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Connecting single-molecule and superresolution microscopies to cell biology through theoretical modeling. 通过理论建模将单分子和超分辨率显微镜与细胞生物学联系起来。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3308
Jian Liu, Taekjip Ha

Recent developments of single-molecule and superresolution microscopies reveal novel spatial-temporal features of various cellular processes with unprecedented details, and greatly facilitate the development of theoretical models. In this review, we synthesize our view of how to meaningfully integrate these experimental approaches with theoretical modeling to obtain deeper understanding of the physical mechanisms of cell biology.

单分子显微镜和超分辨率显微镜的最新发展以前所未有的细节揭示了各种细胞过程的新时空特征,极大地促进了理论模型的发展。在这篇综述中,我们将总结如何将这些实验方法与理论建模有意义地结合起来,以获得对细胞生物学物理机制的更深入理解。
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引用次数: 0
Bayesian estimation of muscle mechanisms and therapeutic targets using variational autoencoders. 使用变异自动编码器对肌肉机制和治疗目标进行贝叶斯估计。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3310
Travis Tune, Kristina B Kooiker, Jennifer Davis, Thomas Daniel, Farid Moussavi-Harami

Cardiomyopathies, often caused by mutations in genes encoding muscle proteins, are traditionally treated by phenotyping hearts and addressing symptoms post irreversible damage. With advancements in genotyping, early diagnosis is now possible, potentially introducing earlier treatment. However, the intricate structure of muscle and its myriad proteins make treatment predictions challenging. Here, we approach the problem of estimating therapeutic targets for a mutation in mouse muscle using a spatially explicit half sarcomere muscle model. We selected nine rate parameters in our model linked to both small molecules and cardiomyopathy-causing mutations. We then randomly varied these rate parameters and simulated an isometric twitch for each combination to generate a large training data set. We used this data set to train a conditional variational autoencoder, a technique used in Bayesian parameter estimation. Given simulated or experimental isometric twitches, this machine learning model is able to then predict the set of rate parameters that are most likely to yield that result. We then predict the set of rate parameters associated with twitches from control mice with the cardiac troponin C (cTnC) I61Q variant and control twitches treated with the myosin activator Danicamtiv, as well as model parameters that recover the abnormal I61Q cTnC twitches.

心肌病通常由编码肌肉蛋白的基因突变引起,传统的治疗方法是对心脏进行表型分析,并在出现不可逆转的损伤后对症下药。随着基因分型技术的进步,现在可以进行早期诊断,从而有可能提前进行治疗。然而,肌肉结构复杂,蛋白质种类繁多,因此治疗预测具有挑战性。在这里,我们利用空间明确的半肌节肌肉模型来解决估计小鼠肌肉突变治疗目标的问题。我们在模型中选择了 9 个与小分子和心肌病致突变相关的速率参数。然后,我们随机改变这些速率参数,并对每种组合模拟等长抽动,以生成一个大型训练数据集。我们利用该数据集训练条件变异自动编码器(CVAE),这是一种用于贝叶斯参数估计的技术。给定模拟或实验等距抽动,该机器学习模型就能预测最有可能产生该结果的速率参数集。然后,我们预测了与患有心肌肌钙蛋白 C(cTnC)I61Q 变体的对照组小鼠抽搐和使用肌球蛋白激活剂 Danicamtiv 治疗的对照组小鼠抽搐相关的一组速率参数,以及恢复 I61Q cTnC 异常抽搐的模型参数。
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引用次数: 0
Aging of biomolecular condensates reveals complexity-Through diffusion dynamics. 生物分子凝聚体的老化揭示了扩散动力学的复杂性。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-12-02 DOI: 10.1016/j.bpj.2024.11.020
Ashok A Deniz
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引用次数: 0
High-frequency MHz-order vibration enables cell membrane remodeling and lipid microdomain manipulation. 高频兆赫振动可实现细胞膜重塑和脂质微域操作
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-10-16 DOI: 10.1016/j.bpj.2024.10.007
Lizebona A Ambattu, Blanca Del Rosal, Charlotte E Conn, Leslie Y Yeo

We elucidate the mechanism underpinning a recently discovered phenomenon in which cells respond to MHz-order mechanostimuli. Deformations induced along the plasma membrane under these external mechanical cues are observed to decrease the membrane tension, which, in turn, drives transient and reversible remodeling of its lipid structure. In particular, the increase and consequent coalescence of ordered lipid microdomains leads to closer proximity to mechanosensitive ion channels-Piezo1, in particular-that, due to crowding, results in their activation to mobilize influx of calcium (Ca2+) ions into the cell. It is the modulation of this second messenger that is responsible for the downstream signaling and cell fates that ensue. In addition, we show that such spatiotemporal control over the membrane microdomains in cells-without necessitating biochemical factors-facilitates aggregation and association of intrinsically disordered tau proteins in neuroblastoma cells, and their transformation to pathological conditions implicated in neurodegenerative diseases, thereby paving the way for the development of therapeutic intervention strategies.

我们阐明了最近发现的细胞对兆赫级机械刺激做出反应的现象的基本机制。我们观察到,在这些外部机械刺激下,沿着质膜诱发的形变会降低膜张力,进而推动其脂质结构发生瞬时和可逆的重塑。特别是,有序脂质微域的增加和随之而来的凝聚会导致更接近机械敏感性离子通道(尤其是 Diezo1),由于拥挤,它们会被激活,从而调动钙离子(Ca2+)流入细胞。正是这种对第二信使的调节导致了下游信号的产生和随之而来的细胞命运。此外,我们还展示了这种对细胞膜微域的时空控制--无需生化因素--促进了神经母细胞瘤细胞中内在紊乱的 tau 蛋白的聚集和结合,以及它们向与神经退行性疾病有关的病理状态的转变,从而为制定治疗干预策略铺平了道路。
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引用次数: 0
Formation of multicompartment structures through aging of protein-RNA condensates. 通过蛋白质-RNA凝结物的老化形成多室结构
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-22 DOI: 10.1016/j.bpj.2024.11.014
Katarzyna Makasewicz, Timo N Schneider, Prerit Mathur, Stavros Stavrakis, Andrew J deMello, Paolo Arosio

Cells can dynamically organize reactions through the formation of biomolecular condensates. These viscoelastic networks exhibit complex material properties and mesoscale architectures, including the ability to form multiphase assemblies. It was shown previously that condensates with complex architectures may arise at equilibrium in multicomponent systems or in condensates that were driven out of equilibrium by changes in external parameters such as temperature. In this study, we demonstrate that the aging of initially homogeneous protein-RNA condensates can spontaneously lead to the formation of kinetically arrested double-emulsion and core-shell structures without changes in external variables such as temperature or solution conditions. By combining time-resolved fluorescence-based experimental techniques with simulations based on the Cahn-Hilliard theory, we show that, as the protein-RNA condensates age, the decrease of the relative strength of protein-RNA interactions induces the release of RNA molecules from the dense phase. In condensates exceeding a critical size, aging combined with slow diffusion of the macromolecules trigger nucleation of dilute phase inside the condensates, which leads to the formation of double-emulsion structures. These findings illustrate a new mechanism of formation of multicompartment condensates.

细胞可以通过形成生物分子凝聚物动态地组织反应。这些粘弹性网络表现出复杂的材料特性和中尺度结构,包括形成多相组合的能力。以前的研究表明,具有复杂结构的凝聚物可能出现在多组分系统的平衡状态下,或者出现在因温度等外部参数变化而失去平衡的凝聚物中。在本研究中,我们证明了最初均质的蛋白质-RNA 凝聚物的老化可自发地导致形成动力学抑制的双乳液和核壳结构,而无需改变温度或溶液条件等外部变量。通过将基于时间分辨的荧光实验技术与基于卡恩-希利亚德理论的模拟相结合,我们发现随着蛋白质-RNA 凝聚物的老化,蛋白质-RNA 相互作用相对强度的降低会诱导 RNA 分子从致密相中释放出来。在超过临界尺寸的凝聚物中,老化与大分子的缓慢扩散相结合,引发凝聚物内部稀释相的成核,从而形成双乳液结构。这些发现说明了多室凝聚物形成的新机制。
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引用次数: 0
Context-dependent effect of polyethylene glycol on the structure and dynamics of hirudin. 聚乙二醇对水蛭素的结构和动力学的上下文依赖性影响
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3311
Arash Firouzbakht, Anomitra De, Martin Gruebele

Hirudin is a bioactive small protein that binds thrombin to interrupt the blood clotting cascade. It contains an ordered and a disordered (IDR) region. Conjugating with polyethylene glycol (PEGylation) is an important modification of biopharmaceuticals to improve their lifetime and retention. Here, we studied by molecular dynamics (MD) simulation how hirudin P18 and its PEGylated variant differ in their structural flexibility depending on binding to thrombin and charge screening by NaCl. We also compare with glycated hirP18 and the hirV1 variant to assess effects of different polar attachments and sequence variability. First, we synthesized unlabeled and PEG-labeled hirP18 followed by an activity assay to ascertain that the peptide-PEG conjugate retains anticoagulant activity. Next, we carried 16 different microsecond MD simulations of the different proteins, bound and unbound, for 2 sequences and different salt conditions. Simulations were analyzed in terms of scaling exponents to study the effect of ionic strength on hirudin size and solvent-exposed surface area. We conclude that charge patterning of the sequence and the presence of arginine are 2 important features for how PEG interacts with the protein folded and intrinsically disordered regions. Specifically, PEG can screen end-to-end electrostatic interactions by "hiding" a positively charged region of hirudin, whereas hirV1 is less sticky than hirP18 due to different PEG-hirudin hydrophobic interactions and the presence of an arginine in hirP18. Conjugation with either PEG or a glycan significantly reduces solvent-exposed area of hirudin, but PEG interacts more efficiently with surface residues than does glycan due to its narrower chain that can fit in surface grooves, and alternation of polar (oxygen) and nonpolar (CH2-CH2) groups that interact favorably with charged and hydrophobic surface patches.

水蛭素是一种生物活性小蛋白,能与凝血酶结合,从而阻断凝血级联反应。它包含有序区和无序区(IDR)。与聚乙二醇共轭(PEG 化)是生物制药的一种重要改性方法,可提高其寿命和保留率。在这里,我们通过分子动力学模拟(MD)研究了水蛭素 P18 及其 PEG 化变体在与凝血酶结合和 NaCl 电荷筛选时的结构灵活性有何不同。我们还比较了糖化水蛭素 P18 和水蛭素 V1 变体,以评估不同极性连接和序列变异的影响。首先,我们合成了未标记和 PEG 标记的 hirP18,然后进行了活性测定,以确定肽-PEG 共轭物保留了抗凝活性。接着,我们对两种序列和不同盐条件下的不同蛋白质(结合和未结合)进行了 16 次不同的微秒 MD 模拟。我们用比例指数分析了模拟结果,以研究离子强度对水蛭素大小和溶剂暴露表面积的影响。我们得出结论:序列的电荷模式化和精氨酸的存在是 PEG 与蛋白质折叠区和固有无序区相互作用的两个重要特征。具体来说,PEG 可以通过 "隐藏 "水蛭素的正电荷区域来筛选端对端静电相互作用,而 hirV1 由于 PEG 与水蛭素的疏水相互作用不同以及 hirP18 中精氨酸的存在,其粘性低于 hirP18。与 PEG 或聚糖共轭可显著减少水蛭素的溶剂暴露面积,但 PEG 与表面残基的相互作用比聚糖更有效,这是因为 PEG 的链更窄,可适合表面沟槽,而且极性(氧)和非极性(CH2-CH2)基团交替出现,有利于与带电和疏水表面斑块相互作用。
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引用次数: 0
Fragmented thrombi, targeted solutions: Exploring GPVI inhibition in high-shear environments. 破碎的血栓,有针对性的解决方案:探索高剪切环境中的 GPVI 抑制。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3309
Edon J Rabinowitz, David Bark
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引用次数: 0
Biased movement of monomeric kinesin-3 KLP-6 explained by a symmetric Brownian ratchet model. 用对称布朗棘轮模型解释单体驱动蛋白-3 KLP-6 的偏向运动
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3312
Tomoki Kita, Kazuo Sasaki, Shinsuke Niwa

Most kinesin molecular motors dimerize to move processively and efficiently along microtubules; however, some can maintain processivity even in a monomeric state. Previous studies have suggested that asymmetric potentials between the motor domain and microtubules underlie this motility. In this study, we demonstrate that the kinesin-3 family motor protein KLP-6 can move forward along microtubules as a monomer upon release of autoinhibition. This motility can be explained by a change in length between the head and tail, rather than by asymmetric potentials. Using mass photometry and single-molecule assays, we confirmed that activated full-length KLP-6 is monomeric both in solution and on microtubules. KLP-6 possesses a microtubule-binding tail domain, and its motor domain does not exhibit biased movement, indicating that the tail domain is crucial for the processive movement of monomeric KLP-6. We developed a mathematical model to explain the biased Brownian movements of monomeric KLP-6. Our model concludes that a slight conformational change driven by neck-linker docking in the motor domain enables the monomeric kinesin to move forward if a second microtubule-binding domain exists.

大多数驱动蛋白分子马达都是二聚体,可以沿着微管高效地运动;然而,有些驱动蛋白分子马达即使在单体状态下也能保持运动能力。先前的研究表明,马达结构域与微管之间的不对称电位是这种运动性的基础。在本研究中,我们证明了驱动蛋白-3 家族的运动蛋白 KLP-6 在释放自身抑制后可以作为单体沿着微管向前运动。这种运动性可以用头部和尾部之间的长度变化而不是不对称电位来解释。利用质量光度法和单分子测定法,我们证实活化的全长 KLP-6 在溶液中和微管上都是单体。KLP-6 有一个与微管结合的尾部结构域,而其运动结构域并不表现出偏向运动,这表明尾部结构域对于单体 KLP-6 的过程性运动至关重要。我们建立了一个数学模型来解释单体 KLP-6 的偏布朗运动。我们的模型得出结论:如果存在第二个微管结合结构域,则马达结构域中的颈部连接体对接所驱动的轻微构象变化可使单体驱动蛋白向前运动。
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引用次数: 0
Building a better bridge between models and experimental data for DNA. 在DNA模型和实验数据之间建立更好的桥梁。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-28 DOI: 10.1016/j.bpj.2024.11.3317
Oscar Gonzalez
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引用次数: 0
A continuum model of mechanosensation based on contractility kit assembly. 基于收缩套件组装的连续机械感觉模型
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2025-01-07 Epub Date: 2024-11-08 DOI: 10.1016/j.bpj.2024.10.020
David Dolgitzer, Alma I Plaza-Rodríguez, Miguel A Iglesias, Mark Allan C Jacob, Bethany A Todd, Douglas N Robinson, Pablo A Iglesias

The ability of cells to sense and respond to mechanical forces is crucial for navigating their environment and interacting with neighboring cells. Myosin II and cortexillin I form complexes known as contractility kits (CKs) in the cytosol, which facilitate a cytoskeletal response by accumulating locally at the site of inflicted stress. Here, we present a computational model for mechanoresponsiveness in Dictyostelium, analyzing the role of CKs within the mechanoresponsive mechanism grounded in experimentally measured parameters. Our model further elaborates on the established distributions and channeling of contractile proteins before and after mechanical force application. We rigorously validate our computational findings by comparing the responses of wild-type cells, null mutants, overexpression mutants, and cells deficient in CK formation to mechanical stresses. Parallel in vivo experiments measuring myosin II cortical distributions at equilibrium provide additional validation. Our results highlight the essential functions of CKs in cellular mechanosensitivity and suggest new insights into the regulatory dynamics of mechanoresponsiveness.

细胞感知机械力并对其做出反应的能力对其在环境中航行以及与邻近细胞相互作用至关重要。肌球蛋白 II 和皮质素 I 在细胞质中形成称为收缩力套件(CKs)的复合物,这些复合物通过在受压部位聚集而促进细胞骨架反应。在此,我们提出了竹荪机械响应性的计算模型,根据实验测量参数分析了 CKs 在机械响应机制中的作用。我们的模型进一步阐述了机械力作用前后收缩蛋白的既定分布和通道。我们通过比较野生型细胞、空白突变体、过表达突变体和缺乏 CK 形成的细胞对机械应力的反应,严格验证了我们的计算发现。测量平衡状态下肌球蛋白II皮质分布的平行体内实验提供了额外的验证。我们的研究结果强调了 CK 在细胞机械敏感性中的重要功能,并提出了有关机械敏感性调控动态的新见解。
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引用次数: 0
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