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基于将跨内皮阻抗建模为串联电阻和电容的内皮细胞骨架膜参数的建模误差与稳定性

Modeling error and stability of endothelial cytoskeletal membrane parameters based on modeling transendothelial impedance as resistor and capacitor in series.

作者信息

Bodmer James E, English Anthony, Brady Megan, Blackwell Ken, Haxhinasto Kari, Fotedar Sunaina, Borgman Kurt, Bai Er-Wei, Moy Alan B

机构信息

Dept. of Electrical and Computer Engineering, University of Iowa College of Engineering, Iowa City, IA 52242, USA.

出版信息

Am J Physiol Cell Physiol. 2005 Sep;289(3):C735-47. doi: 10.1152/ajpcell.00103.2005. Epub 2005 May 4.

Abstract

Transendothelial impedance across an endothelial monolayer grown on a microelectrode has previously been modeled as a repeating pattern of disks in which the electrical circuit consists of a resistor and capacitor in series. Although this numerical model breaks down barrier function into measurements of cell-cell adhesion, cell-matrix adhesion, and membrane capacitance, such solution parameters can be inaccurate without understanding model stability and error. In this study, we have evaluated modeling stability and error by using a chi(2) evaluation and Levenberg-Marquardt nonlinear least-squares (LM-NLS) method of the real and/or imaginary data in which the experimental measurement is compared with the calculated measurement derived by the model. Modeling stability and error were dependent on current frequency and the type of experimental data modeled. Solution parameters of cell-matrix adhesion were most susceptible to modeling instability. Furthermore, the LM-NLS method displayed frequency-dependent instability of the solution parameters, regardless of whether the real or imaginary data were analyzed. However, the LM-NLS method identified stable and reproducible solution parameters between all types of experimental data when a defined frequency spectrum of the entire data set was selected on the basis of a criterion of minimizing error. The frequency bandwidth that produced stable solution parameters varied greatly among different data types. Thus a numerical model based on characterizing transendothelial impedance as a resistor and capacitor in series and as a repeating pattern of disks is not sufficient to characterize the entire frequency spectrum of experimental transendothelial impedance.

摘要

跨生长在微电极上的内皮单层的跨内皮电阻抗,此前已被建模为圆盘的重复模式,其中电路由一个电阻器和一个电容器串联组成。尽管这个数值模型将屏障功能分解为细胞间粘附、细胞-基质粘附和膜电容的测量,但如果不了解模型的稳定性和误差,这些解参数可能不准确。在本研究中,我们通过使用卡方评估和Levenberg-Marquardt非线性最小二乘法(LM-NLS)对实数据和/或虚数据进行评估,将实验测量值与模型推导的计算测量值进行比较,从而评估建模的稳定性和误差。建模的稳定性和误差取决于电流频率以及所建模的实验数据类型。细胞-基质粘附的解参数最容易受到建模不稳定性的影响。此外,无论分析的是实数据还是虚数据,LM-NLS方法都显示了解参数的频率依赖性不稳定性。然而,当根据最小化误差的标准选择整个数据集的定义频谱时,LM-NLS方法在所有类型的实验数据之间识别出了稳定且可重复的解参数。产生稳定解参数的频率带宽在不同数据类型之间差异很大。因此,基于将跨内皮电阻抗表征为串联的电阻器和电容器以及圆盘的重复模式的数值模型,不足以表征实验跨内皮电阻抗的整个频谱。

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