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使用似然法推断群体历史。

Inference of population history using a likelihood approach.

作者信息

Weiss G, von Haeseler A

机构信息

Institute of Zoology, University of Munich, D-80333 Munich, Germany.

出版信息

Genetics. 1998 Jul;149(3):1539-46. doi: 10.1093/genetics/149.3.1539.

Abstract

We introduce an approach to revealing the likelihood of different population histories that utilizes an explicit model of sequence evolution for the DNA segment under study. Based on a phylogenetic tree reconstruction method we show that a Tamura-Nei model with heterogeneous mutation rates is a fair description of the evolutionary process of the hypervariable region I of the mitochondrial DNA from humans. Assuming this complex model still allows the estimation of population history parameters, we suggest a likelihood approach to conducting statistical inference within a class of expansion models. More precisely, the likelihood of the data is based on the mean pairwise differences between DNA sequences and the number of variable sites in a sample. The use of likelihood ratios enables comparison of different hypotheses about population history, such as constant population size during the past or an increase or decrease of population size starting at some point back in time. This method was applied to show that the population of the Basques has expanded, whereas that of the Biaka pygmies is most likely decreasing. The Nuu-Chah-Nulth data are consistent with a model of constant population.

摘要

我们介绍了一种揭示不同种群历史可能性的方法,该方法利用了所研究DNA片段的序列进化显式模型。基于系统发育树重建方法,我们表明具有异质突变率的塔姆ura-Nei模型能够合理描述人类线粒体DNA高变区I的进化过程。假设这种复杂模型仍能估计种群历史参数,我们提出了一种在一类扩张模型中进行统计推断的似然方法。更确切地说,数据的似然性基于DNA序列之间的平均成对差异以及样本中的可变位点数量。似然比的使用能够比较关于种群历史的不同假设,例如过去种群大小恒定,或者从过去某个时间点开始种群大小增加或减少。该方法被用于表明巴斯克人的种群已经扩张,而比亚卡俾格米人的种群很可能在减少。努-查-努尔特人的数据与种群恒定模型一致。

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Inference of population history using a likelihood approach.使用似然法推断群体历史。
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本文引用的文献

1
Evolution in Mendelian Populations.孟德尔群体中的进化。
Genetics. 1931 Mar;16(2):97-159. doi: 10.1093/genetics/16.2.97.
2
Compilation of human mtDNA control region sequences.人类线粒体DNA控制区序列的汇编。
Nucleic Acids Res. 1998 Jan 1;26(1):126-9. doi: 10.1093/nar/26.1.126.
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Inferring coalescence times from DNA sequence data.从DNA序列数据推断合并时间。
Genetics. 1997 Feb;145(2):505-18. doi: 10.1093/genetics/145.2.505.
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Estimating ancestral population parameters.估计祖先群体参数。
Genetics. 1997 Mar;145(3):847-55. doi: 10.1093/genetics/145.3.847.
6
Coalescents and genealogical structure under neutrality.中性条件下的溯祖过程与谱系结构
Annu Rev Genet. 1995;29:401-21. doi: 10.1146/annurev.ge.29.120195.002153.

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