差距,和/或独立行动,抗生素抗性表型。
    Bacterial growth and metabolic rates are often closely related. However, under antibiotic selection, a paradox in this relationship arises: antibiotic efficacy decreases when bacteria are metabolically dormant, yet antibiotics select for resistant cells that grow fastest during treatment. That is, antibiotic selection counterintuitively favors bacteria with fast growth but slow metabolism. Despite this apparent contradiction, antibiotic resistant cells have historically been characterized primarily in the context of growth, whereas the extent of analogous changes in metabolism is comparatively unknown. Here, we observed that previously evolved antibiotic-resistant strains exhibited a unique relationship between growth and metabolism whereby nutrient utilization became more efficient, regardless of the growth rate. To better understand this unexpected phenomenon, we used a simplified model to simulate bacterial populations adapting to sub-inhibitory antibiotic selection through successive bottlenecking events. Simulations predicted that sub-inhibitory bactericidal antibiotic concentrations could select for enhanced metabolic efficiency, defined based on nutrient utilization: drug-adapted cells are able to achieve the same biomass while utilizing less substrate, even in the absence of treatment. Moreover, simulations predicted that restoring metabolic efficiency would re-sensitize resistant bacteria exhibiting metabolic-dependent resistance; we confirmed this result using adaptive laboratory evolutions of Escherichia coli under carbenicillin treatment. Overall, these results indicate that metabolic efficiency is under direct selective pressure during antibiotic treatment and that differences in evolutionary context may determine both the efficacy of different antibiotics and corresponding re-sensitization approaches.IMPORTANCEThe sustained emergence of antibiotic-resistant pathogens combined with the stalled drug discovery pipelines highlights the critical need to better understand the underlying evolution mechanisms of antibiotic resistance. To this end, bacterial growth and metabolic rates are often closely related, and resistant cells have historically been characterized exclusively in the context of growth. However, under antibiotic selection, antibiotics counterintuitively favor cells with fast growth, and slow metabolism. Through an integrated approach of mathematical modeling and experiments, this study thereby addresses the significant knowledge gap of whether antibiotic selection drives changes in metabolism that complement, and/or act independently, of antibiotic resistance phenotypes.
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