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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 : 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 9 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 dataset. We used this dataset to train a Conditional Variational Autoencoder (CVAE), 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 which 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
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 : 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
EB3-informed dynamics of the microtubule stabilizing cap during stalled growth. 停滞生长期间微管稳定帽的 EB3 信息动力学
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3314
Maurits Kok, Florian Huber, Svenja-Marei Kalisch, Marileen Dogterom

Microtubule stability is known to be governed by a stabilizing GTP/GDP-Pi cap, but the exact relation between growth velocity, GTP hydrolysis and catastrophes remains unclear. We investigate the dynamics of the stabilizing cap through in vitro reconstitution of microtubule dynamics in contact with micro-fabricated barriers, using the plus-end binding protein GFP-EB3 as a marker for the nucleotide state of the tip. The interaction of growing microtubules with steric objects is known to slow down microtubule growth and accelerate catastrophes. We show that the lifetime distributions of stalled microtubules, as well as the corresponding lifetime distributions of freely growing microtubules, can be fully described with a simple phenomenological 1D model based on noisy microtubule growth and a single EB3-dependent hydrolysis rate. This same model is furthermore capable of explaining both the previously reported mild catastrophe dependence on microtubule growth rates and the catastrophe statistics during tubulin washout experiments.

众所周知,微管稳定性受稳定GTP/GDP-Pi帽的支配,但生长速度、GTP水解和灾难之间的确切关系仍不清楚。我们使用正端结合蛋白 GFP-EB3 作为顶端核苷酸状态的标记,通过体外重构微管与微加工屏障接触时的动态,研究了稳定帽的动态。众所周知,生长中的微管与立体物体的相互作用会减缓微管的生长并加速灾难的发生。我们的研究表明,停滞微管的寿命分布以及自由生长微管的相应寿命分布,可以用一个简单的现象学一维模型来完全描述,该模型基于嘈杂的微管生长和单一的依赖 EB3 的水解速率。此外,该模型还能解释之前报道的微管生长速率的轻度灾难依赖性以及管蛋白冲洗实验中的灾难统计。
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引用次数: 0
Effects of molecular interaction and liver sinusoidal mechanical properties on leukocyte adhesions. 分子相互作用和肝窦机械特性对白细胞粘附的影响
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3315
Jingchen Zhu, Shenbao Chen, Lüwen Zhou, Xiaobo Gong, Yuhong Cui, Yan Zhang, Mian Long, Shouqin Lü

It is interesting to find pathologically that leukocytes, especially neutrophils, tend to adhere in the liver sinusoids dominantly but not in the post-sinusoidal venules. While both views of receptor-ligand interactions and physical trapping are proposed for mediating leukocyte adhesion in liver sinusoids, integrated investigations for classifying their respective contributions are poorly presented. With a combination of Monte Carlo simulation and immersed boundary method (IBM), this study explored numerically the effects of molecular interaction kinetics and sinusoidal mechanical properties on leukocyte adhesion in liver sinusoid jointly. Results showed that, within the range of biological limitations, the lumen stenosis ratio, leukocyte stiffness, Disse space stiffness and endothelium permeability regulate the comprehensive adhesion process in a descending order of significance in the presence of receptor-ligand interactions. While leukocyte adhesions could be mutually promoted with proper combinations of leukocyte stiffness, lumen stenosis, and molecular interaction, the binding affinity is insensitive under the conditions with low leukocyte stiffness in normal lumen stenosis and high leukocyte stiffness in high lumen stenosis. This work deepened the understanding of recruitment mechanism of leukocyte in liver sinusoids.

有趣的是,病理学发现白细胞,尤其是中性粒细胞,往往主要粘附在肝窦,而不粘附在窦后静脉。虽然受体-配体相互作用和物理捕获这两种观点都被认为是肝窦中白细胞粘附的介导因素,但对其各自贡献进行分类的综合研究却少之又少。本研究结合蒙特卡洛模拟和沉浸边界法(IBM),从数值上探讨了分子相互作用动力学和窦道机械特性对肝窦中白细胞粘附的共同影响。结果表明,在生物学限制范围内,在受体-配体相互作用的情况下,管腔狭窄率、白细胞硬度、Disse空间硬度和内皮通透性依次调节着综合粘附过程。白细胞硬度、管腔狭窄程度和分子相互作用的适当组合可相互促进白细胞粘附,但在管腔正常狭窄时白细胞硬度低,而在管腔高度狭窄时白细胞硬度高的条件下,结合亲和力不敏感。这项工作加深了人们对肝窦中白细胞募集机制的理解。
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引用次数: 0
Blink nadir measurements of sarcoplasmic reticulum are consistent with strong local Ca2+ depletion. 肌浆网的眨眼最低点测量结果与局部 Ca2+ 严重耗竭一致。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2024-11-26 DOI: 10.1016/j.bpj.2024.11.3316
Dirk Gillespie

Ca2+ blinks measure the exit of Ca2+ from the junctional sarcoplasmic reticulum (JSR) in a cardiac myocyte during a Ca2+ spark. Here, the relationship between experimental blink fluorescence measurements and the [Ca2+] in the JSR is explored using long 3D simulations of diastolic Ca2+ release. For a fast intra-SR Ca2+-activated fluorophore like Fluo-5N, we show that a simple mathematical formula relates the two for an ideal blink (i.e., when fluorescence signals come only from the JSR). The formula shows that normalized JSR [Ca2+] is much lower than the normalized fluorescence and that JSR Ca2+ depletes ∼40-50% more than previously inferred from blink fluorescence measurements. In addition, we show that stray fluorescence signals (e.g., from other parts of the sarcoplasmic reticulum network) can mask even deeper Ca2+ depletion. Overall, the simulations show that strong JSR Ca2+ depletion like that seen in many simulations is consistent with the relatively moderate fluorescence changes seen in experiments.

Ca2+ 闪烁测量的是 Ca2+ 火花过程中 Ca2+ 从心肌细胞的交界肌质网(JSR)中流出的情况。在此,我们利用舒张期 Ca2+ 释放的长三维模拟探讨了实验性眨眼荧光测量值与 JSR 中 [Ca2+] 之间的关系。对于像 Fluo-5N 这样的快速 SR 内 Ca2+ 激活荧光团,我们发现一个简单的数学公式可以将理想闪烁(即荧光信号仅来自 JSR)中的两者联系起来。该公式表明,归一化 JSR [Ca2+] 远远低于归一化荧光,而且 JSR Ca2+ 的消耗量比以前从眨眼荧光测量中推断的要多∼40-50%。此外,我们还发现杂散荧光信号(如来自肌质网其他部分的信号)会掩盖更深的 Ca2+ 消耗。总之,模拟结果表明,许多模拟结果中出现的强烈 JSR Ca2+ 耗竭与实验中出现的相对温和的荧光变化是一致的。
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引用次数: 0
Connecting single-molecule and super-resolution 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 : 2024-11-25 DOI: 10.1016/j.bpj.2024.11.3308
Jian Liu, Taekjip Ha

Recent developments of single-molecule and super-resolution 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
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 : 2024-11-25 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 simulation (MD) 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 two 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 two 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 non-polar (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 : 2024-11-25 DOI: 10.1016/j.bpj.2024.11.3309
Edon Rabinowitz, David Bark
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引用次数: 0
Charge of karyopherins and nuclear FG-Nups are key ingredients of nucleocytoplasmic transport. 核糖体蛋白和核FG-Nups的电荷是核细胞质运输的关键因素。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2024-11-25 DOI: 10.1016/j.bpj.2024.11.3313
Ankur Mishra, Erik Van der Giessen, Patrick R Onck

The nuclear pore complex (NPC) is responsible for the selective transport of biomolecules in and out of the nucleus. This selective feature is achieved through intrinsically disordered proteins, FG-nups, that are anchored to the inner wall of the NPC. Cargo smaller than approximately 5 nm can rapidly diffuse through the NPC whereas larger cargo is increasingly slowed down. Larger cargos bound to chaperone proteins (from the karyopherin or Kap family) can still be transported due to non-specific interactions with the FG-Nups. Although various mechanisms for the transport of Kaps have been proposed, a consensus has still to be reached. Here we conducted a coarse-grained molecular dynamics study to shed light on Kap translocation through NPCs. We investigated the effect of Kap surface charge and hydrophobicity on the transport rate. We found that the negative charge of the Kaps is essential for transport whereas Kap hydrophobicity of the transport particle aids in the translocation. Interestingly, our results indicate that the positive net charge of the nuclear Nups (especially Nup1) is instrumental for the transport of Kaps, revealing a (previously proposed) gradient of increasing binding affinity of the Kaps with FG-Nups from the cytoplasm to the nucleus.

核孔复合体(NPC)负责将生物大分子有选择地运入和运出细胞核。这种选择性功能是通过锚定在核孔复合体内壁上的固有无序蛋白(FG-nups)实现的。小于约 5 纳米的货物可以快速扩散通过 NPC,而较大的货物则会越来越慢。由于与 FG-Nups 的非特异性相互作用,与伴侣蛋白(来自 karyopherin 或 Kap 家族)结合的较大货物仍可被运输。尽管人们提出了各种 Kaps 运输机制,但仍未达成共识。在此,我们进行了一项粗粒度分子动力学研究,以揭示 Kap 通过 NPC 的转运。我们研究了 Kap 表面电荷和疏水性对转运速率的影响。我们发现,Kap的负电荷对转运至关重要,而转运粒子的Kap疏水性则有助于转运。有趣的是,我们的研究结果表明,核Nups(尤其是Nup1)的正净电荷有助于Kaps的运输,揭示了(以前提出的)Kaps与FG-Nups的结合亲和力从细胞质到细胞核的梯度增加。
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引用次数: 0
Advances in Ligand-based Surface Engineering Strategies for Fine-Tuning T cell Mechanotransduction toward Efficient Immunotherapy. 基于配体的表面工程策略在微调 T 细胞机械传导以实现高效免疫疗法方面的进展。
IF 3.2 3区 生物学 Q2 BIOPHYSICS Pub Date : 2024-11-25 DOI: 10.1016/j.bpj.2024.11.1512
Ngoc Luu, Junru Liao, Yifei Fang, Weiqiang Chen

T cell-based immunotherapy has recently emerged a promising strategy to treat cancer, which requires the activation of antigen-directed cytotoxicity to kill cancer cells. Mechanical signaling, although often overshadowed by its biochemical counterpart, play a crucial role in T cell anti-cancer responses, from activation to cytolytic killing. Rapid advancements in the fields of chemistry, biomaterial, and micro/nanoengineering offer an interdisciplinary approach to incorporate mechano- and immuno-modulatory ligands, including but not limited to synthetic peptides, small molecules, cytokines, artificial antigens, onto the biomaterial-based platforms to modulate mechanotransducive processes in T cells. Surface engineering of these immunomodulatory ligands with optimization of ligand density, geometrical arrangement, and mobility are proven to better mimic natural ligation between immunoreceptor-ligand to directly enhance or inhibit mechanotransduction pathways in T cells, through triggering upstream mechanosensitive channels, adhesion molecules, cytoskeletal components, or downstream mechano-immunological regulators. Despite its tremendous potential, however, current research on this new biomaterial surface engineering approach for mechano-modulatory of T cell activation and effector functions remains in a nascent stage. This review highlights the recent progress in this new direction, focusing on achievements in mechano-modulatory ligand-based surface engineering strategies and underlying principles, and outlooks the further research in the rapidly evolving field of T cell mechanotransduction engineering for efficient immunotherapy.

以 T 细胞为基础的免疫疗法最近已成为一种很有前途的癌症治疗策略,它需要激活抗原导向的细胞毒性来杀死癌细胞。机械信号虽然常常被生化信号所掩盖,但在 T 细胞抗癌反应(从激活到细胞溶解杀伤)中发挥着至关重要的作用。化学、生物材料和微/纳米工程领域的快速发展提供了一种跨学科方法,将机械和免疫调节配体(包括但不限于合成肽、小分子、细胞因子、人工抗原)整合到生物材料平台上,以调节 T 细胞的机械传导过程。事实证明,通过优化配体密度、几何排列和流动性对这些免疫调节配体进行表面工程处理,可以更好地模拟免疫受体与配体之间的自然连接,通过触发上游机械敏感通道、粘附分子、细胞骨架成分或下游机械免疫调节因子,直接增强或抑制 T 细胞的机械传导途径。尽管这种新的生物材料表面工程方法具有巨大的潜力,但目前有关其对 T 细胞活化和效应功能的机械调节作用的研究仍处于起步阶段。这篇综述着重介绍了这一新方向的最新进展,重点是基于配体的机械调节表面工程策略和基本原理方面的成就,并展望了为实现高效免疫疗法而在快速发展的 T 细胞机械传导工程领域开展的进一步研究。
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引用次数: 0
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