Multiscale mathematical modeling

  • 文章类型: Journal Article
    肝细胞的脂质和葡萄糖代谢不仅受胰岛素和胰高血糖素等主要激素的调节,而且还受许多其他因素的调节。包括钙离子。最近,线粒体相关膜(MAM)功能障碍与不正确的IP3受体调节已被证明会导致肝细胞中异常的钙信号传导。这种功能障碍可进一步导致肝代谢病理。然而,MAM功能障碍的确切贡献,不正确的IP3受体调节和对钙-胰岛素-胰高血糖素相互作用的胰岛素抵抗尚不清楚.在这项工作中,我们分析了异常钙信号和胰岛素功能障碍在肝细胞中的作用,提出了一个模型的肝细胞代谢调控网络,并详细关注模型的构建细节,除了生物学方面。在这项工作中,我们通过建立肝细胞代谢调节网络模型,分析了异常钙信号和胰岛素功能障碍在肝细胞中的作用。我们专注于模型构建细节,模型验证,和预测。我们描述了sigmoidHill函数对信号过程的动态调节。特别是,作为非特异性胰岛素功能障碍模型,我们研究了Hill功能斜率和Hill功能极值之间的距离对肝细胞代谢过程的影响.我们还解决了葡萄糖肝处理的特征时间与肝细胞中典型的钙振荡周期之间的显着时间差。我们的建模结果表明,钙信号功能障碍导致餐后葡萄糖水平异常增加,空腹血糖异常下降,和储存的糖原量减少。葡萄糖磷酸化的胰岛素功能障碍,葡萄糖去磷酸化,糖原分解也会引起明显的影响。我们还对所谓的肝胰岛素抵抗悖论有所了解,证实了关于胰岛素通过功能失调的脂肪细胞脂解作用对肝细胞的间接作用的假设。
    Hepatocyte lipid and glucose metabolism is regulated not only by major hormones like insulin and glucagon but also by many other factors, including calcium ions. Recently, mitochondria-associated membrane (MAM) dysfunction combined with incorrect IP3-receptor regulation has been shown to result in abnormal calcium signaling in hepatocytes. This dysfunction could further lead to hepatic metabolism pathology. However, the exact contribution of MAM dysfunction, incorrect IP3-receptor regulation and insulin resistance to the calcium-insulin-glucagon interplay is not understood yet. In this work, we analyze the role of abnormal calcium signaling and insulin dysfunction in hepatocytes by proposing a model of hepatocyte metabolic regulatory network with a detailed focus on the model construction details besides the biological aspect. In this work, we analyze the role of abnormal calcium signaling and insulin dysfunction in hepatocytes by proposing a model of hepatocyte metabolic regulatory network. We focus on the model construction details, model validation, and predictions. We describe the dynamic regulation of signaling processes by sigmoid Hill function. In particular, we study the effect of both the Hill function slope and the distance between Hill function extremes on metabolic processes in hepatocytes as a model of nonspecific insulin dysfunction. We also address the significant time difference between characteristic time of glucose hepatic processing and a typical calcium oscillation period in hepatocytes. Our modeling results show that calcium signaling dysfunction results in an abnormal increase in postprandial glucose levels, an abnormal glucose decrease in fasting, and a decreased amount of stored glycogen. An insulin dysfunction of glucose phosphorylation, glucose dephosphorylation, and glycogen breakdown also cause a noticeable effect. We also get some insight into the so-called hepatic insulin resistance paradox, confirming the hypothesis regarding indirect insulin action on hepatocytes via dysfunctional adipocyte lipolysis.
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  • 文章类型: Review
    聚合物纳米颗粒是高度可调的药物递送系统,其在将治疗剂靶向至体内的特定部位中显示出希望。合理的纳米粒子设计可以利用数学模型来组织和扩展实验数据,允许特定药物递送应用的纳米粒子的优化。虽然从改善治疗和减少不必要的实验的角度来看,合理的纳米粒子设计是有吸引力的,它尚未完全实现。困难在于纳米粒子结构和行为的复杂性,这增加了纳米粒子在整个身体中运动所涉及的生理机制的复杂性。在这次审查中,我们讨论了聚合物纳米粒子合理设计的最重要方面。最终,我们得出的结论是,需要许多实验数据集来完全模拟聚合物纳米颗粒在多个尺度上的行为。Further,我们建议在创建纳米粒子设计优化方案时考虑实验数据的局限性和不确定性的方法,我们称之为定量纳米粒子设计框架。
    Polymeric nanoparticles are highly tunable drug delivery systems that show promise in targeting therapeutics to specific sites within the body. Rational nanoparticle design can make use of mathematical models to organize and extend experimental data, allowing for optimization of nanoparticles for particular drug delivery applications. While rational nanoparticle design is attractive from the standpoint of improving therapy and reducing unnecessary experiments, it has yet to be fully realized. The difficulty lies in the complexity of nanoparticle structure and behavior, which is added to the complexity of the physiological mechanisms involved in nanoparticle distribution throughout the body. In this review, we discuss the most important aspects of rational design of polymeric nanoparticles. Ultimately, we conclude that many experimental datasets are required to fully model polymeric nanoparticle behavior at multiple scales. Further, we suggest ways to consider the limitations and uncertainty of experimental data in creating nanoparticle design optimization schema, which we call quantitative nanoparticle design frameworks.
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  • 文章类型: Journal Article
    与传统的口服和注射给药相比,中药透皮给药具有鲜明的特点和优势,可以避免肝脏的“首过效应”和胃肠道的破坏,保持稳定的血液浓度,延长药物作用时间。然而,目前经皮给药的基础理论和技术研究相对有限,特别是关于透皮给药的新载体的研究和皮肤的药代动力学研究,成为经皮给药发展的瓶颈。雷公藤甲素是雷公藤的主要活性成分之一,它显示了对多囊肾病和胰腺癌小鼠模型的活性,但其物理性质和严重的毒性限制了其治疗潜力。由于前面提到的经皮给药的优点,在这项研究中,我们对一种新型雷公藤甲素透皮给药系统的药代动力学进行了详细分析.制备了雷公藤甲素纳米乳液凝胶并作为新的递送系统,并描述了离体特征。通过皮肤-血液同步微透析联合LC/MS研究了不同雷公藤甲素透皮给药制剂的代谢特征。多尺度建模框架,采用分子动力学和有限元模型模拟雷公藤甲素在皮肤中的运输过程,探索其药代动力学和数学模型。本研究表明该三层模型可用于经皮给药系统药物扩散研究。因此,这对于经皮给药系统的设计和剂型的优化是有益的。基于体内微透析技术的药物浓度测量,可以更准确地测量药物在皮肤中的扩散系数,数值结果可以得到验证。因此,微透析技术与数学建模相结合,为进一步研究透皮给药系统提供了很好的平台。本研讨将为中药透皮给药的药代动力学研讨供给新的技巧和办法。这对阐明经皮药物吸收的代谢转化以及筛选合适的经皮给药药物和剂型具有重要的理论和现实意义。
    Compared with traditional oral and injection administration, the transdermal administration of traditional Chinese medicine has distinctive characteristics and advantages, which can avoid the \"first pass effect\" of the liver and the destruction of the gastrointestinal tract, maintain a stable blood concentration, and prolong drug action time. However, the basic theory and technology research in transdermal drug delivery are relatively limited at present, especially regarding research on new carriers of transdermal drug delivery and pharmacokinetic studies of the skin, which has become a bottleneck of transdermal drug delivery development. Triptolide is one of the main active components of Tripterygium wilfordii, which displays activities against mouse models of polycystic kidney disease and pancreatic cancer but its physical properties and severe toxicity limit its therapeutic potential. Due to the previously mentioned advantages of transdermal administration, in this study, we performed a detail analysis of the pharmacokinetics of a new transdermal triptolide delivery system. Triptolide nanoemulsion gels were prepared and served as new delivery systems, and the ex vivo characteristics were described. The metabolic characteristics of the different triptolide transdermal drug delivery formulations were investigated via skin-blood synchronous microdialysis combined with LC/MS. A multiscale modeling framework, molecular dynamics and finite element modeling were adopted to simulate the transport process of triptolide in the skin and to explore the pharmacokinetics and mathematical patterns. This study shows that the three-layer model can be used for transdermal drug delivery system drug diffusion research. Therefore, it is profitable for transdermal drug delivery system design and the optimization of the dosage form. Based on the drug concentration of the in vivo microdialysis measurement technology, the diffusion coefficient of drugs in the skin can be more accurately measured, and the numerical results can be verified. Therefore, the microdialysis technique combined with mathematical modeling provides a very good platform for the further study of transdermal delivery systems. This research will provide a new technology and method for the study of the pharmacokinetics of traditional Chinese medicine transdermal drug delivery. It has important theoretical and practical significance in clarifying the metabolic transformation of percutaneous drug absorption and screening for appropriate drugs and dosage forms of transdermal drug delivery.
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  • 文章类型: Journal Article
    Paxlovid很有前途,口服生物可利用的新型SARS-CoV-2药物具有优异的安全性。我们的主要目标是探索这种新抗病毒药物的药理特征。为了提供对Paxlovid的详细评估,我们提出了一种混合多尺度数学方法。我们证明了目前的计算机评估结果与临床预期非常吻合:一方面,我们的计算成功地复制了实际体外实验的结果;另一方面,我们验证了Paxlovid的两个主要成分(nirmatrelvir和ritonavir)的充分性和必要性,以简化体内病例。此外,在我们的计算框架的模拟背景下,我们可视化早期干预的重要性,并确定单位长度延迟导致组织损伤程度最高的时间窗.最后,详细探讨了结果对病毒扩散系数的敏感性。
    Paxlovid is a promising, orally bioavailable novel drug for SARS-CoV-2 with excellent safety profiles. Our main goal here is to explore the pharmacometric features of this new antiviral. To provide a detailed assessment of Paxlovid, we propose a hybrid multiscale mathematical approach. We demonstrate that the results of the present in silico evaluation match the clinical expectations remarkably well: on the one hand, our computations successfully replicate the outcome of an actual in vitro experiment; on the other hand, we verify both the sufficiency and the necessity of Paxlovid\'s two main components (nirmatrelvir and ritonavir) for a simplified in vivo case. Moreover, in the simulated context of our computational framework, we visualize the importance of early interventions and identify the time window where a unit-length delay causes the highest level of tissue damage. Finally, the results\' sensitivity to the diffusion coefficient of the virus is explored in detail.
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  • 文章类型: Journal Article
    背景:小鼠大脑皮层中的神经发生涉及两种主要类型的祖细胞的协调分裂,谁的数字,分裂模式和细胞周期持续时间设置最终的神经元输出。为了了解这些因素在神经发生过程中的各自作用,我们将体内实验研究与神经祖细胞动力学的数学建模和数值模拟相结合。特别关注中间祖细胞(IP)的数量,转运扩增祖细胞类型与最终神经元池的大小密切相关。
    结果:描述IP动力学的多尺度形式主义允许人们跟踪细胞在细胞周期后续阶段的进展,以及不同细胞数量的时间演变。我们的模型考虑了参与神经发生的顶端祖细胞(AP)的分裂,神经源性和增殖性IPs,和新生的神经元。从一个群体到另一个群体的转移率受分裂模式(增殖,或神经原性),并且可能是时变的。模型输出成功地拟合了来自皮质发育不同阶段的小鼠胚胎的实验细胞数,考虑到IP和神经元,以调整数值参数。我们提供了有关细胞动力学的其他信息,如有丝分裂和S期指数,和神经源性分数。
    结论:将该模型应用于Ftm/Rpgrip1l的小鼠突变体,一个与人类纤毛病变有严重脑异常的基因,揭示了神经发生期的缩短,与神经发生中期的顶端祖细胞的新生IP流入增加有关。我们的模型可用于研究具有皮质神经发生缺陷的其他小鼠突变体,并可适用于研究祖细胞动力学在皮质进化和人类疾病中的重要性。
    BACKGROUND: Neurogenesis in the murine cerebral cortex involves the coordinated divisions of two main types of progenitor cells, whose numbers, division modes and cell cycle durations set up the final neuronal output. To understand the respective roles of these factors in the neurogenesis process, we combine experimental in vivo studies with mathematical modeling and numerical simulations of the dynamics of neural progenitor cells. A special focus is put on the population of intermediate progenitors (IPs), a transit amplifying progenitor type critically involved in the size of the final neuron pool.
    RESULTS: A multiscale formalism describing IP dynamics allows one to track the progression of cells along the subsequent phases of the cell cycle, as well as the temporal evolution of the different cell numbers. Our model takes into account the dividing apical progenitors (AP) engaged into neurogenesis, both neurogenic and proliferative IPs, and the newborn neurons. The transfer rates from one population to another are subject to the mode of division (proliferative, or neurogenic) and may be time-varying. The model outputs are successfully fitted to experimental cell numbers from mouse embryos at different stages of cortical development, taking into account IPs and neurons, in order to adjust the numerical parameters. We provide additional information on cell kinetics, such as the mitotic and S phase indexes, and neurogenic fraction.
    CONCLUSIONS: Applying the model to a mouse mutant for Ftm/Rpgrip1l, a gene involved in human ciliopathies with severe brain abnormalities, reveals a shortening of the neurogenic period associated with an increased influx of newborn IPs from apical progenitors at mid-neurogenesis. Our model can be used to study other mouse mutants with cortical neurogenesis defects and can be adapted to study the importance of progenitor dynamics in cortical evolution and human diseases.
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