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Single unit electrophysiology recordings and computational modeling can predict octopus arm movement 单体电生理学记录和计算建模可预测章鱼的手臂运动
Pub Date : 2024-09-19 DOI: 10.1101/2024.09.13.612676
Nitish Satya Sai Gedela, Sachin Salim, Ryan D Radawiec, Julianna Marie Richie, Cynthia A Chestek, Anne Draelos, Galit Pelled
The octopus simplified nervous system holds the potential to reveal principles of motor circuits and improve brain-machine interface devices through computational modeling with machine learning and statistical analysis. Here, an array of carbon electrodes providing single-unit electrophysiology recordings were implanted into the octopus anterior nerve cord. The number of spikes and arm movements in response to stimulation at different locations along the arm were recorded. We observed that the number of spikes occurring within the first 100ms after stimulation were predictive of the resultant movement response. Computational models showed that temporal electrophysiological features could be used to predict whether an arm movement occurred with 88.64% confidence, and if it was a lateral arm movement or a grasping motion with 75.45% confidence. Both supervised and unsupervised methods were applied to gain streaming measurements of octopus arm movements and how their motor circuitry produces rich movement types in real time. Deep learning models and unsupervised dimension reduction identified a consistent set of features that could be used to distinguish different types of arm movements. These models generated predictions for how to evoke a particular, complex movement in an orchestrated sequence for an individual motor circuit.
章鱼简化神经系统有可能揭示运动电路的原理,并通过机器学习和统计分析建立计算模型来改进脑机接口设备。在这里,我们将提供单机电生理学记录的碳电极阵列植入章鱼前神经索。我们记录了沿手臂不同位置的尖峰数量和手臂运动对刺激的反应。我们观察到,刺激后头 100 毫秒内出现的尖峰数量可预测由此产生的运动反应。计算模型显示,时间电生理特征可用于预测是否发生手臂运动,置信度为 88.64%,而预测是侧臂运动还是抓握运动,置信度为 75.45%。为了获得章鱼手臂运动的流式测量数据,以及章鱼的运动电路如何实时产生丰富的运动类型,我们采用了有监督和无监督两种方法。深度学习模型和无监督降维确定了一组一致的特征,可用于区分不同类型的手臂运动。这些模型可预测如何在单个运动电路的协调序列中唤起特定的复杂运动。
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引用次数: 0
PiggyBac mediated transgenesis and CRISPR/Cas9 knockout in the greater waxmoth, Galleria mellonella PiggyBac 介导的大蜡蛾转基因和 CRISPR/Cas9 基因敲除技术
Pub Date : 2024-09-18 DOI: 10.1101/2024.09.17.613535
James C Pearce, Jennie Samantha Campbell, Joann L Prior, Richard W Titball, James G Wakefield
The larvae of the greater waxmoth, Galleria mellonella, are gaining prominence as a versatile non-mammalian in vivo model to study host-pathogen interactions. Their ability to be maintained at 37C, coupled with a broad susceptibility to human pathogens and a distinct melanisation response that serves as a visual indicator for larval health, positions Galleria as a powerful resource for infection research. Despite these advantages, the lack of genetic tools, such as those available for zebrafish and fruit flies, has hindered development of the full potential of Galleria as a model organism. In this study, we describe a robust methodology for generating transgenic Galleria using the PiggyBac transposon system and for precise gene knockouts via CRISPR/Cas9 technology. These advances significantly enhance the utility of Galleria in molecular research, opening the way to its widespread use as an inexpensive and ethically compatible animal model for infection biology and beyond.
大蜡蛾幼虫作为一种研究宿主与病原体相互作用的多功能非哺乳动物体内模型,正日益受到重视。它们能在 37C 温度下存活,对人类病原体具有广泛的易感性,并有明显的黑化反应,可作为幼虫健康的视觉指标,这一切使大蜡蛾成为感染研究的强大资源。尽管有这些优势,但由于缺乏像斑马鱼和果蝇那样的遗传工具,因此阻碍了对五倍子作为模式生物的全部潜力的开发。在本研究中,我们介绍了一种利用 PiggyBac 转座子系统和 CRISPR/Cas9 技术精确敲除基因的方法。这些进展大大提高了盖勒瑞亚在分子研究中的实用性,为其作为一种廉价且符合伦理的动物模型广泛应用于感染生物学及其他领域开辟了道路。
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引用次数: 0
Investigating the right heart hemodynamics in the Tetralogy of Fallot: a computational study 调查法洛氏四联症的右心血流动力学:一项计算研究
Pub Date : 2024-09-18 DOI: 10.1101/2024.09.13.612742
Francesca Renzi, Giovanni Puppini, Giovanni Battista Luciani, Christian Vergara
Characterizing flow within the right heart (RH) is particularly challenging due to its complex geometries.However, gaining insight into RH fluid dynamics is of extreme diagnostic importance given the high prevalence of acquired and congenital heart diseases with impaired RH functionality. In this study, we present a comprehensive, patient-specific, image-based computational analysis of the hemodynamics of the RH in healthy and repaired-ToF (ToF) cases. From multi-series cine-MTRI, we reconstruct the geometry and motion of the patient's right atrium, ventricle, and pulmonary and tricuspid valves. For this purpose, we develop a novel and flexible reconstruction procedure that enables us, for the first time, to integrate fully patient-specific tricuspid valve dynamics into a computational model, enhancing the accuracy of our RH blood flow simulations. This work provides novel insight into the altered hemodynamics of repaired-ToF RH with severe pulmonary regurgitation and into the hemodynamics changes induced by the pulmonary valve replacement intervention. Modelling the whole RH enables us to understand the contribution of the superior and inferior vena cava inflows to the ventricular filling, as well as the impact of the impaired right atrial function on the ventricular diastole. We analyze the turbulent and transitional behaviour by including the Large-Eddies Simulation sigma model in our computational framework. This highlights how the contribution of the smallest scales in the dissipation of the turbulent energy changes among health and disease.
由于右心(RH)的几何结构复杂,对其内部的流动进行表征尤其具有挑战性。然而,由于后天性和先天性心脏病的高发病率会导致右心功能受损,因此深入了解右心的流体动力学对诊断具有极其重要的意义。在本研究中,我们对健康和修复过的 ToF(ToF)病例的 RH 血流动力学进行了全面的、针对特定患者的、基于图像的计算分析。通过多序列 cine-MTRI,我们重建了患者右心房、心室、肺动脉瓣和三尖瓣的几何形状和运动。为此,我们开发了一种新颖、灵活的重建程序,使我们能够首次将患者特定的三尖瓣动力学完全整合到计算模型中,提高了我们的 RH 血流模拟的准确性。这项工作为我们提供了新的视角,使我们能够深入了解严重肺动脉反流的重修-ToF RH 的血流动力学变化,以及肺动脉瓣置换干预所引起的血流动力学变化。对整个 RH 进行建模使我们能够了解上腔静脉和下腔静脉流入对心室充盈的贡献,以及右心房功能受损对心室舒张的影响。我们通过在计算框架中加入大埃迪埃模拟西格玛模型来分析湍流和过渡行为。这突显了在健康和疾病之间,最小尺度对湍流能量耗散的贡献是如何变化的。
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引用次数: 0
A microinjection protocol for the greater waxworm moth, Galleria mellonella 大蜡蛾的显微注射方案
Pub Date : 2024-09-18 DOI: 10.1101/2024.09.17.613528
James C Pearce, Amy Housden, Nicola J Senior, Olivia L Champion, Joann L Prior, Richard W Titball, James G Wakefield
A limitation to the non-vertebrate 3Rs model Galleria mellonella has been the lack of genetic toolkit. A common requirement for genetic tractability is a method to introduce exogenous material to the unicellular embryo, the most common of which is microinjection. This short article describes a detailed method for rearing Galleria mellonella to collect large amounts of staged embryos and to dechorionate and microinject embryos with limited mortality.
非脊椎动物 Galleria mellonella 3Rs 模型的一个局限性是缺乏遗传工具包。遗传可操作性的一个共同要求是向单细胞胚胎引入外源物质的方法,其中最常见的是显微注射。这篇短文介绍了一种饲养黄蜂姬鼠的详细方法,该方法可收集大量分期胚胎,并对胚胎进行去绒毛处理和显微注射,且死亡率有限。
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引用次数: 0
Engineered Receptors for Soluble Cell-to-Cell Communication 用于细胞间可溶性通信的工程受体
Pub Date : 2024-09-18 DOI: 10.1101/2024.09.17.613377
Dan Ilya Piraner, Mohamad H Abedi, Maria J Duran Gonzalez, Adam Chazin-Gray, Iowis Zhu, Pavithran T Ravindran, Thomas Schlichthaerle, Buwei Huang, David Lee, David Baker, Kole T Roybal
Despite recent advances in mammalian synthetic biology, there remains a lack of modular synthetic receptors that can robustly respond to soluble ligands and in turn activate cellular functions. Such receptors would have extensive clinical potential to regulate the activity of engineered therapeutic cells, but to date only receptors against cell surface targets have approached clinical translation. To address this gap, we developed a receptor based on SynNotch, called synthetic intramembrane proteolysis receptors (SNIPRs), that have the added ability to be activated by soluble ligands, both natural and synthetic, with remarkably low baseline activity and high fold activation. SNIPRs are able to access an endocytic, pH-dependent cleavage mechanism to achieve soluble ligand sensing, in addition to employing a canonical-like pathway for detecting surface-bound ligands. We demonstrate the therapeutic capabilities of the receptor platform by localizing the activity of CAR T-cells to solid tumors where soluble disease-associated factors are expressed, bypassing the major hurdle of on-target off-tumor toxicity in bystander organs. We further applied the SNIPR platform to engineer fully synthetic signaling networks between cells orthogonal to natural signaling pathways, expanding the scope of synthetic biology. Our design framework enables cellular communication and environmental interactions, extending the capabilities of synthetic cellular networking in clinical and research contexts.
尽管哺乳动物合成生物学取得了最新进展,但仍缺乏能对可溶性配体做出强有力反应并进而激活细胞功能的模块化合成受体。这种受体在调节工程治疗细胞的活性方面具有广泛的临床潜力,但迄今为止,只有针对细胞表面靶点的受体已接近临床转化。为了填补这一空白,我们开发了一种基于 SynNotch 的受体,称为合成膜内蛋白水解受体(SNIPRs),这种受体还能被天然和合成的可溶性配体激活,基线活性极低,激活倍数极高。SNIPRs 除了采用类似于典范的途径检测表面结合配体外,还能通过内吞、pH 依赖性裂解机制实现可溶性配体感应。我们通过将 CAR T 细胞的活性定位到表达可溶性疾病相关因子的实体瘤上,证明了该受体平台的治疗能力,从而绕过了旁观器官的靶向非肿瘤毒性这一主要障碍。我们进一步应用 SNIPR 平台,在细胞间设计出与自然信号通路正交的全合成信号网络,从而扩大了合成生物学的范围。我们的设计框架实现了细胞通信和环境互动,拓展了合成细胞网络在临床和研究方面的能力。
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引用次数: 0
Synthesis and mechanical characterization of polyacrylamide (PAAm) hydrogels with different stiffnesses for large-batch cell culture applications 用于大批量细胞培养的具有不同硬度的聚丙烯酰胺(PAAm)水凝胶的合成与力学性能分析
Pub Date : 2024-09-18 DOI: 10.1101/2024.09.17.613503
Charlotte Cresens, Samet Aytekin, Behrad Shaghaghi, Lotte Gerrits, Ana Montero-Calle, Rodrigo Barderas, Paul Kouwer, Susana Rocha
The impact of mechanical cues on cell behavior is increasingly being recognized, rendering hydrogel platforms that mimic the extracellular matrix indispensable in in vitro cell biology research. Here, we present a step-by-step protocol for synthesis and rheological characterization of polyacrylamide (PAAm) hydrogels with varying stiffnesses, produced as large circular unattached gels customizable in shape and size. We outline methods for their use in cell culture and downstream applications involving secretome or cell analysis, and protein visualization by fluorescence microscopy.
人们越来越认识到机械线索对细胞行为的影响,因此在体外细胞生物学研究中,模拟细胞外基质的水凝胶平台不可或缺。在这里,我们将逐步介绍不同硬度的聚丙烯酰胺(PAAm)水凝胶的合成和流变学特性。我们概述了将其用于细胞培养和下游应用的方法,这些应用涉及分泌物组或细胞分析,以及通过荧光显微镜观察蛋白质。
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引用次数: 0
Capturing sclera anisotropy using direct collagen fiber models. Linking microstructure to macroscopic mechanical properties. 利用直接胶原纤维模型捕捉巩膜各向异性。将微观结构与宏观机械性能联系起来。
Pub Date : 2024-09-17 DOI: 10.1101/2024.09.12.612702
Fengting Ji, Mohammad R. Islam, Frederick Sebastian, Hannah Schilpp, Bingrui Wang, Yi Hua, Rouzbeh Amini, Ian A Sigal
Because of the crucial role of collagen fibers on soft tissue mechanics, there is great interest in techniques to incorporate them in computational models. Recently we introduced a direct fiber modeling approach for sclera based on representing the long interwoven fibers. Our method differs from the conventional continuum approach to modeling sclera that homogenizes the fibers and describes them as statistical distributions for each element. At large scale our method captured gross collagen fiber bundle architecture from histology and experimental intraocular pressure-induced deformations. At small scale, a direct fiber model of a sclera sample reproduced equi-biaxial experimental behavior from the literature. In this study our goal was a much more challenging task for the direct fiber modeling: to capture specimen-specific 3D fiber architecture and anisotropic mechanics of four sclera samples tested under equibiaxial and four non-equibiaxial loadings. Samples of sclera from three eyes were isolated and tested in five biaxial loadings following an approach previously reported. Using microstructural architecture from polarized light microscopy we then created specimen-specific direct fiber models. Model fiber orientations agreed well with the histological information (adjusted R2's>0.89). Through an inverse-fitting process we determined model characteristics, including specimen-specific fiber mechanical properties to match equibiaxial loading. Interestingly, the equibiaxial properties also reproduced all the non-equibiaxial behaviors. These results indicate that the direct fiber modeling method naturally accounted for tissue anisotropy within its fiber structure. Direct fiber modeling is therefore a promising approach to understand how macroscopic behavior arises from microstructure.
由于胶原纤维对软组织力学的重要作用,人们对将其纳入计算模型的技术非常感兴趣。最近,我们推出了一种基于长纤维交织的巩膜直接纤维建模方法。我们的方法不同于传统的连续体巩膜建模方法,后者将纤维均匀化,并将其描述为每个元素的统计分布。在大尺度上,我们的方法从组织学和眼内压引起的变形实验中捕捉到了胶原纤维束的结构。在小范围内,巩膜样本的直接纤维模型再现了文献中的等轴实验行为。在这项研究中,我们的目标是为直接纤维建模完成一项更具挑战性的任务:捕捉四个巩膜样本在等轴和四个非等轴载荷测试下的特定标本三维纤维结构和各向异性力学。按照之前报道的方法,从三只眼睛中分离出巩膜样本并进行了五次双轴载荷测试。利用偏振光显微镜观察到的微观结构,我们创建了针对具体样本的直接纤维模型。模型纤维方向与组织学信息非常吻合(调整后的 R2 值为 0.89)。通过反拟合过程,我们确定了模型的特征,包括与等轴荷载相匹配的特定标本纤维机械性能。有趣的是,等轴特性也再现了所有非等轴行为。这些结果表明,直接纤维建模方法自然地考虑了纤维结构中的组织各向异性。因此,直接纤维建模是了解微观结构如何产生宏观行为的一种有前途的方法。
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引用次数: 0
Precision Repair of Zone-Specific Meniscal Injuries Using a Tunable Extracellular Matrix-Based Hydrogel System 利用可调细胞外基质水凝胶系统精确修复特定区域的半月板损伤
Pub Date : 2024-09-17 DOI: 10.1101/2024.09.12.612723
Se-Hwan Lee, Zizhao Li, Ellen Y Zhang, Dong Hwa Kim, Ziqi Huang, Sang Jin Lee, Hyun-Wook Kang, Jason A Burdick, Robert L Mauck, Su Chin Heo
Meniscus injuries present significant therapeutic challenges due to their limited self-healing capacity and diverse biological and mechanical properties across meniscal tissue. Conventional repair strategies neglect to replicate the complex zonal characteristics within the meniscus, resulting in suboptimal outcomes. In this study, we introduce an innovative, age- and stiffness-tunable meniscus decellularized extracellular matrix (DEM)-based hydrogel system designed for precision repair of heterogeneous, zonal-dependent meniscus injuries. By synthesizing age-dependent DEM hydrogels, we identified distinct cellular responses: fetal bovine meniscus-derived DEM promoted chondrogenic differentiation, while adult meniscus-derived DEM supported fibrochondrogenic phenotypes. The incorporation of methacrylate hyaluronic acid (MeHA) further refined the mechanical properties and injectability of the DEM-based hydrogels. The combination of age-dependent DEM with MeHA allowed for precise stiffness tuning, influencing cell differentiation and closely mimicking native tissue environments. In vivo tests confirmed the biocompatibility of hydrogels and their integration with native meniscus tissues. Furthermore, advanced 3D bioprinting techniques enabled the fabrication of hybrid hydrogels with biomaterial and mechanical gradients, effectively emulating the zonal properties of meniscus tissue and enhancing cell integration. This study represents a significant advancement in meniscus tissue engineering, providing a promising platform for customized regenerative therapies across a range of heterogeneous fibrous connective tissues.
半月板损伤的自愈能力有限,且半月板组织的生物和机械特性各不相同,这给治疗带来了巨大挑战。传统的修复策略忽视了复制半月板内复杂的分区特征,导致效果不理想。在本研究中,我们介绍了一种创新的、可调节年龄和硬度的半月板脱细胞细胞外基质(DEM)水凝胶系统,该系统设计用于精确修复异质性、分区依赖性半月板损伤。通过合成与年龄相关的 DEM 水凝胶,我们发现了不同的细胞反应:胎牛半月板衍生的 DEM 可促进软骨分化,而成人半月板衍生的 DEM 则支持纤维软骨表型。甲基丙烯酸透明质酸(MeHA)的加入进一步改善了基于 DEM 的水凝胶的机械性能和可注射性。与年龄相关的 DEM 与 MeHA 的结合可实现精确的硬度调整,影响细胞分化并密切模拟原生组织环境。体内测试证实了水凝胶的生物相容性及其与原生半月板组织的结合。此外,先进的三维生物打印技术还能制造出具有生物材料和机械梯度的混合水凝胶,从而有效模拟半月板组织的带状特性并增强细胞整合。这项研究代表了半月板组织工程学的重大进展,为各种异质纤维结缔组织的定制再生疗法提供了一个前景广阔的平台。
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引用次数: 0
Interpenetrating networks of fibrillar and amorphous collagen promote cell spreading and hydrogel stability 纤维状胶原蛋白和无定形胶原蛋白的相互渗透网络促进了细胞扩散和水凝胶的稳定性
Pub Date : 2024-09-16 DOI: 10.1101/2024.09.11.612534
Lucia G. Brunel, Chris M. Long, Fotis Christakopoulos, Betty Cai, Patrik K. Johansson, Diya Singhal, Annika Enejder, David Myung, Sarah C Heilshorn
Hydrogels composed of collagen, the most abundant protein in the human body, are widely used as scaffolds for tissue engineering due to their ability to support cellular activity. However, collagen hydrogels with encapsulated cells often experience bulk contraction due to cell-generated forces, and conventional strategies to mitigate this undesired deformation often compromise either the fibrillar microstructure or cytocompatibility of the collagen. To support the spreading of encapsulated cells while preserving the structural integrity of the gels, we present an interpenetrating network (IPN) of two distinct collagen networks with different crosslinking mechanisms and microstructures. First, a physically self-assembled collagen network preserves the fibrillar microstructure and enables the spreading of encapsulated human corneal mesenchymal stromal cells. Second, an amorphous collagen network covalently crosslinked with bioorthogonal chemistry fills the voids between fibrils and stabilizes the gel against cell-induced contraction. This collagen IPN balances the biofunctionality of natural collagen with the stability of covalently crosslinked, engineered polymers. Taken together, these data represent a new avenue for maintaining both the fiber-induced spreading of cells and the structural integrity of collagen hydrogels by leveraging an IPN of fibrillar and amorphous collagen networks.
胶原蛋白是人体内含量最高的蛋白质,由胶原蛋白组成的水凝胶因其支持细胞活动的能力而被广泛用作组织工程支架。然而,包裹细胞的胶原蛋白水凝胶往往会因细胞产生的作用力而发生体积收缩,而缓解这种不良变形的传统策略往往会损害胶原蛋白的纤维微结构或细胞相容性。为了在保持凝胶结构完整性的同时支持包裹细胞的扩散,我们提出了一种由两种具有不同交联机制和微结构的胶原蛋白网络组成的互穿网络(IPN)。首先,物理自组装胶原蛋白网络保留了纤维状的微观结构,并使包裹的人角膜间充质基质细胞得以扩散。其次,用生物正交化学共价交联的无定形胶原蛋白网络填充了纤维之间的空隙,使凝胶稳定,防止细胞诱导的收缩。这种胶原蛋白 IPN 平衡了天然胶原蛋白的生物功能性和共价交联工程聚合物的稳定性。综合来看,这些数据代表了一种新的途径,即利用纤维状和无定形胶原蛋白网络的 IPN 来维持纤维诱导的细胞扩散和胶原蛋白水凝胶的结构完整性。
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引用次数: 0
Contributions of mechanical loading and hormonal changes to eccentric hypertrophy during volume overload: a Bayesian analysis using logic-based network models. 机械负荷和荷尔蒙变化对体积超负荷时偏心肥大的贡献:利用基于逻辑的网络模型进行的贝叶斯分析。
Pub Date : 2024-09-16 DOI: 10.1101/2024.09.12.612768
Johane H. Bracamonte, Lionel Watkins, Betty Pat, Louis J. Dell'Italia, Jeffrey J. Saucerman, Jeffrey W. Holmes
Primary mitral regurgitation (MR) is a pathology that alters mechanical loading on the left ventricle and induces a distinctive ventricular remodeling response known as eccentric hypertrophy. Drug therapies may alleviate symptoms, but only mitral valve repair can provide significant recovery of cardiac function and dimensions. However, 20% of patients still develop systolic dysfunction post-operatively despite being treated according to the current guidelines. Thus, better understanding of the hypertrophic process in the setting of ventricular volume overload (VO) is needed to improve and better personalize the management of MR. To address this knowledge gap, we employ a Bayesian approach to combine data from 70 studies on experimental volume overload in dogs and rats and use it to calibrate a logic-based network model of hypertrophic signaling in myocytes. The calibrated model suggests that growth in experimental VO is mostly driven by the neurohormonal response, with an initial increase in myocardial tissue stretch being compensated by subsequent remodeling fairly early in the time course of VO. This observation contrasts with a common perception that volume-overload hypertrophy is driven primarily by increased myocyte strain. The model suggests that Endothelin1 receptor activity plays a central role in driving hypertrophic responses and the activation of the fetal gene program. The model reproduces a number of responses to drug therapy not used in its calibration, and predicts that a combination of endothelin receptor antagonist and angiotensin receptor blockers would have the greatest potential to dampen cardiomyocyte hypertrophy and dysfunction in VO.
原发性二尖瓣反流(MR)是一种改变左心室机械负荷并诱发独特的心室重塑反应(称为偏心肥厚)的病理现象。药物疗法可减轻症状,但只有二尖瓣修复术才能显著恢复心脏功能和尺寸。然而,尽管按照现行指南进行了治疗,仍有 20% 的患者在术后出现收缩功能障碍。因此,需要更好地了解心室容量超负荷(VO)情况下的肥厚过程,以改进并更好地个性化 MR 的治疗。为了填补这一知识空白,我们采用贝叶斯方法将狗和大鼠实验性容量超载的 70 项研究数据结合起来,用于校准肌细胞肥大信号传导的逻辑网络模型。校准后的模型表明,实验性容量超载的增长主要是由神经激素反应驱动的,心肌组织伸展的初始增加在容量超载时间过程的相当早期就被随后的重塑所补偿。这一观察结果与人们普遍认为的体积超负荷肥厚主要由心肌细胞应变增加驱动的观点形成了鲜明对比。该模型表明,内皮素 1 受体的活性在驱动肥大反应和激活胎儿基因程序方面起着核心作用。该模型再现了一些在其校准过程中未使用的药物治疗反应,并预测内皮素受体拮抗剂和血管紧张素受体阻滞剂的组合最有可能抑制 VO 中的心肌细胞肥大和功能障碍。
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引用次数: 0
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bioRxiv - Bioengineering
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