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A principled approach to community detection in interareal cortical networks 在大脑皮层间网络中进行群落检测的原则性方法
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.606907
Jorge Martinez Armas, Kenneth Knoblauch, H. Kennedy, Zoltan Toroczkai
Structural connectivity between cortical areas, as revealed by tract-tracing is in the form of highly dense, weighted, directed, and spatially embedded complex networks. Extracting the community structure of these networks and aligning them with brain function is challenging, as most methods use local density measures, best suited for sparse graphs. Here we introduce a principled approach, based on distinguishability of connectivity profiles using the Hellinger distance, which is relatable to function. Applying it to tract-tracing data in the macaque, we show that the cortex at the interareal level is organized into a hierarchy of link-communities alongside with a node-community hierarchy. We find that the ½-Rényi divergence of connection profiles, a non-linear transform of the Hellinger metric, follows a Weibull-like distribution and scales linearly with the interareal distances, a quantitative expression between functional organization and cortical geometry. We discuss the relationship with the extensively studied SLN-based hierarchy.
皮层区域之间的结构连通性是由神经束追踪所揭示的,其形式是高度密集、加权、有向和空间嵌入的复杂网络。提取这些网络的群落结构并将其与大脑功能相匹配具有挑战性,因为大多数方法都使用最适合稀疏图的局部密度测量方法。在此,我们介绍一种基于海灵格距离的连通性剖面可区分性的原则性方法,该方法与功能相关。将该方法应用于猕猴的神经束追踪数据,我们发现大脑皮层在区域间水平上被组织成一个链接-群落层次结构,以及一个节点-群落层次结构。我们发现,连接剖面的 ½-Rényi 发散是海灵格度量的非线性变换,它遵循类似魏布尔的分布,并与areal间距离成线性比例,是功能组织和皮层几何之间的定量表达。我们讨论了与广泛研究的基于 SLN 的层次结构之间的关系。
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引用次数: 0
Revealing unseen dynamical regimes of ecosystems from population time-series data 从种群时间序列数据揭示生态系统的未知动态机制
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.607005
Lucas P. Medeiros, Darian K. Sorenson, Bethany J. Johnson, E. Palkovacs, Stephan B. Munch
Many ecosystems can exist in alternative dynamical regimes for which small changes in an environmental driver can cause sudden jumps between regimes. However, predicting the dynamics of regimes that occur under unobserved levels of the environmental driver has remained an unsolved challenge in ecology with important implications for conservation and management. Here we show that integrating population time-series data and information on the putative driver into an empirical dynamic model allows us to predict new dynamical regimes without the need to specify a population dynamics model. As a proof of concept, we demonstrate that we can accurately predict fixed-point, cyclic, or chaotic dynamics under unseen driver levels for a range of simulated models. For a model with an abrupt population collapse, we show that our approach can anticipate the regime that follows the tipping point. We then apply our approach to data from an experimental microbial ecosystem and from a lake planktonic ecosystem. We find that we can reconstruct transitions away from chaos in the experimental ecosystem and anticipate the dynamics of the oligotrophic regime in the lake ecosystem. These results lay the groundwork for making rational decisions about preventing, or preparing for, regime shifts in natural ecosystems.
许多生态系统可存在于不同的动态机制中,环境驱动因素的微小变化可导致机制之间的突然跃迁。然而,预测环境驱动因素在未观察到的情况下发生的动态变化,一直是生态学中尚未解决的难题,对保护和管理具有重要影响。在这里,我们展示了将种群时间序列数据和推定驱动因素的信息整合到经验动态模型中,无需指定种群动态模型就能预测新的动态机制。作为概念验证,我们证明了在一系列模拟模型中,我们可以准确预测未知驱动力水平下的定点、循环或混沌动态。对于种群突然崩溃的模型,我们证明我们的方法可以预测临界点之后的状态。然后,我们将我们的方法应用于实验微生物生态系统和湖泊浮游生物生态系统的数据。我们发现,我们可以重建实验生态系统中摆脱混沌的过渡,并预测湖泊生态系统中寡营养状态的动态。这些结果为在自然生态系统中防止或准备应对制度转变做出合理决策奠定了基础。
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引用次数: 0
Research on the Mechanism of Lphn1 Knockout in Inhibiting Colorectal Cancer Lphn1 基因敲除抑制结直肠癌的机制研究
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.606975
Yi Wang
Decades ago, colorectal cancer was rarely diagnosed. Today, it is the fourth leading cause of cancer-related deaths worldwide, with nearly 90,000 fatalities each year. By analyzing single-cell data from tumor-bearing colorectal cancer model mice with Lphn1 knockout and wild-type Lphn1, we identified five key target genes for anticancer therapy: Ulbp1, Klrk1, Ccl6, Tlr4, Cd48, Prdm5, VSTM2A, RET, OAS2, Hdac11 and Ptchd4, along with their corresponding cell types. Additionally, we discovered tumor-inhibiting cell subpopulations, including Cd244a_T_cells_subcluster_1, Cd48_Cd244a_NK_cells_subcluster_2, and C3_Macrophages_subcluster_1, which are potential candidates for therapeutic intervention. We propose that cancer-associated fibroblasts (CAFs) serve as the primary antigen presenters for MHC class I, providing antigens to macrophages, NK cells, and T cells to combat colorectal cancer. These findings could open new avenues for the treatment of colorectal cancer and contribute to the development of personalized medicine.
几十年前,人们很少诊断出结直肠癌。如今,它已成为全球癌症相关死亡的第四大原因,每年有近 90,000 人死于此病。通过分析Lphn1基因敲除和野生型Lphn1的肿瘤结直肠癌模型小鼠的单细胞数据,我们发现了抗癌治疗的五个关键靶基因:Ulbp1、Klrk1、Ccl6、Tlr4、Cd48、Prdm5、VSTM2A、RET、OAS2、Hdac11 和 Ptchd4,以及它们相应的细胞类型。此外,我们还发现了抑制肿瘤的细胞亚群,包括Cd244a_T_cells_subcluster_1、Cd48_Cd244a_NK_cells_subcluster_2和C3_Macrophages_subcluster_1,它们是治疗干预的潜在候选细胞。我们提出,癌症相关成纤维细胞(CAFs)是 MHC I 类的主要抗原呈递者,为巨噬细胞、NK 细胞和 T 细胞提供抗原,以对抗结直肠癌。这些发现将为治疗结直肠癌开辟新的途径,并促进个性化医疗的发展。
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引用次数: 0
Stability of cross-sensory input to primary somatosensory cortex across experience 初级体感皮层跨感觉输入在不同经历中的稳定性
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.607026
Daniel D. Kato, Randy M. Bruno
Merging information from across sensory modalities is key to forming robust, disambiguated percepts of the world, yet how the brain achieves this feat remains unclear. Recent observations of cross-modal influences in primary sensory cortical areas have suggested that multisensory integration may occur in the earliest stages of cortical processing, but the role of these responses is still poorly understood. We address these questions by testing several hypotheses about the possible functions served by auditory influences on the barrel field of mouse primary somatosensory cortex (S1) using in vivo 2-photon calcium imaging. We observed sound-evoked spiking activity in a small fraction of cells overall, and moreover that this sparse activity was insufficient to encode auditory stimulus identity; few cells responded preferentially to one sound or another, and a linear classifier trained to decode auditory stimuli from population activity performed barely above chance. Moreover S1 did not encode information about specific audio-tactile feature conjunctions that we tested. Our ability to decode auditory audio-tactile stimuli from neural activity remained unchanged after both passive experience and reinforcement. Collectively, these results suggest that while a primary sensory cortex is highly plastic with regard to its own modality, the influence of other modalities are remarkably stable and play a largely stimulus-non-specific role.
融合来自不同感官模式的信息是对世界形成稳健、清晰认知的关键,然而大脑是如何实现这一壮举的仍不清楚。最近在初级感觉皮层区域观察到的跨模态影响表明,多感觉整合可能发生在皮层处理的最早期阶段,但这些反应的作用仍然鲜为人知。为了解决这些问题,我们利用体内双光子钙成像技术测试了听觉对小鼠初级体感皮层(S1)桶状场的影响可能起到的作用。我们在一小部分细胞中观察到了声音诱发的尖峰活动,而且这种稀疏的活动不足以编码听觉刺激的特征;很少有细胞对一种或另一种声音做出优先反应,而且经过训练的线性分类器从群体活动中解码听觉刺激的表现几乎没有超过偶然性。此外,S1 也没有编码我们测试过的特定音频-触觉特征连接的信息。我们从神经活动中解码听觉触觉刺激的能力在被动体验和强化后都保持不变。总之,这些结果表明,虽然初级感觉皮层在其自身模式方面具有高度可塑性,但其他模式的影响却非常稳定,并且在很大程度上发挥着与刺激无关的作用。
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引用次数: 0
Temporal changes in surface tension guide the accurate asymmetric division of Arabidopsis zygotes 表面张力的时间变化引导拟南芥子实体准确的不对称分裂
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.605794
Zichen Kang, Sakumi Nakagawa, Hikari Matsumoto, Yukitaka Ishimoto, T. Nonoyama, Yuga Hanaki, Satoru Tsugawa, Minako Ueda
In most plants, the zygote divides asymmetrically to define the body axis. In Arabidopsis thaliana, the zygote undergoes polar elongation maintaining a transverse band of cortical microtubules (MTs), and divides asymmetrically forming another MT band, preprophase band (PPB). How the MT band is maintained at the actively growing cell tip and whether it contributes to PPB formation remain elusive. By combining live-cell imaging and mechanical simulation, we show that zygote elongation induces a temporal change (large material derivative) in surface tension at the growing tip to maintain the MT band, which in turn supports polar elongation. The MT band then guides PPB to determine the cell division site. Therefore, autonomous mechanical feedback between cell elongation and MT organization ensures the zygote division asymmetry.
在大多数植物中,合子不对称分裂以确定体轴。在拟南芥中,原生质体进行极性伸长,维持皮层微管(MT)的横向带,并不对称地分裂,形成另一条MT带,即前分裂带(PPB)。MT带是如何在生长活跃的细胞顶端维持的,以及它是否有助于PPB的形成,这些问题仍然令人费解。通过结合活细胞成像和机械模拟,我们发现原生质体的伸长诱导了生长顶端表面张力的时间变化(大量物质衍生物),以维持 MT 带,而 MT 带反过来又支持极性伸长。然后,MT 带引导 PPB 确定细胞分裂部位。因此,细胞伸长和 MT 组织之间的自主机械反馈确保了子代分裂的不对称性。
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引用次数: 0
An Augmented Reality Visor for Intraoperative Visualization, Guidance and Temperature Monitoring using Fluorescence 利用荧光进行术中可视化、引导和温度监测的增强现实眼镜
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.08.607031
Oscar Cipolato, Matthias Fauconneau, Paige J. LeValley, Robert Nißler, Benjamin Suter, Inge K. Herrmann
Fluorescence-guided surgical techniques, including tumor resection and tissue soldering, are advancing the frontiers of surgical precision by offering enhanced control that minimizes tissue damage and improves recovery as well as outcomes. However, integrating the visualization of the fluorescent signal and temperature monitoring seamlessly into surgical workflows has not been fully realized and remains a challenge, thus limiting their effectiveness and wide-spread clinical adoption. To address this issue, we introduce an augmented reality (AR) visor designed to unite nanomaterial excitation along with fluorescence detection, and temperature monitoring during surgical procedures. The AR visor was evaluated using advanced fluorescent nanoparticles, such as indocyanine green-doped particles and singlewalled carbon nanotubes. By consolidating fluorescence visualization, excitation monitoring, and precise temperature control into a single AR platform, we equip surgeons with a comprehensive view of both the surgical field and sub-surface conditions invisible to the naked eye. This integration notably improves the safety and efficacy of fluorescence-guided surgeries, as well as emerging technologies including laser tissue soldering, by ensuring the soldering temperature stays within therapeutic thresholds and the laser is accurately guided by real-time fluorescence signals. The presented technology not only enhances existing surgical techniques but also supports the development of new strategies and sensing technologies in areas where traditional methods fall short, marking significant progress in precision surgery, which could ultimately improve patient care.
荧光引导外科技术,包括肿瘤切除和组织焊接,通过加强控制,最大限度地减少组织损伤,改善恢复和疗效,正在推动外科手术的精确性向前发展。然而,将荧光信号可视化和温度监测无缝集成到手术工作流程中尚未完全实现,仍然是一项挑战,因此限制了其有效性和临床广泛采用。为了解决这个问题,我们推出了一种增强现实(AR)面罩,旨在将纳米材料激发、荧光检测和手术过程中的温度监测结合起来。我们使用先进的荧光纳米粒子,如掺杂吲哚菁绿的粒子和单壁碳纳米管,对增强现实面罩进行了评估。通过将荧光可视化、激发监测和精确温度控制整合到一个 AR 平台中,我们为外科医生提供了一个全面的视角,既能看到手术区域,也能看到肉眼看不到的表层下情况。这种集成通过确保焊接温度保持在治疗阈值内,并通过实时荧光信号精确引导激光,显著提高了荧光引导手术以及包括激光组织焊接在内的新兴技术的安全性和有效性。所展示的技术不仅增强了现有的外科技术,还支持在传统方法不足的领域开发新的策略和传感技术,标志着精准外科的重大进展,最终可改善病人护理。
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引用次数: 0
Adherence to the conservation of momentum to elucidate membrane transporter mechanisms 坚持动量守恒,阐明膜转运机制
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.607056
B. Yorke, Helen M. Ginn
The conformational landscape of proteins and associated dynamics is an essential component of function. Diverse conformations of highly populated metastable states are well-studied, but transitions between these states are rare, fleeting events. Neither molecular dynamics simulations nor experimental methods provide information about these. To address this conundrum, we present a computationally inexpensive algorithm, “cold-inbetweening”, which generates trajectories in torsion angle space. This minimises the overall kinetic energy needed to complete a transition between experimentally determined end-states. We use this method to provide mechanistic insight into three transporter superfamilies. This method allows interrogation of structural transitions, provides unique insights into coupled motion and hypotheses of action. The alternate access model of operation [1] is ubiquitous among many superfamilies of membrane transporters [2]. The model proposes that outward and inward pore opening is mutually exclusive, allowing ligand translocation but preventing damage from free solvent flow. Here, we study DraNramp (MntH) from Deinococcus radiodurians [3], MalT (bcMalT) from Bacillus cereus [4], and MATE (PfMATE) from Pyrococcus furiosus [5]. In MalT, the trajectory demonstrates elevator transport through unwinding of a supporter arm helix, maintaining the necessary and sufficient space to transport maltose. In DraNramp, this trajectory exhibited outward-gate closure prior to inward-gate opening, suggesting that the timing of gate closure is an inherent property of the protein architecture. In the MATE transporter, switching conformation involves the rewinding of an extended N-terminal helix. We suggest that the necessary motions to avoid steric backbone clashes forces this helix to plug the cavernous ligand-binding site during the conformational change. We propose helix unwinding as a general structural mechanism in membrane transporter function due to ease of helix register slippage in the lipid bilayer.
蛋白质的构象格局和相关动态是其功能的重要组成部分。对高密度可变态的各种构象进行了深入研究,但这些状态之间的转换却非常罕见,稍纵即逝。分子动力学模拟和实验方法都无法提供相关信息。为了解决这一难题,我们提出了一种计算成本低廉的算法--"冷间",它能在扭转角空间生成轨迹。这最大限度地减少了在实验确定的终态之间完成转换所需的总动能。我们利用这种方法对三个转运体超家族进行了机理研究。这种方法允许对结构转换进行询问,为耦合运动和作用假设提供了独特的见解。交替通路运行模型[1]在许多膜转运体超家族中无处不在[2]。该模型认为,向外和向内的孔道开放是相互排斥的,允许配体转运,但防止自由溶剂流动造成损害。在这里,我们研究了放射球菌(Deinococcus radiodurians)的 DraNramp(MntH)[3]、蜡样芽孢杆菌(Bacillus cereus)的 MalT(bcMalT)[4]和暴怒火球菌(Pyrococcus furiosus)的 MATE(PfMATE)[5]。在 MalT 中,其运动轨迹是通过解除支持臂螺旋线来实现升降机运输,从而保持必要和足够的空间来运输麦芽糖。在 DraNramp 中,这一轨迹表现为向外的栅门在向内的栅门打开之前关闭,这表明栅门关闭的时间是蛋白质结构的固有特性。在 MATE 转运体中,构象的转换涉及延长的 N 端螺旋的回卷。我们认为,在构象变化过程中,为避免立体骨架冲突而进行的必要运动迫使该螺旋堵塞了配体结合部位的空腔。由于螺旋在脂质双分子层中易于滑动,我们建议将螺旋解卷作为膜运输功能中的一般结构机制。
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引用次数: 0
Neuropeptide oxytocin facilitates its own brain-to-periphery uptake by regulating blood flow dynamics and permeability 神经肽催产素通过调节血流动力学和渗透性促进自身从大脑到外周的吸收
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.606980
Preethi Rajamannar, O. Raz, G. Levkowitz
The hypothalamo-neurohypophyseal system is an important neuroendocrine brain-to-blood conduit through which the neurohormones oxytocin and arginine-vasopressin are released from the brain into the general circulation to affect peripheral physiological functions such as salt balance, metabolism and reproduction. However, whether an active mechanism executes fast and efficient neurohormone release to the periphery remains unsolved. We show that a hyperosmotic physiological challenge elicits a local increase in neurohypophyseal blood flow velocities and a change in capillary diameter, which is dictated by the geometry of the hypophyseal vascular microcircuit. Genetic ablation of oxytocin neurons and inhibition of oxytocin receptor signaling attenuated capillary blood flow and diameter. Optogenetic stimulation of oxytocin neurons resulted in an oxytocin receptor-dependent increase in blood flow velocities. Lastly, both osmotic challenge and oxytocin neuronal activation elicited a local rise in neurohypophyseal capillary permeability in an oxytocin signaling-dependent manner. Our study demonstrates that physiologically elicited changes in neurohypophyseal blood flow and permeability are regulated by oxytocin. We propose that oxytocin-dependent neuro-vascular coupling facilitates its efficient uptake into the blood circulation, suggesting a self-perpetuating mechanism of peripheral hormone transfer.
下丘脑-神经叶系统是大脑到血液的重要神经内分泌通道,催产素和精氨酸加压素等神经激素通过该通道从大脑释放到血液循环中,影响盐平衡、新陈代谢和生殖等外周生理功能。然而,是否有一种主动机制能快速有效地向外周释放神经激素,这个问题仍未解决。我们的研究表明,高渗透性生理挑战会引起神经叶下血流速度的局部增加和毛细血管直径的变化,而这是由神经叶下血管微循环的几何形状决定的。基因消减催产素神经元和抑制催产素受体信号传导会减弱毛细血管的血流量和直径。对催产素神经元的光遗传刺激会导致催产素受体依赖性的血流速度增加。最后,渗透压挑战和催产素神经元激活都会以催产素信号依赖的方式引起局部神经叶毛细血管通透性的上升。我们的研究表明,生理上引起的神经叶血流和通透性变化受催产素调节。我们认为,催产素依赖的神经-血管耦合促进了催产素被血液循环的有效吸收,这表明了外周激素转移的自我持续机制。
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引用次数: 0
The neural correlates of social rejection in the cyberball paradigm: An arterial spin labelling study 网络球范例中社交排斥的神经相关性:动脉自旋标记研究
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.08.607136
K. Labek, Roberto Viviani
The cyberball paradigm has been used in numerous neuroimaging studies to elicit activation in neural substrates of social exclusion. Using arterial spin labelling, an approach allowing quantitative estimates of blood perfusion, we replicate findings of meta-analyses of this paradigm in the inferior frontal gyrus and ventral cingular cortex, but show that these areas were also active in a watch condition (in which participants were not excluded), although less so. These findings relativize a simple interpretation of these areas as the neural substrates of social exclusion, as in previous studies. In a broader experimental context, similar activations have been reported by neuroimaging studies when semantic disambiguation and evaluation of action goals are required, an interpretation that may apply also to the cyberball effects.
许多神经影像学研究都采用了网络球范式来激发社会排斥神经基质的激活。利用动脉自旋标记(一种可对血液灌注进行定量估计的方法),我们在额叶下回和腹侧丘脑皮层复制了该范式的荟萃分析结果,但结果表明,这些区域在观察条件下(参与者未被排斥)也同样活跃,只是活跃程度较低。这些发现否定了以往研究中将这些区域简单解释为社会排斥神经基底的观点。在更广泛的实验背景下,神经影像学研究报告称,当需要进行语义辨析和行动目标评估时,这些区域也会出现类似的激活现象,这种解释可能也适用于网络球效应。
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引用次数: 0
Deep learning–based automated prediction of mouse seminiferous tubule stage by using bright-field microscopy 利用明视野显微镜,基于深度学习自动预测小鼠曲细精管阶段
Pub Date : 2024-08-09 DOI: 10.1101/2024.08.07.606973
Y. Tokuoka, Tsutomu Endo, Takashi Morikura, Yuki Hiradate, Masahito Ikawa, Akira Funahashi
Infertility is a global issue, with approximately 50% of cases attributed to defective spermatogenesis. For studies into spermatogenesis and spermatogenic dysfunction, evaluating the seminiferous tubule stage is essential. However, the current method of evaluation involves labor-intensive and time-consuming manual tasks such as staining, observation, and image analysis. Lack of reproducibility is also a problem owing to the subjective nature of visual evaluation by experts. In this study, we propose a deep learning–based method for automatically and objectively evaluating the seminiferous tubule stage. Our approach automatically predicts which of 12 seminiferous tubule stages is represented in bright-field microscopic images of mouse seminiferous tubules stained by hematoxylin-PAS. For training and validation of our model, we created a dataset of 1229 tissue images, each labeled with one of 12 distinct seminiferous tubule stages. The maximum prediction accuracy was 79.58% which rose to 98.33% with allowance for a prediction error of ±1 stage. Remarkably, although the model was not explicitly trained on the patterns of transition between stages, it inferred characteristic structural patterns involved in the process of spermatogenesis. This method not only advances our understanding of spermatogenesis but also holds promise for improving the automated diagnosis of infertility.
不育症是一个全球性问题,其中约50%的病例归因于精子发生缺陷。对于精子发生和生精功能障碍的研究,评估曲细精管阶段至关重要。然而,目前的评估方法涉及染色、观察和图像分析等耗费大量人力和时间的手工操作。此外,由于专家视觉评估的主观性,缺乏可重复性也是一个问题。在本研究中,我们提出了一种基于深度学习的方法,用于自动客观地评估曲细精管阶段。我们的方法能自动预测经苏木精-PAS染色的小鼠曲细精管明视野显微图像中的12个曲细精管阶段。为了训练和验证我们的模型,我们创建了一个包含 1229 张组织图像的数据集,每张图像都标注了 12 个不同的曲细精管阶段。最大预测准确率为 79.58%,在预测误差为 ±1 期的情况下,准确率上升到 98.33%。值得注意的是,虽然该模型没有根据阶段之间的过渡模式进行明确的训练,但它推断出了精子发生过程中的特征结构模式。这种方法不仅增进了我们对精子发生的了解,而且有望改善不育症的自动诊断。
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引用次数: 0
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