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Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree
The development of an adaptive trait simulator package for inferring trait evolution along a phylogenetic tree is shown. Stochastic processes of the continuous type are broadly applied to modeling trait evolution when the evolutionary relationship among species and traits of study interest are prese...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Elsevier
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7341453/ https://www.ncbi.nlm.nih.gov/pubmed/32670806 http://dx.doi.org/10.1016/j.mex.2020.100978 |
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author | Jhwueng, Dwueng-Chwuan |
author_facet | Jhwueng, Dwueng-Chwuan |
author_sort | Jhwueng, Dwueng-Chwuan |
collection | PubMed |
description | The development of an adaptive trait simulator package for inferring trait evolution along a phylogenetic tree is shown. Stochastic processes of the continuous type are broadly applied to modeling trait evolution when the evolutionary relationship among species and traits of study interest are present. By including several popular stochastic processes, evolutionary information embedded in a dataset can be revealed. The highlights of the method include: 1. The implementation of the popular Cox-Ingersol-Ross process for modeling rate evolution within the package to prevent rates from becoming negative and thus is potentially a useful extension to study adaptive trait evolution in randomly evolved environment. 2. The established trait simulator approach along with approximate Bayesian computation procedure provides a feasible statistical inference without model likelihood. 3. The procedure proposed for trait simulator along phylogenetic tree can be applied to all established models of trait evolution in literature, thus providing users an alternative option to analyze their data. |
format | Online Article Text |
id | pubmed-7341453 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-73414532020-07-14 Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree Jhwueng, Dwueng-Chwuan MethodsX Agricultural and Biological Science The development of an adaptive trait simulator package for inferring trait evolution along a phylogenetic tree is shown. Stochastic processes of the continuous type are broadly applied to modeling trait evolution when the evolutionary relationship among species and traits of study interest are present. By including several popular stochastic processes, evolutionary information embedded in a dataset can be revealed. The highlights of the method include: 1. The implementation of the popular Cox-Ingersol-Ross process for modeling rate evolution within the package to prevent rates from becoming negative and thus is potentially a useful extension to study adaptive trait evolution in randomly evolved environment. 2. The established trait simulator approach along with approximate Bayesian computation procedure provides a feasible statistical inference without model likelihood. 3. The procedure proposed for trait simulator along phylogenetic tree can be applied to all established models of trait evolution in literature, thus providing users an alternative option to analyze their data. Elsevier 2020-06-30 /pmc/articles/PMC7341453/ /pubmed/32670806 http://dx.doi.org/10.1016/j.mex.2020.100978 Text en © 2020 The Author(s). Published by Elsevier B.V. http://creativecommons.org/licenses/by/4.0/ This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Agricultural and Biological Science Jhwueng, Dwueng-Chwuan Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree |
title | Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree |
title_full | Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree |
title_fullStr | Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree |
title_full_unstemmed | Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree |
title_short | Building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree |
title_sort | building an adaptive trait simulator package to infer parametric diffusion model along phylogenetic tree |
topic | Agricultural and Biological Science |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7341453/ https://www.ncbi.nlm.nih.gov/pubmed/32670806 http://dx.doi.org/10.1016/j.mex.2020.100978 |
work_keys_str_mv | AT jhwuengdwuengchwuan buildinganadaptivetraitsimulatorpackagetoinferparametricdiffusionmodelalongphylogenetictree |