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Self-supervised segmentation and characterization of fiber bundles in anatomic tracing data. 解剖追踪数据中纤维束的自监督分割和表征。
Pub Date : 2025-02-01 DOI: 10.1101/2023.09.30.560310
Vaanathi Sundaresan, Julia F Lehman, Chiara Maffei, Suzanne N Haber, Anastasia Yendiki

Anatomic tracing is the gold standard tool for delineating brain connections and for validating more recently developed imaging approaches such as diffusion MRI tractography. A key step in the analysis of data from tracer experiments is the careful, manual charting of fiber trajectories on histological sections. This is a very time-consuming process, which limits the amount of annotated tracer data that are available for validation studies. Thus, there is a need to accelerate this process by developing a method for computer-assisted segmentation. Such a method must be robust to the common artifacts in tracer data, including variations in the intensity of stained axons and background, as well as spatial distortions introduced by sectioning and mounting the tissue. The method should also achieve satisfactory performance using limited manually charted data for training. Here we propose the first deep-learning method, with a self-supervised loss function, for segmentation of fiber bundles on histological sections from macaque brains that have received tracer injections. We address the limited availability of manual labels with a semi-supervised training technique that takes advantage of unlabeled data to improve performance. We also introduce anatomic and across-section continuity constraints to improve accuracy. We show that our method can be trained on manually charted sections from a single case and segment unseen sections from different cases, with a true positive rate of ~0.80. We further demonstrate the utility of our method by quantifying the density of fiber bundles as they travel through different white-matter pathways. We show that fiber bundles originating in the same injection site have different levels of density when they travel through different pathways, a finding that can have implications for microstructure-informed tractography methods. The code for our method is available at https://github.com/v-sundaresan/fiberbundle_seg_tracing.

解剖追踪是描绘大脑连接和验证最近开发的成像方法(如扩散MRI牵引成像)的金标准工具。示踪剂实验数据分析的一个关键步骤是在组织学切片上仔细手动绘制纤维轨迹。这是一个非常耗时的过程,限制了可用于验证研究的注释示踪剂数据的数量。因此,需要通过开发一种用于计算机辅助分割的方法来加速这一过程。这种方法必须对示踪剂数据中的常见伪影具有鲁棒性,包括染色轴突和背景强度的变化,以及通过切片和安装组织引入的空间失真。该方法还应使用有限的手动图表数据进行训练,以达到令人满意的性能。在这里,我们提出了第一种具有自我监督损失函数的深度学习方法,用于分割接受示踪剂注射的猕猴大脑组织切片上的纤维束。我们通过半监督训练技术解决了手动标签的有限可用性问题,该技术利用未标记的数据来提高性能。我们还引入了解剖学和跨截面连续性约束,以提高准确性。我们表明,我们的方法可以在单个病例的手动绘制截面和不同病例的分段未显示截面上进行训练,真实阳性率为~0.80。我们通过量化纤维束通过不同白质途径时的密度,进一步证明了我们方法的实用性。我们发现,来源于同一注射部位的纤维束在通过不同途径时具有不同的密度水平,这一发现可能对微观结构知情的纤维束成像方法产生影响。我们方法的代码可在https://github.com/v-sundaresan/fiberbundle_seg_tracing。
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引用次数: 0
Single neuron contributions to the auditory brainstem EEG. 单神经元对听觉脑干脑电图的贡献。
Pub Date : 2025-01-28 DOI: 10.1101/2024.05.29.596509
Paula T Kuokkanen, Ira Kraemer, Christine Koeppl, Catherine E Carr, Richard Kempter

The auditory brainstem response (ABR) is an acoustically evoked EEG potential that is an important diagnostic tool for hearing loss, especially in newborns. The ABR originates from the response sequence of auditory nerve and brainstem nuclei, and a click-evoked ABR typically shows three positive peaks ('waves') within the first six milliseconds. However, an assignment of the waves of the ABR to specific sources is difficult, and a quantification of contributions to the ABR waves is not available. Here, we exploit the large size and physical separation of the barn owl first-order cochlear nucleus magnocellularis (NM) to estimate single-cell contributions to the ABR. We simultaneously recorded NM neurons' spikes and the EEG, and found that ≥ 5, 000 spontaneous single-cell spikes are necessary to isolate a significant spike-triggered average response at the EEG electrode. An average single-neuron contribution to the ABR was predicted by convolving the spike-triggered average with the cell's peri-stimulus time histogram. Amplitudes of predicted contributions of single NM cells typically reached 32.9 ± 1.1 nV (mean ± SE, range: 2.5 - 162.7 nV), or 0.07 ± 0.02% (median ± SE; range from 0.01% to 1%) of the ABR amplitude. The time of the predicted peak coincided best with the peak of the ABR wave II, independent of the click sound level. Our results suggest that individual neurons' contributions to an EEG can vary widely, and that wave II of the ABR is shaped by NM units.

Significance statement: The auditory brainstem response (ABR) is a scalp potential used for the diagnosis of hearing loss, both clinically and in research. We investigated the contribution of single action potentials from auditory brainstem neurons to the ABR and provide direct evidence that action potentials recorded in a first order auditory nucleus, and their EEG contribution, coincide with wave II of the ABR. The study also shows that the contribution of single cells varies strongly across the population.

听性脑干反应(ABR)是一种声诱发脑电图电位,是诊断听力损失(尤其是新生儿听力损失)的重要工具。ABR 起源于听性脑干核的反应序列,点击诱发的 ABR 通常会在前 6 毫秒内出现三个正峰值("波")。然而,很难将 ABR 波归属于特定来源,也无法量化 ABR 波的贡献。在这里,我们利用仓鸮一阶耳蜗大细胞核(NM)的大尺寸和物理分离来估计单细胞对 ABR 的贡献。我们同时记录了 NM 神经元的尖峰和脑电图,发现要在脑电图电极上分离出显著的尖峰触发平均响应,需要 5,000 个自发单细胞尖峰。通过将尖峰触发的平均值与细胞的刺激周围时间直方图进行卷积,可以预测单神经元对 ABR 的平均贡献。单个 NM 细胞的预测贡献振幅通常达到 32.9 ± 1.1 nV(平均值 ± SE,范围:2.5 - 162.7 nV),或 ABR 振幅的 0.07 ± 0.02%(中位数 ± SE,范围:0.01 - 4.0%)。预测峰值的时间与 ABR 波 II 的峰值最为吻合,这种吻合与点击音量无关。我们的研究结果表明,ABR 波 II 是由一小部分 NM 单元形成的:听性脑干反应(ABR)是一种头皮电位,用于临床和研究中听力损失的诊断。我们研究了来自听性脑干神经元的单个动作电位对 ABR 的贡献,并提供了直接证据,证明在一阶听觉神经核中记录的动作电位及其脑电图贡献与 ABR 波 II 相吻合。研究还表明,单个细胞对整个群体的贡献存在很大差异。
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引用次数: 0
Inversions Can Accumulate Balanced Sexual Antagonism: Evidence from Simulations and Drosophila Experiments. 反转可以积累平衡的性对抗:来自模拟和果蝇实验的证据。
Pub Date : 2025-01-27 DOI: 10.1101/2023.10.02.560529
Christopher S McAllester, John E Pool

Chromosomal inversion polymorphisms can be common, but the causes of their persistence are often unclear. We propose a model for the maintenance of inversion polymorphism, which requires that some variants contribute antagonistically to two phenotypes, one of which has negative frequency-dependent fitness. These conditions yield a form of frequency-dependent disruptive selection, favoring two predominant haplotypes segregating alleles that favor opposing antagonistic phenotypes. An inversion associated with one haplotype can reduce the fitness load incurred by generating recombinant offspring, reinforcing its linkage to the haplotype and enabling both haplotypes to accumulate more antagonistic variants than expected otherwise. We develop and apply a forward simulator to examine these dynamics under a tradeoff between survival and male display. These simulations indeed generate inversion-associated haplotypes with opposing sex-specific fitness effects. Antagonism strengthens with time, and can ultimately yield karyotypes at surprisingly predictable frequencies, with striking genotype frequency differences between sexes and between developmental stages. To test whether this model may contribute to well-studied yet enigmatic inversion polymorphisms in Drosophila melanogaster , we track inversion frequencies in laboratory crosses to test whether they influence male reproductive success or survival. We find that two of the four tested inversions show significant evidence for the tradeoff examined, with In(3R)K favoring survival and In(3L)Ok favoring male reproduction. In line with the apparent sex-specific fitness effects implied for both of those inversions, In(3L)Ok was also found to be less costly to the viability and/or longevity of males than females, whereas In(3R)K was more beneficial to female survival. Based on this work, we expect that balancing selection on antagonistically pleiotropic traits may provide a significant and underappreciated contribution to the maintenance of natural inversion polymorphism.

染色体反转多态性可能很常见,但其持续存在的原因往往不清楚。我们提出了一个维持反转多态性的模型,该模型要求一些变体对两种表型有拮抗作用,其中一种表型具有负频率依赖性适应度。这些条件产生了一种频率依赖性的破坏性选择,有利于两种主要的单倍型,分离有利于相反拮抗表型的等位基因。与一个单倍型相关的反转可以减少产生重组后代所产生的适应度负荷,加强其与单倍型的联系,并使两个单倍类型积累比预期更多的拮抗性变体。我们开发并应用了一个前向模拟器,在生存和男性展示之间的权衡下检查这些动态。这些模拟确实产生了具有相反性别特异性适应效应的反转相关单倍型。拮抗作用随着时间的推移而增强,并最终以惊人的可预测频率产生核型,性别之间和发育阶段之间的基因型频率差异显著。为了测试该模型是否有助于对果蝇的反转多态性进行深入研究,我们跟踪了实验室杂交中的反转频率,以测试它们是否影响雄性生殖成功或存活。我们发现,四个测试的倒置中有两个显示了所检查的权衡的重要证据,In(3R)K有利于存活,In(3L)Ok有利于雄性繁殖。此外,所有的倒置都显示出性别之间的生存差异,父亲的成功取决于母亲的基因型。基于这项工作,我们预计对拮抗多效性性状的平衡选择可能会对维持自然反转多态性做出重要而未被充分重视的贡献。
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引用次数: 0
Programming megakaryocytes to produce engineered platelets for delivering non-native proteins. 对巨核细胞进行重新编程,使血小板成为递送载体。
Pub Date : 2025-01-27 DOI: 10.1101/2023.10.13.562311
Farhana Islam, Shwan B Javdan, Mitchell R Lewis, James D Craig, Han Wu, Tara L Deans

Platelets are anucleate cells naturally filled with secretory granules that store large amounts of protein to be released in response to certain physiological conditions. Cell engineering can endow platelets with the ability to deliver non-native proteins by modifying them as they develop during the cell fate process. This study presents a strategy to efficiently generate mouse platelets from pluripotent stem cells and demonstrates their potential as bioengineered protein delivery platforms. By modifying megakaryocytes, the progenitor cells of platelets, we successfully engineered platelets capable of packaging and delivering non-native proteins. These engineered platelets can offer flexible delivery platforms to release non-native proteins in a controlled manner upon activation when packaged into α-granules or deliver active enzymes to genetically alter recipient cells. Our findings highlight platelets as a promising tool for protein delivery in cell therapy applications.

我们开发了一种有效生成工程血小板的方法,通过对巨核细胞(血小板的祖细胞)进行重新编程,在分化过程中可以用任何重组治疗蛋白填充工程血小板。为了证明这种方法的多功能性,我们装载了细胞质和分泌蛋白,这些蛋白可以作为活性酶输送到受体细胞,在血小板活化时释放,或者随着时间的推移由血小板持续分泌。
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引用次数: 0
Neural substrates of cold nociception in Drosophila larva. 果蝇幼虫冷伤害感受的神经基质。
Pub Date : 2025-01-27 DOI: 10.1101/2023.07.31.551339
Atit A Patel, Albert Cardona, Daniel N Cox

Metazoans detect and differentiate between innocuous (non-painful) and/or noxious (harmful) environmental cues using primary sensory neurons, which serve as the first node in a neural network that computes stimulus specific behaviors to either navigate away from injury-causing conditions or to perform protective behaviors that mitigate extensive injury. The ability of an animal to detect and respond to various sensory stimuli depends upon molecular diversity in the primary sensors and the underlying neural circuitry responsible for the relevant behavioral action selection. Recent studies in Drosophila larvae have revealed that somatosensory class III multidendritic (CIII md) neurons function as multimodal sensors regulating distinct behavioral responses to innocuous mechanical and nociceptive thermal stimuli. Recent advances in circuit bases of behavior have identified and functionally validated Drosophila larval somatosensory circuitry involved in innocuous (mechanical) and noxious (heat and mechanical) cues. However, central processing of cold nociceptive cues remained unexplored. We implicate multisensory integrators (Basins), premotor (Down-and-Back) and projection (A09e and TePns) neurons as neural substrates required for cold-evoked behavioral and calcium responses. Neural silencing of cell types downstream of CIII md neurons led to significant reductions in cold-evoked behaviors and neural co-activation of CIII md neurons plus additional cell types facilitated larval contraction (CT) responses. Further, we demonstrate that optogenetic activation of CIII md neurons evokes calcium increases in these neurons. Finally, we characterize the premotor to motor neuron network underlying cold-evoked CT and delineate the muscular basis of CT response. Collectively, we demonstrate how Drosophila larvae process cold stimuli through functionally diverse somatosensory circuitry responsible for generating stimulus-specific behaviors.

Metazoans使用初级感觉神经元来检测和区分无害(非疼痛)和/或有害(有害)的环境线索,初级感觉神经元是神经网络中的第一个节点,该神经网络计算刺激特定行为,以避开导致伤害的条件,或执行减轻广泛伤害的保护行为。动物检测和响应各种感官刺激的能力取决于主要传感器和负责相关行为动作选择的底层神经回路中的分子多样性。最近对果蝇幼虫的研究表明,体感III类多节(CIII-md)神经元作为多模式传感器发挥作用,调节对无害的机械和伤害性热刺激的不同行为反应。行为回路基础的最新进展已经确定并在功能上验证了果蝇幼虫涉及无害(机械)和有害(热和机械)线索的体感回路。然而,对冷伤害性线索的中央处理仍未被探索。我们将多感觉积分器(Basins)、前运动神经元(Down和Back)和投射神经元(A09e和TePns)作为冷诱发行为和钙反应所需的神经基质。CIII-md神经元下游细胞类型的神经沉默导致冷诱发行为显著减少,CIII-md神经的神经共激活加上其他细胞类型促进幼虫收缩(CT)反应。我们进一步证明CIII-md神经元的光遗传学激活引起这些神经元中钙的增加。总之,我们展示了果蝇幼虫如何通过负责产生刺激特异性行为的功能多样的体感电路来处理冷刺激。
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引用次数: 0
Cell autonomous polarization by the planar cell polarity signaling pathway. 细胞自主极化通过平面细胞极性信号通路。
Pub Date : 2025-01-26 DOI: 10.1101/2023.09.26.559449
Alexis T Weiner, Silas Boye Nissen, Kaye Suyama, Bomsoo Cho, Gandhy Pierre-Louis, Jeffrey D Axelrod

Planar Cell Polarity (PCP) signaling polarizes epithelial cells in a plane orthogonal to their apical-basal axis. A core PCP signaling module segregates two distinct molecular subcomplexes to opposite sides of cells and coordinates the direction of polarization between neighboring cells. Homodimers of the atypical cadherin Flamingo are thought to scaffold these subcomplexes and are required for intercellular polarity signaling. Feedback is required for polarization, but whether feedback requires intercellular and/or intracellular pathways is unknown, and traditional genetic tools have limited utility in dissecting these mechanisms. Using novel tools, we show that cells lacking Flamingo, or bearing a homodimerization-deficient Flamingo, do polarize, indicating that functional PCP subcomplexes form and segregate cell-autonomously. We identify feedback pathways and propose a competitive binding-based asymmetry amplifying mechanism that each operate cell-autonomously. The intrinsic logic of PCP signaling is therefore more similar to that in single cell polarizing systems than was previously recognized.

平面细胞极性(PCP)信号使上皮细胞在与其顶端-基底轴正交的平面中极化。核心PCP信号模块既在细胞内产生分子不对称性,又协调相邻细胞之间的极化方向。核心蛋白的两个亚复合体分离到细胞的相对两侧,形成极性轴。非典型钙粘蛋白火烈鸟的同源二聚体被认为是这些亚复合物组装的支架,也是细胞间极性信号传导所必需的。火烈鸟同源二聚体在支架和细胞间通讯中的核心作用表明,通过火烈鸟传递细胞间信号的细胞应该不会极化。我们发现,缺乏火烈鸟的细胞,或者携带不能同源二聚的截短的火烈鸟,实际上会发生极化。细胞极化需要正反馈和负反馈,在多细胞组织中,反馈可能涉及细胞内和细胞间途径。我们确定了正反馈和负反馈途径,这些途径使细胞自主运作以驱动极化。
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引用次数: 0
Direct detection of deformation modes on varying length scales in active biopolymer networks. 直接检测活性生物聚合物网络中不同长度尺度上的变形模式。
Pub Date : 2025-01-26 DOI: 10.1101/2023.05.15.540780
Samantha Stam, Margaret L Gardel, Kimberly L Weirich

Correlated flows and forces that emerge from active matter orchestrate complex processes such as shape regulation and deformations in biological cells and tissues. The active materials central to cellular mechanics are cytoskeletal networks, where molecular motor activity drives deformations and remodeling. Here, we investigate deformation modes in contractile actin networks driven by the molecular motor myosin II through quantitative fluorescence microscopy. We examine the deformation anisotropy at different length scales in networks of sparsely cross-linked and bundled actin. In sparsely cross-linked networks, we find myosin-dependent biaxial buckling modes across length scales. Interestingly, both long and short-wavelength buckling may contribute to network contractility. In cross-linked bundled networks, uniaxial contraction predominates on long length scales, while the uniaxial or biaxial nature of the deformation depends on bundle microstructure at shorter length scales. The anisotropy of deformations may provide insight to the mechanical origins of contractility in actin networks and regulation of collective behavior in a variety of active materials.

活性物质产生的相关流动和力协调了复杂的过程,如生物细胞和组织的形状调节和变形。细胞力学的核心活性物质是细胞骨架网络,分子运动活动驱动变形和重塑。在这里,我们通过定量荧光显微镜研究了分子运动肌球蛋白II驱动的肌动蛋白网络中的变形模式。我们研究了纠缠、交联和成束肌动蛋白网络在不同长度尺度上的变形各向异性。在稀疏交联的网络中,我们发现了长度尺度上肌球蛋白依赖的双轴屈曲模式。在交联成束网络中,单轴收缩在长长度尺度上占主导地位,而变形的单轴或双轴性质取决于较短长度尺度上的成束微观结构。变形的各向异性可以为各种活性材料中集体行为的调节提供见解。
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引用次数: 0
Spatial periodicity in grid cell firing is explained by a neural sequence code of 2-D trajectories. 网格单元发射的空间周期性由二维轨迹的神经序列代码来解释。
Pub Date : 2025-01-25 DOI: 10.1101/2023.05.30.542747
Rebecca R G, Giorgio A Ascoli, Nate M Sutton, Holger Dannenberg

Spatial periodicity in grid cell firing has been interpreted as a neural metric for space providing animals with a coordinate system in navigating physical and mental spaces. However, the specific computational problem being solved by grid cells has remained elusive. Here, we provide mathematical proof that spatial periodicity in grid cell firing is the only possible solution to a neural sequence code of 2-D trajectories and that the hexagonal firing pattern of grid cells is the most parsimonious solution to such a sequence code. We thereby provide a likely teleological cause for the existence of grid cells and reveal the underlying nature of the global geometric organization in grid maps as a direct consequence of a simple local sequence code. A sequence code by grid cells provides intuitive explanations for many previously puzzling experimental observations and may transform our thinking about grid cells.

网格细胞放电的空间周期性被解释为空间的神经度量,为动物提供了在物理和心理空间中导航的坐标系。然而,网格单元所解决的具体计算问题仍然难以捉摸。我们在这里提供了数学证明,网格单元发射的空间周期性是2D轨迹的神经序列代码的唯一可能的解决方案,并且网格单元的六边形发射模式是这种序列代码的最简约的解决方案。因此,我们为网格细胞的存在提供了一个目的论原因,并揭示了网格图中全局几何组织的潜在性质,这是使用最少神经元的简单局部序列代码的直接结果。网格单元的序列代码为许多以前令人困惑的实验观察提供了直观的解释,并可能改变我们对网格单元的看法。
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引用次数: 0
Neural representation dynamics reveal computational principles of cognitive task learning. 神经表征动力学揭示了认知任务学习的计算原理。
Pub Date : 2025-01-23 DOI: 10.1101/2023.06.27.546751
Ravi D Mill, Michael W Cole

During cognitive task learning, neural representations must be rapidly constructed for novel task performance, then optimized for robust practiced task performance. How the geometry of neural representations changes to enable this transition from novel to practiced performance remains unknown. We hypothesized that practice involves a shift from compositional representations (task-general activity patterns that can be flexibly reused across tasks) to conjunctive representations (task-specific activity patterns specialized for the current task). Functional MRI during learning of multiple complex tasks substantiated this dynamic shift from compositional to conjunctive representations, which was associated with reduced cross-task interference (via pattern separation) and behavioral improvement. Further, we found that conjunctions originated in subcortex (hippocampus and cerebellum) and slowly spread to cortex, extending multiple memory systems theories to encompass cognitive task learning. The strengthening of conjunctive representations hence serves as a computational signature of learning, reflecting cortical-subcortical dynamics that optimize task representations in the human brain.

Highlights: Learning shifts multi-task representations from compositional to conjunctive formatsCortical conjunctions uniquely associate with improved behavior and pattern separationThese conjunctions strengthen over separated learning events and index switch costsSubcortical regions are critical for cross-region binding of task rule information.

在认知任务学习过程中,神经表征必须快速构建新的任务表现,然后针对稳健的练习任务表现进行优化。神经表征的几何结构是如何改变的,从而使这种从新奇的表现转变为实践的表现,这一点尚不清楚。我们假设实践涉及从组合表示(可以跨任务灵活重用的任务一般活动模式)到联合表示(专门针对当前任务的任务特定活动模式)的转变。在学习多个复杂任务时,功能性MRI证实了这种从组合表征到连接表征的动态转变,这与减少跨任务干扰(通过模式分离)和行为改善有关。此外,我们发现连接起源于皮层下(海马体和小脑),并慢慢扩散到皮层,将多重记忆系统理论扩展到任务表征学习。因此,连接表征的形成作为学习的计算特征,反映了优化人脑任务表征的皮层-皮层下动态。
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引用次数: 0
Kiwa is a bacterial membrane-embedded defence supercomplex activated by phage-induced membrane changes. Kiwa挽救了RecBCD的抗噬菌体活性
Pub Date : 2025-01-23 DOI: 10.1101/2023.02.26.530102
Zhiying Zhang, Thomas C Todeschini, Yi Wu, Roman Kogay, Ameena Naji, Joaquin Cardenas Rodriguez, Rupavidhya Mondi, Daniel Kaganovich, David W Taylor, Jack P K Bravo, Marianna Teplova, Triana Amen, Eugene V Koonin, Dinshaw J Patel, Franklin L Nobrega

Bacteria and archaea deploy diverse, sophisticated defence systems to counter virus infection, yet many immunity mechanisms remain poorly understood. Here, we characterise the Kiwa defence system as a membrane-associated supercomplex that senses changes in the membrane induced by phage infection and plasmid conjugation. This supercomplex, comprising KwaA tetramers bound to KwaB dimers, as its basic repeating unit, detects structural stress via KwaA, activating KwaB, which binds ejected phage DNA through its DUF4868 domain, stalling phage DNA replication forks and thus disrupting replication and late transcription. We show that phage-encoded DNA mimic protein Gam, which inhibits RecBCD, also targets Kiwa through KwaB recognition. However, Gam binding to one defence system precludes its inhibition of the other. These findings reveal a distinct mechanism of bacterial immune coordination, where sensing of membrane disruptions and inhibitor partitioning enhance protection against phages and plasmids.

细菌已经进化出许多防御系统来对抗噬菌体感染,但我们对其潜在机制的理解仅限于其抗病毒功能。在这里,我们提供了Kiwa防御系统的机制见解,该系统由两种蛋白质组成,跨膜蛋白KwaA和含有DUF4868结构域的蛋白KwaB。利用来自大肠杆菌ECOR8和ECOR12的Kiwa,我们发现KwaA通过感知宿主RNA聚合酶的抑制来检测噬菌体感染。因此,KwaA对效应蛋白KwaB的抑制作用被解除,从而通过依赖recbcd的途径降低噬菌体DNA复制效率。值得注意的是,Kiwa甚至可以对编码抗RecBCD蛋白的噬菌体恢复RecBCD活性。我们的研究结果还表明,在没有KwaA和噬菌体触发的情况下,KwaB具有抗噬菌体活性,但保守的两蛋白Kiwa操纵子表明,KwaA严格调节KwaB的活性是防止潜在的自身免疫所必需的。
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引用次数: 0
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