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古代DNA中替代率估计值升高:贝叶斯方法的模型违背与偏差

Elevated substitution rate estimates from ancient DNA: model violation and bias of Bayesian methods.

作者信息

Navascués Miguel, Emerson Brent C

机构信息

Equipe Eco-évolution Mathématique, CNRS UMR 7625 Ecologie et Evolution, Université Pierre et Marie Curie & Ecole Normale Supérieure, Paris, France.

出版信息

Mol Ecol. 2009 Nov;18(21):4390-7. doi: 10.1111/j.1365-294X.2009.04333.x. Epub 2009 Sep 7.

Abstract

The increasing ability to extract and sequence DNA from noncontemporaneous tissue offers biologists the opportunity to analyse ancient DNA (aDNA) together with modern DNA (mDNA) to address the taxonomy of extinct species, evolutionary origins, historical phylogeography and biogeography. Perhaps more exciting are recent developments in coalescence-based Bayesian inference that offer the potential to use temporal information from aDNA and mDNA for the estimation of substitution rates and divergence dates as an alternative to fossil and geological calibration. This comes at a time of growing interest in the possibility of time dependency for molecular rate estimates. In this study, we provide a critical assessment of Bayesian Markov chain Monte Carlo (MCMC) analysis for the estimation of substitution rate using simulated samples of aDNA and mDNA. We conclude that the current models and priors employed in Bayesian MCMC analysis of heterochronous mtDNA are susceptible to an upward bias in the estimation of substitution rates because of model misspecification when the data come from populations with less than simple demographic histories, including sudden short-lived population bottlenecks or pronounced population structure. However, when model misspecification is only mild, then the 95% highest posterior density intervals provide adequate frequentist coverage of the true rates.

摘要

从非当代组织中提取DNA并进行测序的能力不断提高,这为生物学家提供了一个机会,可将古代DNA(aDNA)与现代DNA(mDNA)一起进行分析,以解决灭绝物种的分类学、进化起源、历史系统地理学和生物地理学问题。或许更令人兴奋的是基于合并的贝叶斯推断的最新进展,它提供了利用aDNA和mDNA中的时间信息来估计替代率和分歧日期的潜力,以此作为化石和地质校准的替代方法。这一进展正值人们对分子速率估计的时间依赖性可能性越来越感兴趣之际。在本研究中,我们对使用aDNA和mDNA模拟样本估计替代率的贝叶斯马尔可夫链蒙特卡罗(MCMC)分析进行了批判性评估。我们得出结论,当数据来自具有不简单人口统计学历史的种群,包括突然的短期种群瓶颈或明显的种群结构时,由于模型错误设定,在异时线粒体DNA的贝叶斯MCMC分析中使用的当前模型和先验在替代率估计中容易出现向上偏差。然而,当模型错误设定仅为轻度时,那么95%最高后验密度区间能为真实速率提供足够的频率论覆盖范围。

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