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How earthquakes organize stress 地震是如何组织压力的
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2530754123
Emily E. Brodsky, Gaspard Farge
Stress is not uniform in the Earth. Therefore, we must use natural experiments to measure the distribution of stresses and related quantities, rather than single values. For instance, dynamic triggering shows that faults are uniformly distributed over their loading cycles in Southern California. The probability that a fault ruptures across a barrier measures the in situ energy distribution. Fault roughness reflects the distribution of strength. These natural experiments produce observable distributions that are surprisingly consistent and suggest some degree of self-organization in the Earth’s crust. Once established, the functional form of the distributions can be used to track changes in response to earthquakes as well as to distinguish fundamentally different fault systems. Transient fault locking before stress release in laboratory experiments can be interpreted as a consequence of self-organization of fault stress. The robust self-organization of multiple variables in earthquake systems suggests that the most consequential mechanical outcome of earthquakes may be the redistribution of stress and the strain energy associated with it. The low friction on a fault during seismic slip as inferred by temperature measurements of the Tohoku earthquake is consistent with dissipation playing a secondary role to this redistribution process. Through stress redistribution and interaction, subduction zone faults tend to synchronize, perhaps due to their geometric simplicity, while the continental system of Southern California cannot synchronize, perhaps due to the complexity of the fault network. Earthquakes organize stress in the crust and produce a suite of well-defined, consistent distributions.
地球上的压力不是均匀的。因此,我们必须用自然实验来测量应力的分布和相关的量,而不是单一的值。例如,动态触发表明,在南加州,断层在其加载周期内分布均匀。断层跨越屏障破裂的概率测量了原位能量分布。断层粗糙度反映了强度的分布。这些自然实验产生的可观察到的分布惊人地一致,并表明地壳中存在某种程度的自组织。一旦建立,分布的功能形式可以用来跟踪地震响应的变化,以及区分根本不同的断层系统。在实验室实验中,应力释放前的瞬态断层锁定可以解释为断层应力自组织的结果。地震系统中多变量的鲁棒自组织表明,地震最重要的力学结果可能是与之相关的应力和应变能的重新分布。从东北地震的温度测量中推断,地震滑动时断层上的低摩擦与耗散在这个重新分布过程中起次要作用是一致的。通过应力重分布和相互作用,俯冲带断层趋向于同步,这可能是由于它们的几何结构简单,而南加州大陆系统则不可能同步,这可能是由于断层网络的复杂性。地震在地壳中组织了应力,并产生了一系列明确的、一致的分布。
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引用次数: 0
Conservation and environmental management reimagined: Toward anti-oppressive futures 重新构想的保护和环境管理:走向反压迫的未来
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2414948123
Laura German, Jesse Abrams, Cory L. Struthers, Sherry Pictou, C. Brock Woodson, Suneel Kumar, Tommy Cabe, Roger Merino, Elizabeth King
Conservation and environmental management are under increased scrutiny as the embeddedness of oppressive practices has gained wider societal and scholarly attention. As conservation and environmental practitioners and scholars grapple with foundational assumptions and practices of the field, there remains a pressing need to identify persistent problematic legacies and articulate a positive vision for conservation grounded in an ethic of justice. To help advance this conversation, we present a framework of four intersecting dimensions of oppression: 1) the physical or material manifestations of conservation and environmental management; 2) the knowledge practices and assumptions that inform and underpin conservation and environmental visions and decision-making; 3) the modes of governance associated with conservation and environmental practice; and 4) the forms of relational praxis implicitly and explicitly endorsed and/or imposed in conservation and other environmental arenas. We explain the framework through an analysis of the legacy of fortress conservation, then illustrate the framework’s wider application to diagnose ongoing elements of oppression in other environmental arenas (wildland fire, riverine flows). We then review prominent strategies and visions for moving forward for both nature and people to highlight both positive steps being taken and the utility of the framework in ensuring emergent environmental paradigms avoid the pitfalls of the past. Viewing each dimension of oppression as moveable levers to promote antioppressive conservation futures, we conclude with a set of questions to help conservation and environmental management scientists and practitioners identify where oppression might be manifest in their own work, and begin to embody antioppressive practices.
保护和环境管理受到越来越多的审查,因为压迫实践的嵌入性已经获得了更广泛的社会和学术关注。当保护和环境的实践者和学者努力解决该领域的基本假设和实践时,仍然迫切需要确定持续存在的问题遗产,并在正义伦理的基础上阐明保护的积极愿景。为了帮助推进这一对话,我们提出了一个由四个相互交叉的压迫维度组成的框架:1)保护和环境管理的物理或物质表现;2)为保护和环境愿景和决策提供信息和基础的知识实践和假设;3)与保护和环境实践相关的治理模式;4)在保护和其他环境领域含蓄和明确认可和/或强加的关系实践形式。我们通过对堡垒保护遗产的分析来解释该框架,然后说明该框架在诊断其他环境领域(荒地火灾、河流流动)中持续压迫因素方面的更广泛应用。然后,我们回顾了突出的战略和愿景,以推动自然和人类向前发展,强调正在采取的积极步骤和框架的效用,以确保新兴的环境范式避免过去的陷阱。将压迫的每个维度视为促进反压迫保护未来的可移动杠杆,我们总结了一系列问题,以帮助保护和环境管理科学家和从业者确定压迫可能在他们自己的工作中表现出来,并开始体现反压迫实践。
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引用次数: 0
Carbon–phosphorus exchange rate constrains density–speed trade-off in arbuscular mycorrhizal fungal growth 碳磷交换率制约丛枝菌根真菌生长的密度-速度权衡
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2512182123
Corentin Bisot, Loreto Oyarte Galvez, Félix Kahane, Marije van Son, Bianca Turcu, Rob Broekman, Kai-Kai Lin, Paco Bontenbal, Max Kerr Winter, Vasilis Kokkoris, Stuart A. West, Christophe Godin, E. Toby Kiers, Thomas S. Shimizu
Symbiotic nutrient exchange between arbuscular mycorrhizal (AM) fungi and their host plants varies widely depending on their physical, chemical, and biological environment. Yet dissecting this context dependency remains challenging because we lack methods for tracking nutrients such as carbon (C) and phosphorus (P). Here, we developed an approach to quantitatively estimate C and P fluxes in the AM symbiosis from comprehensive network morphology quantification, achieved by robotic imaging and machine learning based on roughly 100 million hyphal shape measurements. We found that rates of C transfer from the plant and P transfer from the fungus were, on average, related proportionally to one another. This ratio was nearly invariant across AM fungal strains despite contrasting growth phenotypes but was strongly affected by plant host genotype. Fungal phenotype distributions were bounded by a Pareto front with a shape favoring specialization in an exploration–exploitation trade-off. This means AM fungi can be fast range expanders or fast resource extractors, but not both. Manipulating the C/P exchange rate by swapping the plant host genotype shifted this Pareto front, indicating that the exchange rate constrains possible AM fungal growth strategies. We show by mathematical modeling how AM fungal growth at fixed exchange rate leads to qualitatively different symbiotic outcomes depending on fungal traits and nutrient availability.
丛枝菌根真菌(AM)与寄主植物之间的共生营养交换因其所处的物理、化学和生物环境而有很大差异。然而,解剖这种环境依赖性仍然具有挑战性,因为我们缺乏追踪碳(C)和磷(P)等营养物质的方法。在这里,我们开发了一种方法,通过机器人成像和机器学习,基于大约1亿个菌丝形状测量,从综合网络形态量化中定量估计AM共生中的C和P通量。我们发现,从植物转移C的速率和从真菌转移P的速率,平均而言,彼此成比例相关。尽管AM真菌菌株的生长表型不同,但这一比例几乎不变,但受植物寄主基因型的强烈影响。真菌表型分布以帕累托前沿为界,其形状在探索-开发权衡中有利于专业化。这意味着AM真菌可以是快速范围扩张者或快速资源提取者,但不能两者兼而有之。通过交换植物寄主基因型来操纵C/P交换率可以改变这一帕累托前沿,表明交换率限制了AM真菌可能的生长策略。我们通过数学模型展示了AM真菌在固定汇率下的生长如何根据真菌特性和养分有效性导致质量不同的共生结果。
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引用次数: 0
Theoretical limits for sensing through phase separation 通过相分离传感的理论极限
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2520040123
Henry Alston, Mason Rouches, Arvind Murugan, Aleksandra M. Walczak, Thierry Mora
Biomolecular condensates form on timescales of seconds in cells upon environmental or compositional changes. Condensate formation is thus argued to act as a mechanism for sensing such changes and quickly initiating downstream processes, such as forming stress granules in response to heat stress and amplifying cyclic GMP-AMP synthase enzymatic activity upon detection of cytosolic DNA. Here, we study a dynamical model of droplet nucleation and growth to demonstrate how phase separation allows cells to discriminate small concentration differences on finite, biologically relevant timescales. We propose optimal sensing protocols, which use the sharp onset of phase separation. We show how, given experimentally measured rates, cells can achieve rapid and robust sensing of concentration differences of 1 % on a timescale of minutes, offering an alternative to classical biochemical mechanisms.
生物分子凝聚物在细胞内环境或成分发生变化时以秒为时间尺度形成。因此,凝析物的形成被认为是一种感知这些变化并迅速启动下游过程的机制,例如在热胁迫下形成应激颗粒,以及在检测胞质DNA时扩增环GMP-AMP合成酶的酶活性。在这里,我们研究了液滴成核和生长的动力学模型,以证明相分离如何使细胞在有限的、生物相关的时间尺度上区分小的浓度差异。我们提出了最优的传感协议,利用相位分离的急剧开始。我们展示了在给定实验测量速率的情况下,细胞如何能够在几分钟的时间尺度上实现对1%的浓度差异的快速和强大的感知,这为经典的生化机制提供了一种替代方案。
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引用次数: 0
Hierarchical friction memory leads to subdiffusive configurational dynamics of fast-folding proteins 层次摩擦记忆导致快速折叠蛋白质的亚扩散构型动力学
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2516506123
Anton Klimek, Benjamin A. Dalton, Lucas Tepper, Roland R. Netz
Proteins often exhibit subdiffusive configurational dynamics, the origins of which are still unresolved. We investigate the impact of non-Markovian friction and the free-energy landscape on the dynamics of fast-folding proteins in terms of the mean squared displacement (MSD) and the mean first-passage-time (MFPT) of the folding reaction coordinate. We find the friction memory kernel from published molecular dynamics simulations to be well-described by a hierarchical multiexponential function, which gives rise to subdiffusion in the MSD for times shorter than the longest memory time, while for longer times the confining free-energy landscape produces subdiffusion. Thus, for a wide range of times, friction memory effects in fast-folding proteins dominate the scaling behavior of the MSD compared to effects due to the folding free-energy landscape. As a consequence, Markovian models are insufficient to fully capture the folding dynamics, as quantified by the MSD and the MFPT, even when including coordinate-dependent friction. Our results demonstrate the importance of memory effects in protein folding and conformational dynamics and explicitly show that subdiffusion in fast-folding protein dynamics originates mainly from memory effects, not from the free-energy landscape and not from coordinate-dependent friction.
蛋白质经常表现出亚扩散构型动力学,其起源仍未解决。我们从折叠反应坐标的均方位移(MSD)和平均首次通过时间(MFPT)的角度研究了非马尔可夫摩擦和自由能对快速折叠蛋白质动力学的影响。我们发现从已发表的分子动力学模拟中得到的摩擦记忆核可以用一个层次多指数函数很好地描述,它在MSD中产生的亚扩散时间比最长记忆时间短,而在更长时间内,限制自由能环境产生亚扩散。因此,在很长一段时间内,与折叠自由能效应相比,快速折叠蛋白质中的摩擦记忆效应主导着MSD的标度行为。因此,马尔可夫模型不足以完全捕捉由MSD和MFPT量化的折叠动力学,即使包括坐标相关的摩擦。我们的研究结果证明了记忆效应在蛋白质折叠和构象动力学中的重要性,并明确表明快速折叠蛋白质动力学中的亚扩散主要来自记忆效应,而不是来自自由能格局,也不是来自坐标依赖的摩擦。
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引用次数: 0
Variable thresholds for phosphorylation targets of the ERK signaling pathway ERK信号通路磷酸化靶点的可变阈值
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2517889123
Kristyn Hayashi, Suganya Sekaran, Pelle Simpson, Christopher C. Ebmeier, Cole R. Michel, Natalie G. Ahn
Cell fates regulated by ERK respond to different thresholds of signaling strength. In mammalian cells, conditions that activate ERK to submaximal levels are sufficient to sustain proliferation, survival, and transformation, while stimuli that activate ERK to very high levels often lead to cell death or cell cycle arrest. But while this “Goldilocks effect” is well known, the mechanisms have never been fully explained. In particular, threshold responses have been shown at the level of transcription and cell state changes, but whether phosphorylation responses upstream of these events also respond to thresholds is unknown. Here, we used mass spectrometry-based phosphoproteomics to ask if molecular events in the ERK pathway respond to different thresholds of signaling strength, by quantifying changes in phosphorylation of pathway targets against the occupancy of the two activating phosphosites in ERK. The results show that most phosphorylation events track ERK activation faithfully, responding linearly with increasing 2P-ERK occupancy. But some sites respond nonlinearly, reaching maximal phosphorylation when 2P-ERK exceeds lower thresholds (10 to 40%), or increasing substantially after 2P-ERK exceeds higher thresholds (>60%). Low threshold sites are found on transcriptional repressors that facilitate proliferation when inactivated by ERK/ribosomal s6 kinase (RSK) phosphorylation. By contrast, high threshold sites are found on proteins that are recruited to double-stranded DNA breaks and mediate DNA repair. Measurement of phosphorylation occupancies also revealed unexpected differences between cell states not apparent from inhibitor fold-changes. Our findings demonstrate that signaling thresholds exist at the level of the phosphoproteome, providing potential mechanisms for regulating cellular responses to pathway strength.
ERK调控的细胞命运响应不同的信号强度阈值。在哺乳动物细胞中,将ERK激活到亚最大水平的条件足以维持增殖、存活和转化,而将ERK激活到非常高水平的刺激通常会导致细胞死亡或细胞周期停滞。但是,虽然这种“金发姑娘效应”众所周知,但其机制从未得到充分解释。特别是,阈值反应已经在转录和细胞状态变化的水平上显示出来,但这些事件上游的磷酸化反应是否也对阈值有反应尚不清楚。在这里,我们使用基于质谱的磷酸化蛋白质组学来研究ERK途径中的分子事件是否对信号强度的不同阈值做出反应,通过量化途径靶点磷酸化的变化来对抗ERK中两个激活磷酸位点的占用。结果表明,大多数磷酸化事件忠实地跟踪ERK的激活,并随着2P-ERK占用率的增加而线性响应。但有些位点的反应是非线性的,当2P-ERK超过较低阈值(10% - 40%)时达到最大磷酸化,或在2P-ERK超过较高阈值(60%)后磷酸化显著增加。低阈位点存在于转录抑制因子上,当ERK/核糖体s6激酶(RSK)磷酸化使其失活时,转录抑制因子促进增殖。相比之下,高阈值位点是在双链DNA断裂和介导DNA修复的蛋白质上发现的。磷酸化占位的测量也揭示了细胞状态之间意想不到的差异,而抑制剂折叠变化并不明显。我们的研究结果表明,信号阈值存在于磷蛋白组水平,为调节细胞对途径强度的反应提供了潜在的机制。
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引用次数: 0
EPOP and MTF2 activate PRC2 activity through DNA-sequence specificity EPOP和MTF2通过dna序列特异性激活PRC2活性
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2527303123
Jeffrey Granat, Sanxiong Liu, Luis Popoca, Ozgur Oksuz, Danny Reinberg
Polycomb Repressive Complex 2 (PRC2) facilitates the formation of facultative heterochromatin, instrumental to tissue specific gene expression. PRC2 catalyzes trimethylation of lysine 27 of histone H3 (H3K27me3), which is targeted for chromatin compaction by PRC1. Importantly, PRC2-associated cofactors regulate its distinct activities, as in the case of MTF2 and JARID2 that direct PRC2 to specific chromatin nucleation sites based on preferred DNA-binding motifs. Here, we investigated EPOP whose role in regulating PRC2 was not well-defined. We find that both EPOP and MTF2 stimulate PRC2 histone methyltransferase (HMT) activity in vitro. Unlike MTF2, EPOP is ineffectual in PRC2 chromatin recruitment as evidenced by an EED-rescue system in vivo but promotes H3K27me3 deposition de novo in cooperation with MTF2 and JARID2. Binding assays using reconstituted dinucleosome substrates revealed that similar to MTF2, EPOP promotes PRC2 chromatin-binding activity in a distinct DNA-sequence-dependent manner (GCN-rich and GA-rich, respectively). Thus, EPOP and MTF2 in conjunction with JARID2 foster PRC2-mediated HMT activity at chromatin sites comprising cofactor-preferred DNA-binding sequences during the formation of H3K27me3-chromatin domains.
多梳抑制复合体2 (PRC2)促进兼性异染色质的形成,有助于组织特异性基因的表达。PRC2催化组蛋白H3 (H3K27me3)赖氨酸27的三甲基化,这是PRC1压缩染色质的目标。重要的是,PRC2相关的辅助因子调节其独特的活性,如MTF2和JARID2,它们根据首选的dna结合基序将PRC2引导到特定的染色质成核位点。在这里,我们研究了EPOP在调节PRC2中的作用,其作用尚未明确。我们发现EPOP和MTF2在体外都能刺激PRC2组蛋白甲基转移酶(HMT)的活性。与MTF2不同的是,EPOP在PRC2染色质募集中无效,这一点得到了体内ed -rescue系统的证实,但EPOP与MTF2和JARID2合作可促进H3K27me3的从头沉积。利用重组二核小体底物进行的结合实验显示,与MTF2类似,EPOP以独特的dna序列依赖方式(分别富含gcn和ga)促进PRC2染色质结合活性。因此,在h3k27me3 -染色质结构域形成过程中,EPOP和MTF2与JARID2一起促进染色质位点上prc2介导的HMT活性,这些染色质位点包括辅因子偏好的dna结合序列。
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引用次数: 0
Neurotensin in the extended amygdala maintains wakefulness in novel environments 扩展杏仁核中的神经紧张素在新环境中保持清醒
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2521268123
Chi Jung Hung, Shuhei Ueda, Sheikh Mizanur Rahaman, Mikiyasu Yamamoto, Jiahui Li, Noriaki Fukatsu, Haruhiko Bito, Hiroshi Yamaguchi, Akihiro Yamanaka, Sayaka Takemoto-Kimura, Daisuke Ono
Animals remain awake in unfamiliar environments to assess potential safety threats, a process involving changes in neuronal activity within sleep–wake regulatory brain regions. However, the specific circuits and neurotransmitters involved remain poorly understood. Here, we show that neurotensin (NTS) peptides in corticotropin-releasing factor (CRF) neurons of the lateral part of the interstitial nucleus of the posterior limb of the anterior commissure (IPACL) play a key role in maintaining wakefulness in response to environmental changes. Activation of IPACL CRF neurons increased wakefulness, whereas their inhibition or deletion of NTS reduced wakefulness in novel environments. These neurons are activated in response to exposure to a novel environment and project primarily to the substantia nigra pars reticulata (SNr) and release NTS, which modulates wakefulness. These findings suggest that NTS signaling from IPACL CRF neurons to the SNr is essential for sustaining wakefulness in unfamiliar or changing environments.
动物在不熟悉的环境中保持清醒,以评估潜在的安全威胁,这一过程涉及睡眠-觉醒调节大脑区域内神经元活动的变化。然而,具体的电路和涉及的神经递质仍然知之甚少。在这里,我们发现促肾上腺皮质激素释放因子(CRF)神经元的神经紧张素(NTS)肽在前联合后肢(IPACL)间质核外侧部分的神经紧张素(NTS)肽在环境变化反应中维持清醒方面发挥关键作用。IPACL CRF神经元的激活增加了清醒,而它们对NTS的抑制或缺失则减少了新环境下的清醒。这些神经元在暴露于新环境时被激活,并主要投射到黑质网状部(SNr)并释放NTS,其调节觉醒。这些发现表明,从IPACL CRF神经元到信噪比的NTS信号对于在不熟悉或变化的环境中保持清醒是必不可少的。
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引用次数: 0
Topological signatures of collective dynamics and turbulent-like energy cascades in apolar active granular matter 极性活性粒状物质中集体动力学和湍流样能量级联的拓扑特征
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2510873123
Zihan Zheng, Cunyuan Jiang, Yangrui Chen, Matteo Baggioli, Jie Zhang
Active matter refers to a broad class of nonequilibrium systems where energy is continuously injected at the level of individual “particles.” These systems exhibit emergent collective behaviors that have no direct thermal-equilibrium counterpart. Their scale ranges from micrometer-sized swarms of bacteria to meter-scale human crowds. In recent years, the role of topology and self-propelled topological defects in active systems has garnered significant attention, particularly in polar and nematic active matter. Building on these ideas, we investigate emergent collective dynamics in apolar active granular fluids. Using isotropic granular vibrators as a model experimental system of apolar active Ornstein–Uhlenbeck particles in a dry environment, we uncover a distinctive three-stage time evolution arising from the intricate interplay between activity and inelastic interactions. By analyzing the statistics, spatial correlations, and dynamics of vortex-like topological defects in the displacement vector field, we demonstrate their ability to describe this intrinsic collective motion. Furthermore, associated to these topological defects, we reveal the onset of a turbulent-like inverse energy cascade, where kinetic energy transfers across different length scales over time. As the system evolves, the power scaling of the energy transfer increases with the duration of observation. Our findings show that topological concepts can be extended to the nonequilibrium dynamics of apolar active matter, revealing a direct link between microscopic topological processes and emergent large-scale behaviors in active granular fluids that lack both a well-defined direction of motion and an intrinsic axis of orientation at the particle scale.
活性物质指的是一大类非平衡系统,其中能量在单个“粒子”的水平上不断注入。这些系统表现出紧急的集体行为,没有直接的热平衡对应。它们的规模从微米级的细菌群到米级的人群不等。近年来,拓扑和自推进拓扑缺陷在有源系统中的作用引起了人们的极大关注,特别是在极性和向列型活性物质中。在这些想法的基础上,我们研究了极性活性颗粒流体中的紧急集体动力学。利用各向同性颗粒振动器作为干燥环境中极性活性Ornstein-Uhlenbeck颗粒的模型实验系统,我们发现了由活性和非弹性相互作用之间复杂的相互作用引起的独特的三阶段时间演化。通过分析位移向量场中涡状拓扑缺陷的统计、空间相关性和动力学,我们证明了它们描述这种内在集体运动的能力。此外,与这些拓扑缺陷相关,我们揭示了湍流样逆能量级联的开始,其中动能随着时间的推移在不同长度尺度上转移。随着系统的演化,能量传递的功率标度随观测时间的延长而增大。我们的研究结果表明,拓扑概念可以扩展到极性活性物质的非平衡动力学,揭示了微观拓扑过程与活性颗粒流体中出现的大规模行为之间的直接联系,这些流体在颗粒尺度上既缺乏明确的运动方向,也缺乏固有的取向轴。
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引用次数: 0
Probabilistic mapping and automated segmentation of human brainstem white matter bundles 人类脑干白质束的概率映射和自动分割
IF 11.1 1区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Pub Date : 2026-02-06 DOI: 10.1073/pnas.2509321123
Mark D. Olchanyi, David R. Schreier, Jian Li, Chiara Maffei, Annabel Sorby-Adams, Hannah C. Kinney, Brian C. Healy, Holly J. Freeman, Jared Shless, Christophe Destrieux, Henry Tregidgo, Juan Eugenio Iglesias, Emery N. Brown, Brian L. Edlow
Brainstem white matter (WM) bundles are essential conduits for neural signals that modulate homeostasis and consciousness. Their architecture forms the anatomic basis for brainstem connectomics, subcortical circuit models, and deep brain navigation tools. However, their small size and complex morphology, compared to cerebral WM, makes mapping and segmentation challenging in neuroimaging. As a result, fundamental questions about brainstem modulation of human homeostasis and consciousness remain unanswered. We leverage diffusion MRI tractography to create BrainStem Bundle Tool (BSBT), which automatically segments eight WM bundles in the rostral brainstem. BSBT performs segmentation on a custom probabilistic fiber map using a convolutional neural network architecture tailored to detect small anatomic structures. We demonstrate BSBT’s robustness across diffusion MRI acquisition protocols with in vivo scans of healthy subjects and ex vivo scans of human brain specimens with corresponding histology. BSBT also detected distinct brainstem bundle alterations in patients with Alzheimer’s disease, Parkinson’s disease, multiple sclerosis, and traumatic brain injury through tract-based analysis and classification tasks. Finally, we provide proof-of-principle evidence for the prognostic utility of BSBT in a longitudinal analysis of traumatic coma recovery. BSBT creates opportunities for scalable mapping of brainstem WM bundles and investigation of their role in a broad spectrum of neurological disorders.
脑干白质(WM)束是调节体内平衡和意识的神经信号的重要通道。它们的结构构成了脑干连接组学、皮层下回路模型和深部脑导航工具的解剖学基础。然而,与脑WM相比,它们的体积小,形态复杂,使得神经成像中的映射和分割具有挑战性。因此,关于脑干调节人类体内平衡和意识的基本问题仍然没有答案。我们利用弥散MRI束图创建了脑干束工具(BSBT),该工具可以自动分割吻侧脑干中的8个WM束。BSBT使用专门用于检测小解剖结构的卷积神经网络架构在自定义概率纤维图上执行分割。我们通过健康受试者的体内扫描和具有相应组织学的人脑标本的离体扫描,证明了BSBT在扩散MRI采集方案中的稳健性。BSBT还通过基于神经束的分析和分类任务,在阿尔茨海默病、帕金森病、多发性硬化症和创伤性脑损伤患者中检测到明显的脑干束改变。最后,我们在创伤性昏迷恢复的纵向分析中为BSBT的预后效用提供了原则性证据。BSBT为脑干WM束的可扩展映射和研究它们在广泛的神经系统疾病中的作用创造了机会。
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引用次数: 0
期刊
Proceedings of the National Academy of Sciences of the United States of America
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