Canisius College, Buffalo, NY, USA.
J Pharmacokinet Pharmacodyn. 2019 Feb;46(1):43-52. doi: 10.1007/s10928-018-09616-1. Epub 2019 Jan 3.
Since simulation studies are widely used in pharmacokinetics, it is necessary to ascertain their validity. An important, well-documented, concern that may negatively impact the validity of estimated parameters in pharmacokinetic models is existence of multiple minima of the criterion used in estimation. A presence of multiple minima causes instability of the estimates, dependence of the parameter estimates on the initial values, and bimodal (or, generally, multimodal) distributions of the estimated parameters. This paper offers a method to identify when these issues may occur by applying two new measures of nonlinearity.
由于模拟研究在药代动力学中被广泛应用,因此有必要确定其有效性。一个重要的、有充分记录的问题是,在用于估计的标准中可能存在多个最小值,这可能会对药代动力学模型中估计参数的有效性产生负面影响。多个最小值的存在会导致估计值不稳定,参数估计值对初始值的依赖性,以及估计参数的双峰(或一般的多峰)分布。本文通过应用两种新的非线性度量方法,提供了一种识别这些问题何时可能发生的方法。