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Inferring population history with DIY ABC: a user-friendly approach to approximate Bayesian computation

机译:使用DIY ABC推断人口历史:一种易于使用的近似贝叶斯计算方法

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摘要

Summary: Genetic data obtained on population samples convey information about their evolutionary history. Inference methods can extract part of this information but they require sophisticated statistical techniques that have been made available to the biologist community (through computer programs) only for simple and standard situations typically involving a small number of samples. We propose here a computer program (DIY ABC) for inference based on approximate Bayesian computation (ABC), in which scenarios can be customized by the user to fit many complex situations involving any number of populations and samples. Such scenarios involve any combination of population divergences, admixtures and population size changes. DIY ABC can be used to compare competing scenarios, estimate parameters for one or more scenarios and compute bias and precision measures for a given scenario and known values of parameters (the current version applies to unlinked microsatellite data). This article describes key methods used in the program and provides its main features. The analysis of one simulated and one real dataset, both with complex evolutionary scenarios, illustrates the main possibilities of DIY ABC.
机译:摘要:从种群样本获得的遗传数据传达了有关其进化史的信息。推理方法可以提取部分信息,但它们需要复杂的统计技术,这些统计技术仅在通常涉及少量样本的简单和标准情况下(通过计算机程序)可供生物学家使用。我们在这里提出一种基于近似贝叶斯计算(ABC)进行推理的计算机程序(DIY ABC),在这种情况下,用户可以自定义场景以适应涉及许多数量和样本的许多复杂情况。这种情况涉及人口分歧,混合因素和人口规模变化的任何组合。 DIY ABC可用于比较竞争性方案,估计一个或多个方案的参数以及计算给定方案和参数的已知值的偏差和精度测度(当前版本适用于未链接的微卫星数据)。本文介绍了该程序中使用的主要方法,并提供了其主要功能。通过对一个模拟数据集和一个真实数据集的分析以及复杂的演化场景,可以说明DIY ABC的主要可能性。

著录项

  • 来源
    《Bioinformatics》 |2008年第23期|p.2713-2719|共7页
  • 作者单位

    1Department of Epidemiology and Public Health, Imperial College, St Mary's Campus, Norfolk Place, London W2 1PG, UK, 2Centre de Biologie et de Gestion des Populations, INRA, Campus International de Baillarguet, CS 30016 34988 Montferrier-sur-Lez, France, 3School of Biological Sciences, Lyle Building, The University of Reading Whiteknights, Reading RG6 6AS, UK, 4CEREMADE, Université Paris-Dauphine, Place Delattre de Tassigny, 75775 Paris cedex 16, 5INRIA Saclay, Projet select, Université Paris-Sud, Laboratoire de Mathématiques (Bât. 425), 91400 Orsay and 6UMR 1301 I.B.S.V. INRA-UNSA-CNRS, 400 Route des Chappes, BP 167 - 06903 Sophia Antipolis cedex. France;

  • 收录信息 美国《科学引文索引》(SCI);美国《化学文摘》(CA);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
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