A large population of cell-specific action potential models replicating fluorescence recordings of voltage in rabbit ventricular myocytes.

IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES Royal Society Open Science Pub Date : 2025-03-26 eCollection Date: 2025-03-01 DOI:10.1098/rsos.241539
Radostin D Simitev, Rebecca J Gilchrist, Zhechao Yang, Rachel C Myles, Francis L Burton, Godfrey L Smith
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Abstract

Recent high-throughput experiments unveil substantial electrophysiological diversity among uncoupled healthy myocytes under identical conditions. To quantify inter-cell variability, the values of a subset of the parameters in a well-regarded mathematical model of the action potential of rabbit ventricular myocytes are estimated from fluorescence voltage measurements of a large number of cells. Statistical inference yields a population of nearly 1200 cell-specific model variants that, on a population-level replicate experimentally measured biomarker ranges and distributions, and in contrast to earlier studies, also match experimental biomarker values on a cell-by-cell basis. This model population may be regarded as a random sample from the phenotype of healthy rabbit ventricular myocytes. Univariate and bivariate joint marginal distributions of the estimated parameters are presented, and the parameter dependencies of several commonly used electrophysiological biomarkers are determined. Parameter values are weakly correlated, while summary metrics such as the action potential duration are not strongly dependent on any single electrophysiological characteristic of the myocyte. Our results demonstrate the feasibility of accurately and efficiently fitting entire action potential waveforms at scale.

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大量的细胞特异性动作电位模型复制了兔心室肌细胞电压的荧光记录。
最近的高通量实验揭示了在相同条件下未偶联的健康肌细胞之间的电生理多样性。为了量化细胞间的可变性,在一个公认的兔心室肌细胞动作电位数学模型中,参数子集的值是从大量细胞的荧光电压测量中估计出来的。统计推断产生了近1200个细胞特异性模型变体的群体,在群体水平上复制实验测量的生物标志物范围和分布,与早期的研究相反,也在细胞的基础上匹配实验生物标志物值。该模型群可视为健康兔心室肌细胞表型的随机样本。给出了估计参数的单变量和双变量联合边际分布,并确定了几种常用电生理生物标志物的参数依赖性。参数值是弱相关的,而动作电位持续时间等汇总指标并不强烈依赖于肌细胞的任何单一电生理特征。我们的结果证明了在尺度上准确有效地拟合整个动作电位波形的可行性。
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来源期刊
Royal Society Open Science
Royal Society Open Science Multidisciplinary-Multidisciplinary
CiteScore
6.00
自引率
0.00%
发文量
508
审稿时长
14 weeks
期刊介绍: Royal Society Open Science is a new open journal publishing high-quality original research across the entire range of science on the basis of objective peer-review. The journal covers the entire range of science and mathematics and will allow the Society to publish all the high-quality work it receives without the usual restrictions on scope, length or impact.
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