Van Dooren Tom J M, Tully Thomas, Ferrière Régis
Institute of Biology, Section Animal Ecology, Kaiserstraat 63, 2311 GP Leiden, The Netherlands.
Evolution. 2005 Mar;59(3):500-6.
Reaction norms for age and size at maturity are being analyzed to answer important questions about the evolution of life histories. A new statistical method is developed in the framework of time-to-event data analysis, which circumvents shortcomings in currently available approaches. The method emphasizes the estimation of age- and size-dependent maturation rates. Individual probabilities of maturation during any given time interval follow by integrating maturation rate along the growth curve. The integration may be performed in different ways, over ages or sizes or both, corresponding to different assumptions on how individuals store the operational history of the maturation process. Data analysis amounts to fitting generalized nonlinear regression models to a maturation status variable. This technique has three main advantages over existing methods: (1) treating maturation as a stochastic process enables one to specify a rate of maturation; (2) age and size at which maturation occurs do not have to be observed exactly, and bias arising from approximations and interpolations is avoided; (3) ages at which sizes are measured and maturation status are observed can differ between individuals. An application to data on the springtail Folsomia candida is presented. Models with age-dependent integration of maturation rates were preferred. The analysis demonstrates a significant size dependence of the maturation rate but no age dependence.
正在分析成熟时年龄和体型的反应规范,以回答有关生活史进化的重要问题。在事件发生时间数据分析框架内开发了一种新的统计方法,该方法规避了现有方法的缺点。该方法强调对年龄和体型依赖性成熟率的估计。通过沿生长曲线对成熟率进行积分,可以得出在任何给定时间间隔内个体成熟的概率。积分可以以不同方式进行,针对年龄或体型或两者,这对应于关于个体如何存储成熟过程操作历史的不同假设。数据分析相当于将广义非线性回归模型拟合到成熟状态变量。与现有方法相比,该技术有三个主要优点:(1)将成熟视为一个随机过程能够指定成熟率;(2)不必精确观察成熟发生的年龄和体型,避免了近似和插值产生的偏差;(3)个体之间测量体型和观察成熟状态的年龄可能不同。给出了对弹尾虫念珠弗氏跳虫数据的应用。首选具有年龄依赖性成熟率积分的模型。分析表明成熟率对体型有显著依赖性,但对年龄没有依赖性。