trade-off

权衡
  • 文章类型: Published Erratum
    [这更正了文章DOI:10.3389/fmicb.2024.1346251。].
    [This corrects the article DOI: 10.3389/fmicb.2024.1346251.].
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  • 文章类型: Journal Article
    背景:生长和生殖之间的能量分配决定了青春期的开始和生育能力。在哺乳动物中,外周激素如瘦素,胰岛素和生长素释放肽向控制促性腺激素释放激素神经元活性的高级中心发出代谢信息。然而,这些观察结果无法在较低的脊椎动物中得到证实,这表明其他因素可能会调解增长和再生产之间的能量权衡。一项生物信息学和实验研究表明,生物钟可以共同调节,斑马鱼的生殖轴和生长调节基因。虽然大多数已确定的共调基因的功能丧失对生殖没有影响或仅有轻微影响,不存在关于共同调节的生长抑素的信息,以其对生长和新陈代谢的作用而闻名。
    结果:我们表明生长抑素信号在调节繁殖力和代谢中至关重要。敲除斑马鱼生长抑素1.1(sst1.1)和生长抑素1.2(sst1.2)导致胚胎原始生殖细胞增加20-30%,sst1.2-/-成年人产卵比野生型兄弟姐妹多40%。sst1.1-/-和sst1.2-/-突变体具有不同的代谢表型:前者的胰腺α细胞多25%,是高血糖和葡萄糖不耐受,脂肪细胞量增加;后者的胰腺β细胞多25%,改善葡萄糖清除率和减少脂肪细胞质量。
    结论:我们得出结论,生长抑素信号通过对原始生殖细胞的抗增殖和调节作用来调节能量代谢和繁殖力,胰腺胰岛素和胰高血糖素细胞和下丘脑。生长抑素系统的古老起源表明,它可以作为连接脊椎动物代谢和繁殖的开关。结果提高了在人类和动物生育中应用的可能性。
    BACKGROUND: Energy allocation between growth and reproduction determines puberty onset and fertility. In mammals, peripheral hormones such as leptin, insulin and ghrelin signal metabolic information to the higher centres controlling gonadotrophin-releasing hormone neurone activity. However, these observations could not be confirmed in lower vertebrates, suggesting that other factors may mediate the energetic trade-off between growth and reproduction. A bioinformatic and experimental study suggested co-regulation of the circadian clock, reproductive axis and growth-regulating genes in zebrafish. While loss-of-function of most of the identified co-regulated genes had no effect or only had mild effects on reproduction, no such information existed about the co-regulated somatostatin, well-known for its actions on growth and metabolism.
    RESULTS: We show that somatostatin signalling is pivotal in regulating fecundity and metabolism. Knock-out of zebrafish somatostatin 1.1 (sst1.1) and somatostatin 1.2 (sst1.2) caused a 20-30% increase in embryonic primordial germ cells, and sst1.2-/- adults laid 40% more eggs than their wild-type siblings. The sst1.1-/- and sst1.2-/- mutants had divergent metabolic phenotypes: the former had 25% more pancreatic α-cells, were hyperglycaemic and glucose intolerant, and had increased adipocyte mass; the latter had 25% more pancreatic β-cells, improved glucose clearance and reduced adipocyte mass.
    CONCLUSIONS: We conclude that somatostatin signalling regulates energy metabolism and fecundity through anti-proliferative and modulatory actions on primordial germ cells, pancreatic insulin and glucagon cells and the hypothalamus. The ancient origin of the somatostatin system suggests it could act as a switch linking metabolism and reproduction across vertebrates. The results raise the possibility of applications in human and animal fertility.
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  • 文章类型: Journal Article
    识别生态系统服务价值(ESV)对空间尺度变化的响应特征,被称为空间尺度效应,对于指导制定相应的管理策略至关重要。本文研究了2020年中国陆地区域的ESV,揭示了ESV的空间聚集特征以及不同空间尺度下生态系统服务的权衡和协同关系。范围从1公里×1公里到10公里×10公里,坡度为1公里。结果表明:1)中国陆地区域ESV的分布格局为东南高,西北低。2)中国陆地区域ESV的空间特征在3km×3km尺度上发生了明显的转变。详细来说,随着空间尺度的增大,空间聚类特征呈现先上升后下降的趋势,随着空间尺度的增加,不同生态系统服务之间的协同关系增强,权衡关系减弱。这些发现可以为制定差异化的生态保护补偿政策提供参考,并使中国的生态价值跨区域交易成为可能。
    Identifying the response characteristics of ecosystem service value (ESV) to changes in spatial scales, known as spatial scale effects, is crucial in guiding the development of corresponding management strategies. This paper examines ESV in China\'s terrestrial area during the year 2020, revealing the spatial aggregation characteristics of ESV and the trade-off and synergistic relationships of ecosystem services at different spatial scales, ranging from 1 km × 1 km-10 km × 10 km, with a gradient of 1 km. The results indicate: 1) The distribution pattern of ESV in China\'s terrestrial area is \"high in the southeast and low in the northwest.\" 2) The spatial characteristics of ESV in China\'s terrestrial area undergo a distinct transition at the 3 km × 3 km scale. In detail, the spatial clustering features show a trend of first rising and then falling with the increase in spatial scale, while the synergistic relationships between different ecosystem services strengthen and the trade-off relationships weaken with the increase of the spatial scale. These findings can inform the formulation of differentiated ecological protection compensation policies and enable cross-area trading of ecological values in China.
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  • 文章类型: Journal Article
    副溶血性弧菌是一种食源性病原体,通常从各种海鲜产品中分离出来。在这项研究中,从近海沉积物样品中分离出两种噬菌体。副溶血性弧菌与混合噬菌体共培养17轮后获得抗噬菌体突变株,对自发的抗噬菌体突变株和野生型株进行了多组测序。我们使用Sanger测序来验证突变位点的准确性。BiologGENIII微板用于评估野生型菌株和抗噬菌体突变菌株的代谢能力。在这项研究中,我们发现flaG基因(与多个鞭毛蛋白的N末端略有同源性)突变,使噬菌体不能吸收到宿主的细胞表面。And,抗噬菌体突变株的生长竞争力低于野生型株。这些结果表明,健身成本,包括增长竞争力的丧失,构成了这些防御机制盛行的障碍。在给定的环境条件下,不同抗噬菌体策略的选择压力取决于噬菌体施加的死亡率与防御策略的适应性成本之间的权衡。总之,这项研究为副溶血性弧菌的噬菌体-宿主相互作用和噬菌体抗性提供了有价值的见解。我们的研究为细菌对噬菌体的进化适应提供了知识,这可以在行业应用之前为了解噬菌体抗性机制增加更多信息。
    Vibrio parahaemolyticus is a food-borne pathogen, which is often isolated from various seafood products. In this study, two kinds of bacteriophages was isolated from the offshore sediments samples. The anti-phage mutant strain were obtained after seventeen rounds of co-culture of Vibrio parahaemolyticus and mixed bacteriophage, multigroup sequencing was carried out on spontaneous the anti-phage mutant strain and the wild-type strain. We used the Sanger sequencing to verify the accuracy of the mutation sites. Biolog GEN III MicroPlates were used to evaluate the metabolic capacity of wild-type strains and the anti-phage mutant strain. In this study, we found that with flaG gene (slight homology to N terminus of multiple flagellins) mutated, making the bacteriophage unable to absorb to the cell surface of the host. And, the growth competitiveness of the anti-phage mutant strain is lower than the wild-type strain. These results indicated that the fitness cost, including loss of the growth competitiveness, constitutes a barrier to the prevalence of these defense mechanisms. And the selection pressure on different anti-phage strategies depends on the trade-off between mortality imposed by bacteriophages and fitness cost of the defense strategy under the given environmental conditions. In conclusion, this study provides valuable insights into the phage-host interaction and phage resistance in Vibrio parahaemolyticus. Our study provided knowledge for the evolutionary adaption of bacteria against the bacteriophage, which could add more information to understand the phage resistance mechanism before applying in the industry.
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  • 文章类型: Journal Article
    由于来自地上和地下来源的极端环境压力,平衡用于种群繁殖和持久性的不同功能的生物量需求对于高山植物来说可能是具有挑战性的。高山生态系统中生态系统工程师的存在有效缓解了微环境压力,从而促进其他胁迫耐受性较差的物种的生存和生长。然而,生态系统工程师对植物资源分配策略的影响仍未被探索。在这项研究中,我们比较了资源分配策略,包括生物量积累,生殖努力(RE),根分数(RF),以及不同函数之间的关系,在裸露的地面上属于龙胆科的四种高山植物中,tussock草-,坐垫-,和灌木工程的微栖息地。灌木工程微生境对调节植物资源分配模式产生了最强的影响,其次是草丛和垫工程微生境。此外,除了微栖息地,种群背景和植物生活史也显著影响资源分配策略。一般来说,在工程微生境内建立的植物表现出更高的生物量积累,以及增加的花朵,叶和茎生产。此外,工程微生境内的个体通常表现出较低的射频,表明更多的资源分配给地上功能,同时减少分配给根发展。一年生植物的RE显著高于多年生植物。然而,与裸露的地面栖息地相比,工程微生境中的一年生植物个体的RE较低;而多年生物种在微生境类型之间表现出相似的RE。此外,RE通常在裸露的栖息地中与植物的大小无关,但在特定的工程微生境类型中,某些物种在某些种群中表现出大小依赖性。然而,在此处检查的大多数情况下,绝对生殖和根生物量分配确实存在大小依赖性。在花质量和花数量之间没有观察到权衡,也不在叶片质量和叶片数量之间。证实了生态系统工程师在相关植物中调节资源分配策略的能力。然而,生态系统工程效应协同产生的资源配置模式,人口环境背景,和植物生活史策略。总的来说,这些法规可以提高个体的生存和生殖潜力,在具有挑战性的高山环境中可能会促进人口的持久性。
    Balancing the biomass requirements of different functions for the purpose of population reproduction and persistence can be challenging for alpine plants due to extreme environmental stresses from both above- and below-ground sources. The presence of ecosystem engineers in alpine ecosystems effectively alleviates microenvironmental stresses, hence promoting the survival and growth of other less stress-tolerant species. However, the influence of ecosystem engineers on plant resource allocation strategies remains highly unexplored. In this study, we compared resource allocation strategies, including biomass accumulation, reproductive effort (RE), root fraction (RF), as well as relationships between different functions, among four alpine plant species belonging to Gentianaceae across bare ground, tussock grass-, cushion-, and shrub-engineered microhabitats. Shrub-engineered microhabitats exerted the strongest effects on regulating plant resource allocation patterns, followed by tussock grass- and cushion-engineered microhabitats. Additionally, apart from microhabitats, population background and plant life history also significantly influenced resource allocation strategies. Generally, plants established within engineered microhabitats exhibited higher biomass accumulation, as well as increased flower, leaf and stem production. Furthermore, individuals within engineered microhabitats commonly displayed lower RF, indicating a greater allocation of resources to above-ground functions while reducing allocation to root development. RE of annual plants was significantly higher than that of perennial plants. However, individuals of annual plants within engineered microhabitats showed lower RE compared to their counterparts in bare ground habitats; whereas perennial species demonstrated similar RE between microhabitat types. Moreover, RE was generally independent of plant size in bare-ground habitats but exhibited size-dependency in certain populations for some species within specific engineered microhabitat types. However, size-dependency did exist for absolute reproductive and root biomass allocation in most of the cases examined here. No trade-offs were observed between flower mass and flower number, nor between leaf mass and leaf number. The capacity of ecosystem engineers to regulate resource allocation strategies in associated plants was confirmed. However, the resource allocation patterns resulted synergistically from the ecosystem engineering effects, population environmental backgrounds, and plant life history strategies. In general, such regulations can improve individual survival and reproductive potential, potentially promoting population persistence in challenging alpine environments.
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  • 文章类型: Journal Article
    教育研究中的学生辍学预测(SDP)因其在通过时间序列模型分析学生学习行为方面的作用而变得突出。传统方法通常只关注预测准确性或早期性,导致对风险学生的次优干预。这个问题强调了有效管理准确性和早期之间权衡的方法的必要性。认识到现有方法的局限性,这项研究引入了一种利用多目标强化学习(MORL)来优化SDP任务中预测准确性和早期性之间的权衡的新方法。通过将SDP框架作为部分序列分类问题,我们通过多目标马尔可夫决策过程(MOMDP)对其进行建模,纳入矢量化奖励函数,保持每个目标的独特性,从而防止信息丢失并实现更细微的优化策略。此外,我们引入了一种先进的包络Q学习技术,以促进对解空间的全面探索,旨在确定帕累托最优策略,以适应更广泛的偏好。我们的模型的有效性已通过对现实世界MOOC数据集的全面评估得到严格验证。这些评估证明了我们模型的优越性,在实现准确性和早期性之间的最佳权衡方面优于现有方法,从而标志着SDP领域的重大进步。
    Student dropout prediction (SDP) in educational research has gained prominence for its role in analyzing student learning behaviors through time series models. Traditional methods often focus singularly on either prediction accuracy or earliness, leading to sub-optimal interventions for at-risk students. This issue underlines the necessity for methods that effectively manage the trade-off between accuracy and earliness. Recognizing the limitations of existing methods, this study introduces a novel approach leveraging multi-objective reinforcement learning (MORL) to optimize the trade-off between prediction accuracy and earliness in SDP tasks. By framing SDP as a partial sequence classification problem, we model it through a multiple-objective Markov decision process (MOMDP), incorporating a vectorized reward function that maintains the distinctiveness of each objective, thereby preventing information loss and enabling more nuanced optimization strategies. Furthermore, we introduce an advanced envelope Q-learning technique to foster a comprehensive exploration of the solution space, aiming to identify Pareto-optimal strategies that accommodate a broader spectrum of preferences. The efficacy of our model has been rigorously validated through comprehensive evaluations on real-world MOOC datasets. These evaluations have demonstrated our model\'s superiority, outperforming existing methods in achieving optimal trade-off between accuracy and earliness, thus marking a significant advancement in the field of SDP.
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  • 文章类型: Journal Article
    继电器反馈自动调谐方法,这是一种早期的商业化方法,由于其简单性和鲁棒性,保持了其受欢迎程度。然而,经典的比例积分微分(PID)控制器自整定方法往往导致不可接受的超调,特别是对于集成和高阶过程。通过将TID控制器与继电器反馈技术集成,我们显着提高动态控制性能,而不依赖于系统的先验知识。然而,由于附加的分数阶传递函数s-1n,将经典自整定方法直接应用于TID控制器面临挑战。因此,我们开发了分数阶齐格勒-尼科尔斯(FOZ-N)方法,专门设计用于调整TID控制器的参数。所提出的FOZ-N方法是快速的,简单,并能够达到预期的性能。与以前的齐格勒-尼科尔斯调优方法相比,确定TID控制器参数Kt和Ki以移动临界点(-1/Ku,j0)到奈奎斯特曲线上的FOZ-N点(-0.5,-j0.7),保证系统的鲁棒性和动态性能。通过时域分析探讨了分数阶参数s-1n和比值r的影响,其中确定这些参数以确保最佳的动态性能。此外,我们提供了一个详细的调整过程以及一个有用的例子。为了证明所提出的自动调谐TID控制器相对于Ziegler-NicholsPID控制器的优点,最优PID控制器,简单内模控制(SIMC)PID控制器,齐格勒-尼科尔斯FOPID控制器,我们提供了一个涉及多个不同系统的模拟插图。为了验证本文的实际成果,我们介绍了Peltier电池温度控制的实验结果。
    The relay feedback auto-tuning method, which was an early commercialized approach, has maintained its popularity due to its simplicity and robustness. However, the classical proportional integral derivative (PID) controller auto-tuning method often results in unacceptable overshoot, especially for integrating and higher-order processes. By integrating the TID controller with the relay feedback technique, we significantly enhance dynamic control performance without relying on prior knowledge of the system. However, the direct application of the classical auto-tuning method to the TID controller encounters challenges due to the additional fractional-order transfer function s-1n. Therefore, we have developed a fractional-order Ziegler-Nichols (FOZ-N) approach, specifically designed to adjust the parameters of the TID controller. The proposed FOZ-N method is fast, simple, and capable of achieving the desired performance. In contrast to the previous Ziegler-Nichols tuning method, the TID controller parameters Kt and Ki are determined to shift the critical point (-1/Ku,j0) to the FOZ-N point (-0.5,-j0.7) on the Nyquist curve, ensuring system robustness and dynamic performance. The impact of the fractional order parameter s-1n and ratio r is explored through time-domain analysis, where these parameters are determined to ensure optimal dynamic performance. Additionally, we provide a detailed tuning procedure along with a helpful example. To demonstrate the advantages of the proposed auto-tuning TID controller over the Ziegler-Nichols PID controller, Optimal PID controller, simple internal model control (SIMC) PID controller, and Ziegler-Nichols FOPID controller, we present a simulation illustration involving multiple different systems. To validate the practical outcomes of this paper, we present experimental results on the temperature control of a Peltier cell.
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  • 文章类型: Journal Article
    水资源短缺推动了对非常规来源水生产和工业废水再利用的需求。压力驱动膜,特别是薄膜复合(TFC)膜,作为水资源短缺挑战和各种废水处理的节能替代品。当压力驱动溶剂运动时,它同时引发膜压实和通量恶化。这需要对压缩模量之间复杂的相互作用有深刻的理解,结构特性,压实过程中的运输效率。在这项研究中,我们提出了一个全面的TFC膜压实模型,应用真实的结构和机械变量,通过将粘弹性与基于电阻串联模型的蒙特卡罗通量计算相结合来实现。通过对多种商用膜的实验数据进行验证,我们评估了不同物理参数的影响。我们发现,支持聚合物具有较高的压缩模量(较低的顺应性),具有较高密度的“手指状”毛孔的支撑物,和具有最佳空隙率的“海绵状”孔隙将是减轻压实的首选。更重要的是,我们揭示了显示不同孔隙率的相同支撑聚合物的稳态渗透率与模量之间的权衡相关性。该模型具有潜在的潜力,可以为进一步的TFC应用进行设计和优化,并将其实用性扩展到组织工程中具有薄膜涂层的生物支架和水凝胶。
    Water scarcity has driven the demand for water production from unconventional sources and the reuse of industrial wastewater. Pressure-driven membranes, notably thin-film composite (TFC) membranes, stand as energy-efficient alternatives to the water scarcity challenge and various wastewater treatments. While pressure drives solvent movement, it concurrently triggers membrane compaction and flux deterioration. This necessitates a profound comprehension of the intricate interplay among compressive modulus, structural properties, and transport efficacy amid the compaction process. In this study, we present an all-encompassing compaction model for TFC membranes, applying authentic structural and mechanical variables, achieved by coupling viscoelasticity with Monte Carlo flux calculations based on the resistance-in-series model. Through validation against experimental data for multiple commercial membranes, we evaluated the influence of diverse physical parameters. We find that support polymers with a higher compressive modulus (lower compliance), supports with higher densities of \"finger-like\" pores, and \"sponge-like\" pores with optimum void fractions will be preferred to mitigate compaction. More importantly, we uncover a trade-off correlation between steady-state permeability and the modulus for identical support polymers displaying varying porosities. This model holds the potential as a valuable guide in shaping the design and optimization for further TFC applications and extending its utility to biological scaffolds and hydrogels with thin-film coatings in tissue engineering.
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  • 文章类型: Journal Article
    聚酰胺(PA)纳滤(NF)膜具有去除水和废水中内分泌干扰化合物(EDC)的潜力,以防止对水生生态系统和人类健康的风险。然而,我们对PANF膜去除EDC-水渗透权衡的理解仍然有限,尽管盐选择性-水渗透性权衡已经得到了很好的说明。这限制了用于去除EDC的高性能膜的精确设计。在这项研究中,我们通过在界面聚合(IP)过程中改变哌嗪(PIP)单体浓度来操纵NF膜的PA纳米结构。EDC选择性-水渗透率的上限系数比盐选择性-水渗透率的上限系数低两个以上。这种变化来自不同的膜-溶质相互作用,其中水/EDC选择性由空间排斥和疏水相互作用的综合作用决定,而静电相互作用和空间排斥在水/盐选择性中起着至关重要的作用。我们通过分子动力学(MD)模拟进一步强调了EDC分子穿过PA膜运输过程中孔数和残留基团的作用。更少的毛孔减少了运输通道,残留基团的存在可能导致膜内EDC运输的空间位阻和动态扰动。这项研究阐明了EDC选择性和水渗透之间的权衡现象和机制,为水回用中有效去除EDCs的PANF膜的精确设计提供理论参考。
    The polyamide (PA) nanofiltration (NF) membrane has the potential to remove endocrine-disrupting compounds (EDCs) from water and wastewater to prevent risks to both the aquatic ecosystem and human health. However, our understanding of the EDC removal-water permeance trade-off by the PA NF membrane is still limited, although the salt selectivity-water permeance trade-off has been well illustrated. This constrains the precise design of a high-performance membrane for removing EDCs. In this study, we manipulated the PA nanostructures of NF membranes by altering piperazine (PIP) monomer concentrations during the interfacial polymerization (IP) process. The upper bound coefficient for EDC selectivity-water permeance was demonstrated to be more than two magnitudes lower than that for salt selectivity-water permeance. Such variations were derived from the different membrane-solute interactions, in which the water/EDC selectivity was determined by the combined effects of steric exclusion and the hydrophobic interaction, while the electrostatic interaction and steric exclusion played crucial roles in water/salt selectivity. We further highlighted the role of the pore number and residual groups during the transport of EDC molecules across the PA membrane via molecular dynamics (MD) simulations. Fewer pores decreased the transport channels, and the existence of residual groups might cause steric hindrance and dynamic disturbance to EDC transport inside the membrane. This study elucidated the trade-off phenomenon and mechanisms between EDC selectivity and water permeance, providing a theoretical reference for the precise design of PA NF membranes for effective removal of EDCs in water reuse.
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  • 文章类型: Journal Article
    由于快速的噬菌体抗性突变体的出现,噬菌体疗法面临对抗多药抗性(MDR)沙门氏菌的挑战。了解抗生素和噬菌体之间复杂的相互作用对于塑造沙门氏菌进化和推进噬菌体治疗至关重要。在这项研究中,MDR无头沙门氏菌(S.anatum)2089b与噬菌体JNwz02共进化30代(60天),然后研究了协同进化对细菌中噬菌体和抗生素抗性之间权衡的影响。我们的结果表明细菌和噬菌体之间的拮抗协同进化,从军备竞赛动态(ARD)过渡到波动选择动态(FSD)。噬菌体抗性的健身成本,表现为竞争力下降,被观察到。细菌进化了噬菌体抗性,同时恢复了对阿莫西林的敏感性,氨苄青霉素,还有庆大霉素,受噬菌体选择压力和细菌竞争力的影响。此外,噬菌体选择压力对抗生素和噬菌体耐药性之间权衡的影响在ARD阶段比在FSD阶段更为明显.全基因组分析揭示了进化的S.anatum菌株中btuB基因的突变,与FSD阶段相比,ARD阶段的突变频率明显更高。随后的敲除实验证实BtuB是噬菌体JNwz02的受体,并且btuB的缺失导致细菌竞争力降低。此外,噬菌体耐药菌株中鉴定出的突变与膜成分相关的多个单核苷酸多态性(SNP)相关.这种相关性暗示了这些SNP在恢复抗生素敏感性中的潜在作用。这些发现极大地促进了我们对噬菌体-宿主相互作用以及细菌适应对抗生素抗性的影响的理解。
    Phage therapy faces challenges against multidrug-resistant (MDR) Salmonella due to rapid phage-resistant mutant emergence. Understanding the intricate interplay between antibiotics and phages is essential for shaping Salmonella evolution and advancing phage therapy. In this study, MDR Salmonella anatum (S. anatum) 2089b coevolved with phage JNwz02 for 30 passages (60 days), then the effect of coevolution on the trade-off between phage and antibiotic resistance in bacteria was investigated. Our results demonstrated antagonistic coevolution between bacteria and phages, transitioning from arms race dynamics (ARD) to fluctuating selection dynamics (FSD). The fitness cost of phage resistance, manifested as reduced competitiveness, was observed. Bacteria evolved phage resistance while simultaneously regaining sensitivity to amoxicillin, ampicillin, and gentamicin, influenced by phage selection pressure and bacterial competitiveness. Moreover, the impact of phage selection pressure on the trade-off between antibiotic and phage resistance was more pronounced in the ARD stage than in the FSD stage. Whole genome analysis revealed mutations in the btuB gene in evolved S. anatum strains, with a notably higher mutation frequency in the ARD stage compared to the FSD stage. Subsequent knockout experiments confirmed BtuB as a receptor for phage JNwz02, and the deletion of btuB resulted in reduced bacterial competitiveness. Additionally, the mutations identified in the phage-resistant strains were linked to multiple single nucleotide polymorphisms (SNPs) associated with membrane components. This correlation implies a potential role of these SNPs in reinstating antibiotic susceptibility. These findings significantly advance our understanding of phage-host interactions and the impact of bacterial adaptations on antibiotic resistance.
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