Division of Cardiology, Department of Medicine, University of Colorado Denver, Aurora, CO 80045, USA.
J Muscle Res Cell Motil. 2010 Jul;31(1):59-69. doi: 10.1007/s10974-010-9208-7. Epub 2010 May 20.
We investigated three forms of the Hill equation used to fit force-calcium data from skinned muscle experiments; Two hyperbolic forms that relate force to calcium concentration directly, and a sigmoid form that relates force to the -log(10) of the calcium concentration (pCa). The equations were fit to force-calcium data from 39 cardiac myocytes (up to five myocytes from each of nine mice) and the Hill coefficient and the calcium required for half maximal activation, expressed as a concentration (EC(50)) and as a pCa value (pCa(50)) were obtained. The pCa(50) values were normally distributed and the EC(50) values were found to approximate a log-normal distribution. Monte Carlo simulations confirmed that these distributions were intrinsic to the Hill equation. Statistical tests such as the t-test are robust to moderate levels of departure from normality as seen here, and either EC(50) or pCa(50) may be used to test for significant differences so long as it is kept in mind that ΔEC₅₀ is an additive measure of change and that ΔpCa₅₀ is a ratiometric measure of change. The Hill coefficient was found to be sufficiently log-normally distributed that log-transformed values should be used to test for statistically significant differences.
我们研究了三种 Hill 方程形式,用于拟合去皮肌肉实验中力-钙数据;两种直接将力与钙浓度相关联的双曲线形式,以及一种将力与钙浓度的 -log(10) 相关联的 S 形形式。将这些方程拟合到来自 39 个心肌细胞(每个小鼠最多 5 个细胞)的力-钙数据中,并获得了 Hill 系数和半最大激活所需的钙,分别表示为浓度(EC(50))和 pCa 值(pCa(50))。pCa(50)值呈正态分布,EC(50)值被发现近似对数正态分布。蒙特卡罗模拟证实这些分布是 Hill 方程的固有特性。如 t 检验等统计检验对偏离正态性的中等程度具有稳健性,只要记住 ΔEC₅₀ 是变化的加性度量,ΔpCa₅₀ 是变化的比率度量,就可以使用 EC(50) 或 pCa(50) 来测试显著差异。Hill 系数被发现具有足够的对数正态分布,因此应该使用对数转换值来测试统计学上的显著差异。