Department of Biology, Galton Laboratory, University College London, Darwin Building, Gower Street, London WC1E 6BT, UK.
Syst Biol. 2010 Jan;59(1):74-89. doi: 10.1093/sysbio/syp078. Epub 2009 Nov 25.
Bayesian inference provides a powerful framework for integrating different sources of information (in particular, molecules and fossils) to derive estimates of species divergence times. Indeed, it is currently the only framework that can adequately account for uncertainties in fossil calibrations. We use 2 Bayesian Markov chain Monte Carlo programs, MULTIDIVTIME and MCMCTREE, to analyze 3 empirical datasets to estimate divergence times in amphibians, actinopterygians, and felids. We evaluate the impact of various factors, including the priors on rates and times, fossil calibrations, substitution model, the violation of the molecular clock and the rate-drift model, and the exact and approximate likelihood calculation. Assuming the molecular clock caused seriously biased time estimates when the clock is violated, but 2 different rate-drift models produced similar estimates. The prior on times, which incorporates fossil-calibration information, had the greatest impact on posterior time estimation. In particular, the strategies used by the 2 programs to incorporate minimum- and maximum-age bounds led to very different time priors and were responsible for large differences in posterior time estimates in a previous study. The results highlight the critical importance of fossil calibrations to molecular dating and the need for probabilistic modeling of fossil depositions, preservations, and sampling to provide statistical summaries of information in the fossil record concerning species divergence times.
贝叶斯推断为整合不同来源的信息(特别是分子和化石)提供了一个强大的框架,以便推导出物种分歧时间的估计值。事实上,它是目前唯一能够充分考虑化石校准不确定性的框架。我们使用 2 个贝叶斯马尔可夫链蒙特卡罗程序(MULTIDIVTIME 和 MCMCTREE),分析 3 个经验数据集,以估计两栖动物、硬骨鱼和猫科动物的分歧时间。我们评估了各种因素的影响,包括对速率和时间的先验、化石校准、替代模型、分子钟的违反和速率漂移模型以及精确和近似似然计算。假设分子钟在违反时会导致严重有偏的时间估计,但 2 种不同的速率漂移模型产生了相似的估计值。包含化石校准信息的时间先验对后验时间估计的影响最大。特别是,这 2 个程序用于包含最小和最大年龄界限的策略导致了非常不同的时间先验,这是之前研究中后验时间估计值存在巨大差异的原因。结果突出表明化石校准对分子定年的至关重要性,以及需要对化石沉积、保存和采样进行概率建模,以提供有关物种分歧时间的化石记录中信息的统计摘要。