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  Hidden Markov Models in Population Genomics

Dutheil, J. Y. (2017). Hidden Markov Models in Population Genomics. In D. R., Westhead (Ed.), Methods in Molecular Biology (pp. 149-164). Springer Protocols.

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 作成者:
Dutheil, Julien Y.1, 著者           
所属:
1Research Group Molecular Systems Evolution, Department Evolutionary Genetics, Max Planck Institute for Evolutionary Biology, Max Planck Society, ou_2068287              

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キーワード: Population genomics; Coalescence theory; Recombination; conditional sampling distribution; recombination; coalescent; sequences; inference; simulation; chimpanzee; evolution; insights; genetics
 要旨: With the advent of sequencing techniques population genomics took a major shift. The structure of data sets has evolved from a sample of a few loci in the genome, sequenced in dozens of individuals, to collections of complete genomes, virtually comprising all available loci. Initially sequenced in a few individuals, such genomic data sets are now reaching and even exceeding the size of traditional data sets in the number of haplotypes sequenced. Because all loci in a genome are not independent, this evolution of data sets is mirrored by a methodological change. The evolutionary processes that generate the observed sequences are now modeled spatially along genomes whereas it was previously described temporally (either in a forward or backward manner). Although the spatial process of sequence evolution is complex, approximations to the model feature Markovian properties, permitting efficient inference. In this chapter, we introduce these recent developments that enable the modeling of the evolutionary history of a sample of several individual genomes. Such models assume the occurrence of meiotic recombination, and therefore, to date, they are dedicated to the analysis of eukaryotic species.

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言語: eng - English
 日付: 2017
 出版の状態: 出版
 ページ: -
 出版情報: -
 目次: -
 査読: -
 識別子(DOI, ISBNなど): DOI: 10.1007/978-1-4939-6753-7_11
 学位: -

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出版物名: Methods in Molecular Biology
  副タイトル : Hidden Markov Models: Methods and Protocols
種別: 連載記事
 著者・編者:
Westhead, David R., 編集者
Vijayabaskar, M. S. , 著者
所属:
-
出版社, 出版地: Springer Protocols
ページ: 222 巻号: 1552 通巻号: - 開始・終了ページ: 149 - 164 識別子(ISBN, ISSN, DOIなど): ISSN: 1940-6029
ISBN: 9781493967537