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细胞电生理学中的数据分布:它总是正态分布吗?

Distribution of data in cellular electrophysiology: Is it always normal?

机构信息

Department of Physiology, Faculty of Medicine, Masaryk University, Kamenice 5, 625 00, Brno, Czech Republic.

Department of Physiology, Faculty of Medicine, Masaryk University, Kamenice 5, 625 00, Brno, Czech Republic; Institute of Thermomechanics, Czech Academy of Sciences, Dolejškova 5, 182 00, Prague, Czech Republic.

出版信息

Prog Biophys Mol Biol. 2020 Nov;157:11-17. doi: 10.1016/j.pbiomolbio.2020.05.008. Epub 2020 Jul 1.

Abstract

The distribution of data presented in many electrophysiological studies is presumed to be normal without any convincing evidence. To test this presumption, the cell membrane capacitance and magnitude of inward rectifier potassium currents were recorded by the whole-cell patch clamp technique in rat atrial myocytes. Statistical analysis of the data showed that these variables were not distributed normally. Instead, a positively skewed distribution appeared to be a better approximation of the real data distribution. Consequently, the arithmetic mean, used inappropriately in such data, may substantially overestimate the true mean value characterizing the central tendency of the data. Moreover, a large standard deviation describing the variance of positively skewed data allowed 95% confidence interval to include unrealistic negative values. We therefore conclude that the normality of the electrophysiological data should be tested in every experiment and, if rejected, the positively skewed data should be more accurately characterized by the median and interpercentile range or, if justified (namely in the case of log-normal and gamma data distribution), by the geometric mean and the geometric standard deviation.

摘要

许多电生理研究中呈现的数据分布被假定为正态分布,但没有令人信服的证据。为了检验这种假设,我们采用全细胞膜片钳技术记录大鼠心房肌细胞的细胞膜电容和内向整流钾电流幅度。数据分析表明,这些变量的分布并不呈正态。相反,正偏态分布似乎更能近似真实数据分布。因此,在这种数据中不恰当地使用算术平均值可能会大大高估描述数据集中趋势的真实平均值。此外,描述正偏态数据方差的较大标准差允许 95%置信区间包含不切实际的负值。因此,我们得出结论,在每个实验中都应该检验电生理数据的正态性,如果被拒绝,则应该使用中位数和百分位数范围更准确地描述正偏态数据,或者如果合理(即在对数正态和伽马数据分布的情况下),则使用几何平均值和几何标准差。

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