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A likelihood ratio test for changes in homeolog expression bias
BACKGROUND: Gene duplications are a major source of raw material for evolution and a likely contributor to the diversity of life on earth. Duplicate genes (i.e., homeologs, in the case of a whole genome duplication) may retain their ancestral function, sub- or neofunctionalize, or be lost entirely....
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427896/ https://www.ncbi.nlm.nih.gov/pubmed/30894122 http://dx.doi.org/10.1186/s12859-019-2709-5 |
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author | Smith, Ronald D. Kinser, Taliesin J. Smith, Gregory D. Conradi Puzey, Joshua R. |
author_facet | Smith, Ronald D. Kinser, Taliesin J. Smith, Gregory D. Conradi Puzey, Joshua R. |
author_sort | Smith, Ronald D. |
collection | PubMed |
description | BACKGROUND: Gene duplications are a major source of raw material for evolution and a likely contributor to the diversity of life on earth. Duplicate genes (i.e., homeologs, in the case of a whole genome duplication) may retain their ancestral function, sub- or neofunctionalize, or be lost entirely. A primary way that duplicate genes evolve new functions is by altering their expression patterns. Comparing the expression patterns of duplicate genes gives clues as to whether any of these evolutionary processes have occurred. RESULTS: We develop a likelihood ratio test for the analysis of the expression ratios of duplicate genes across two conditions (e.g., tissues). We demonstrate an application of this test by comparing homeolog expression patterns of 1448 homeologous gene pairs using RNA-seq data generated from leaves and petals of an allotetraploid monkeyflower (Mimulus luteus). We assess the sensitivity of this test to different levels of homeolog expression bias and compare the method to several alternatives. CONCLUSIONS: The likelihood ratio test derived here is a direct, transparent, and easily implemented method for detecting changes in homeolog expression bias that outperforms alternative approaches. While our method was derived with homeolog analysis in mind, this method can be used to analyze changes in the ratio of expression levels between any two genes in any two conditions. |
format | Online Article Text |
id | pubmed-6427896 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-64278962019-04-01 A likelihood ratio test for changes in homeolog expression bias Smith, Ronald D. Kinser, Taliesin J. Smith, Gregory D. Conradi Puzey, Joshua R. BMC Bioinformatics Methodology Article BACKGROUND: Gene duplications are a major source of raw material for evolution and a likely contributor to the diversity of life on earth. Duplicate genes (i.e., homeologs, in the case of a whole genome duplication) may retain their ancestral function, sub- or neofunctionalize, or be lost entirely. A primary way that duplicate genes evolve new functions is by altering their expression patterns. Comparing the expression patterns of duplicate genes gives clues as to whether any of these evolutionary processes have occurred. RESULTS: We develop a likelihood ratio test for the analysis of the expression ratios of duplicate genes across two conditions (e.g., tissues). We demonstrate an application of this test by comparing homeolog expression patterns of 1448 homeologous gene pairs using RNA-seq data generated from leaves and petals of an allotetraploid monkeyflower (Mimulus luteus). We assess the sensitivity of this test to different levels of homeolog expression bias and compare the method to several alternatives. CONCLUSIONS: The likelihood ratio test derived here is a direct, transparent, and easily implemented method for detecting changes in homeolog expression bias that outperforms alternative approaches. While our method was derived with homeolog analysis in mind, this method can be used to analyze changes in the ratio of expression levels between any two genes in any two conditions. BioMed Central 2019-03-20 /pmc/articles/PMC6427896/ /pubmed/30894122 http://dx.doi.org/10.1186/s12859-019-2709-5 Text en © The Author(s) 2019 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Methodology Article Smith, Ronald D. Kinser, Taliesin J. Smith, Gregory D. Conradi Puzey, Joshua R. A likelihood ratio test for changes in homeolog expression bias |
title | A likelihood ratio test for changes in homeolog expression bias |
title_full | A likelihood ratio test for changes in homeolog expression bias |
title_fullStr | A likelihood ratio test for changes in homeolog expression bias |
title_full_unstemmed | A likelihood ratio test for changes in homeolog expression bias |
title_short | A likelihood ratio test for changes in homeolog expression bias |
title_sort | likelihood ratio test for changes in homeolog expression bias |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6427896/ https://www.ncbi.nlm.nih.gov/pubmed/30894122 http://dx.doi.org/10.1186/s12859-019-2709-5 |
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