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对波动实验中细胞最终数量的再审视。

A second look at the final number of cells in a fluctuation experiment.

作者信息

Zheng Qi

机构信息

Department of Epidemiology and Biostatistics, Texas A&M School of Public Health, College Station, Texas 77843, United States.

出版信息

J Theor Biol. 2016 Jul 21;401:54-63. doi: 10.1016/j.jtbi.2016.04.027. Epub 2016 Apr 22.

Abstract

In a fluctuation experiment, the number of cells existing in a culture immediately before plating (commonly known as Nt) varies across the parallel cultures. However, most existing mathematical models for fluctuation assay data do not recognize the variation in Nt. Despite repeated attempts in the past to integrate this source of variability in the estimation of microbial mutation rates, several questions of practical importance remain unanswered. The present investigation finds that the variation needs accounting for only when the coefficient of variation for Nt is large, and experimental data suggest that the coefficient of variation is often moderate or small. Moreover, an increase in the inoculum size can reduce the coefficient of variation. Through extensive simulation, several existing methods that accommodate the variation in Nt are compared. It was found that a newly devised likelihood method based on the existing gamma mixture model outperforms other existing methods. The investigation focuses on the estimation of mutation rates using the Lea-Coulson model, under which mutation is selectively neutral; however, the paper also explores the major findings' implications for the comparison of mutation rates using the likelihood ratio test, and for the estimation of mutation rates using the Mandelbrot-Koch model that allows for non-neutral mutations.

摘要

在波动实验中,接种前培养物中存在的细胞数量(通常称为Nt)在平行培养物中各不相同。然而,大多数现有的波动试验数据数学模型并未考虑Nt的变化。尽管过去曾多次尝试在微生物突变率估计中纳入这种变异性来源,但一些具有实际重要性的问题仍未得到解答。本研究发现,只有当Nt的变异系数较大时,才需要考虑这种变化,而实验数据表明变异系数通常为中等或较小。此外,接种量的增加可以降低变异系数。通过广泛的模拟,对几种考虑Nt变化的现有方法进行了比较。结果发现,一种基于现有伽马混合模型新设计的似然方法优于其他现有方法。该研究重点在于使用Lea-Coulson模型估计突变率,在该模型下突变是选择性中性的;然而,本文还探讨了这些主要发现对使用似然比检验比较突变率以及对使用允许非中性突变的Mandelbrot-Koch模型估计突变率的意义。

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