Phase-type distributions in population genetics

Probability modelling for DNA sequence evolution is well established and provides a rich framework for understanding genetic variation between samples of individuals from one or more populations. We show that both classical and more recent models for coalescence (with or without recombination)can be...

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Published in:Theoretical Population Biology
Main Authors: Hobolth, Asger, Siri-Jegousse, Arno, Bladt, Mogens
Format: Article in Journal/Newspaper
Language:English
Published: 2019
Subjects:
Online Access:https://pure.au.dk/portal/en/publications/b01877a2-1736-455b-84a3-1f667dcbc5d0
https://doi.org/10.1016/j.tpb.2019.02.001
https://arxiv.org/pdf/1806.01416.pdf
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spelling ftuniaarhuspubl:oai:pure.atira.dk:publications/b01877a2-1736-455b-84a3-1f667dcbc5d0 2024-06-23T07:51:06+00:00 Phase-type distributions in population genetics Hobolth, Asger Siri-Jegousse, Arno Bladt, Mogens 2019 https://pure.au.dk/portal/en/publications/b01877a2-1736-455b-84a3-1f667dcbc5d0 https://doi.org/10.1016/j.tpb.2019.02.001 https://arxiv.org/pdf/1806.01416.pdf eng eng https://pure.au.dk/portal/en/publications/b01877a2-1736-455b-84a3-1f667dcbc5d0 info:eu-repo/semantics/restrictedAccess Hobolth , A , Siri-Jegousse , A & Bladt , M 2019 , ' Phase-type distributions in population genetics ' , Theoretical Population Biology , vol. 127 , pp. 16-32 . https://doi.org/10.1016/j.tpb.2019.02.001 Coalescent theory Multiple merger Phase-type theory Recombination Segregating sites Site frequency spectrum article 2019 ftuniaarhuspubl https://doi.org/10.1016/j.tpb.2019.02.001 2024-06-11T14:19:17Z Probability modelling for DNA sequence evolution is well established and provides a rich framework for understanding genetic variation between samples of individuals from one or more populations. We show that both classical and more recent models for coalescence (with or without recombination)can be described in terms of the so-called phase-type theory, where complicated and tedious calculations are circumvented by the use of matrix manipulations. The application of phase-type theory in population genetics consists of describing the biological system as a Markov model by appropriately setting up a state space and calculating the corresponding intensity and reward matrices. Formulae of interest are then expressed in terms of these aforementioned matrices. We illustrate this procedure by a number of examples: (a)Calculating the mean, (co)variance and even higher order moments of the site frequency spectrum in multiple merger coalescent models, (b)Analysing a sample of DNA sequences from the Atlantic Cod using the Beta-coalescent, and (c)Determining the correlation of the number of segregating sites for multiple samples in the two-locus ancestral recombination graph. We believe that phase-type theory has great potential as a tool for analysing probability models in population genetics. The compact matrix notation is useful for clarification of current models, and in particular their formal manipulation and calculations, but also for further development or extensions. Article in Journal/Newspaper atlantic cod Aarhus University: Research Theoretical Population Biology 127 16 32
institution Open Polar
collection Aarhus University: Research
op_collection_id ftuniaarhuspubl
language English
topic Coalescent theory
Multiple merger
Phase-type theory
Recombination
Segregating sites
Site frequency spectrum
spellingShingle Coalescent theory
Multiple merger
Phase-type theory
Recombination
Segregating sites
Site frequency spectrum
Hobolth, Asger
Siri-Jegousse, Arno
Bladt, Mogens
Phase-type distributions in population genetics
topic_facet Coalescent theory
Multiple merger
Phase-type theory
Recombination
Segregating sites
Site frequency spectrum
description Probability modelling for DNA sequence evolution is well established and provides a rich framework for understanding genetic variation between samples of individuals from one or more populations. We show that both classical and more recent models for coalescence (with or without recombination)can be described in terms of the so-called phase-type theory, where complicated and tedious calculations are circumvented by the use of matrix manipulations. The application of phase-type theory in population genetics consists of describing the biological system as a Markov model by appropriately setting up a state space and calculating the corresponding intensity and reward matrices. Formulae of interest are then expressed in terms of these aforementioned matrices. We illustrate this procedure by a number of examples: (a)Calculating the mean, (co)variance and even higher order moments of the site frequency spectrum in multiple merger coalescent models, (b)Analysing a sample of DNA sequences from the Atlantic Cod using the Beta-coalescent, and (c)Determining the correlation of the number of segregating sites for multiple samples in the two-locus ancestral recombination graph. We believe that phase-type theory has great potential as a tool for analysing probability models in population genetics. The compact matrix notation is useful for clarification of current models, and in particular their formal manipulation and calculations, but also for further development or extensions.
format Article in Journal/Newspaper
author Hobolth, Asger
Siri-Jegousse, Arno
Bladt, Mogens
author_facet Hobolth, Asger
Siri-Jegousse, Arno
Bladt, Mogens
author_sort Hobolth, Asger
title Phase-type distributions in population genetics
title_short Phase-type distributions in population genetics
title_full Phase-type distributions in population genetics
title_fullStr Phase-type distributions in population genetics
title_full_unstemmed Phase-type distributions in population genetics
title_sort phase-type distributions in population genetics
publishDate 2019
url https://pure.au.dk/portal/en/publications/b01877a2-1736-455b-84a3-1f667dcbc5d0
https://doi.org/10.1016/j.tpb.2019.02.001
https://arxiv.org/pdf/1806.01416.pdf
genre atlantic cod
genre_facet atlantic cod
op_source Hobolth , A , Siri-Jegousse , A & Bladt , M 2019 , ' Phase-type distributions in population genetics ' , Theoretical Population Biology , vol. 127 , pp. 16-32 . https://doi.org/10.1016/j.tpb.2019.02.001
op_relation https://pure.au.dk/portal/en/publications/b01877a2-1736-455b-84a3-1f667dcbc5d0
op_rights info:eu-repo/semantics/restrictedAccess
op_doi https://doi.org/10.1016/j.tpb.2019.02.001
container_title Theoretical Population Biology
container_volume 127
container_start_page 16
op_container_end_page 32
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