Cardiac Bio-Nanonetwork: Extracellular Vesicles Release Modeling for Engineered Stem Cell-Derived Cardiomyocyte

Hamid Khoshfekr Rudsari, M. Veletić, J. Bergsland, I. Balasingham
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引用次数: 1

Abstract

Molecular communication (MC) is an interdisciplinary research area with vast potential in biomedical applications, including delivery of drugs or other therapeutic molecules in cardiovascular and other pathological conditions. The bio-molecules release modeling in MC systems is an open problem in designing the physical and chemical signal interaction level in the MC hierarchy. This also includes the release of extracellular vesicles (EVs), which are shed by all cell types and serve as nano-vehicles carrying various molecular cargo. In this paper, we propose to use engineered human induced pluripotent stem cells differentiated into atrial cardiomyocytes (ACMs) in a cardiac bio-nanonetwork and mathematically model the release of therapeutic EVs under voltage clamp. We study the stochastic nature of the proposed targeted drug delivery system by modeling the release process from engineered ACMs as a Poisson process. We model the engineered ACMs as an EV emission model, where the input signal is the voltage clamp to modulate the EV release, and the output signal is the rate of released EVs. We also study the non-linearity of the proposed EV emission system by a non-linear autoregressive exogenous model. Future drug delivery applications for cardiovascular diseases can utilize the proposed EV release modeling for engineered ACMs.
心脏生物纳米网络:工程干细胞衍生心肌细胞的细胞外囊泡释放模型
分子通信(MC)是一个跨学科的研究领域,在生物医学应用中具有巨大的潜力,包括药物或其他治疗分子在心血管和其他病理条件下的传递。生物分子释放模型的建立是生物分子结构中物理和化学信号相互作用层次设计的一个开放性问题。这也包括细胞外囊泡(ev)的释放,这些囊泡由所有细胞类型脱落,并作为携带各种分子货物的纳米载体。在本文中,我们建议在心脏生物纳米网络中使用工程化的人诱导多能干细胞分化为心房心肌细胞(ACMs),并在电压箝位下对治疗性ev的释放进行数学建模。我们通过将工程ACMs的释放过程建模为泊松过程来研究所提出的靶向药物递送系统的随机性。我们将工程ACMs建模为EV发射模型,其中输入信号是调制EV释放的电压箝位,输出信号是释放EV的速率。我们还通过非线性自回归外生模型研究了所提出的电动汽车排放系统的非线性。未来心血管疾病的药物递送应用可以利用所提出的工程化ACMs的EV释放模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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