Hyrien O, Chen R, Mayer-Pröschel M, Noble M
Department of Biostatistics and Computational Biology, University of Rochester Medical Center, 601 Elmwood Avenue, Rochester, New York 14642, USA.
Biometrics. 2010 Jun;66(2):567-77. doi: 10.1111/j.1541-0420.2009.01281.x. Epub 2009 Jun 9.
This article proposes saddlepoint approximations to the expectation and variance-covariance function of multitype age-dependent branching processes. The proposed approximations are found accurate, easy to implement, and much faster to compute than by simulating the process. Multiple applications are presented, including the analyses of clonal data on the generation of oligodendrocytes from their immediate progenitor cells, and on the proliferation of Hela cells. New estimators are also constructed to analyze clonal data. The proposed methods are finally used to approximate the distribution of the generation, which has recently found several applications in cell biology.
本文提出了针对多类型年龄相关分支过程的期望和方差协方差函数的鞍点近似。结果表明,所提出的近似方法准确、易于实现,并且比通过模拟该过程进行计算要快得多。文中给出了多个应用实例,包括对少突胶质细胞从其直接祖细胞生成的克隆数据以及对海拉细胞增殖的分析。还构建了新的估计器来分析克隆数据。所提出的方法最终用于近似世代分布,该分布最近在细胞生物学中有多种应用。