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The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan
We epigenotyped 211 individuals from 17 Zingiber kawagoii populations using methylation-sensitive amplification polymorphism (MSAP) and investigated the associations of methylated (mMSAP) and unmethylated (uMSAP) loci with 16 environmental variables. Data regarding genetic variation based on amplifi...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10096833/ https://www.ncbi.nlm.nih.gov/pubmed/37050184 http://dx.doi.org/10.3390/plants12071558 |
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author | Li, Yi-Shao Liao, Pei-Chun Chang, Chung-Te Hwang, Shih-Ying |
author_facet | Li, Yi-Shao Liao, Pei-Chun Chang, Chung-Te Hwang, Shih-Ying |
author_sort | Li, Yi-Shao |
collection | PubMed |
description | We epigenotyped 211 individuals from 17 Zingiber kawagoii populations using methylation-sensitive amplification polymorphism (MSAP) and investigated the associations of methylated (mMSAP) and unmethylated (uMSAP) loci with 16 environmental variables. Data regarding genetic variation based on amplified fragment length polymorphism (AFLP) were obtained from an earlier study. We found a significant positive correlation between genetic and epigenetic variation. Significantly higher mean mMSAP and uMSAP uH(E) (unbiased expected heterozygosity: 0.223 and 0.131, respectively, p < 0.001) per locus than that estimated based on AFLP (uH(E) = 0.104) were found. Genome scans detected 10 mMSAP and 9 uMSAP F(ST) outliers associated with various environmental variables. A significant linear fit for 11 and 12 environmental variables with outlier mMSAP and uMSAP ordination, respectively, generated using full model redundancy analysis (RDA) was found. When conditioned on geography, partial RDA revealed that five and six environmental variables, respectively, were the most important variables influencing outlier mMSAP and uMSAP variation. We found higher genetic (average F(ST) = 0.298) than epigenetic (mMSAP and uMSAP average F(ST) = 0.044 and 0.106, respectively) differentiation and higher genetic isolation-by-distance (IBD) than epigenetic IBD. Strong epigenetic isolation-by-environment (IBE) was found, particularly based on the outlier data, controlling either for geography (mMSAP and uMSAP β(E) = 0.128 and 0.132, respectively, p = 0.001) or for genetic structure (mMSAP and uMSAP β(E) = 0.105 and 0.136, respectively, p = 0.001). Our results suggest that epigenetic variants can be substrates for natural selection linked to environmental variables and complement genetic changes in the adaptive evolution of Z. kawagoii populations. |
format | Online Article Text |
id | pubmed-10096833 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-100968332023-04-13 The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan Li, Yi-Shao Liao, Pei-Chun Chang, Chung-Te Hwang, Shih-Ying Plants (Basel) Article We epigenotyped 211 individuals from 17 Zingiber kawagoii populations using methylation-sensitive amplification polymorphism (MSAP) and investigated the associations of methylated (mMSAP) and unmethylated (uMSAP) loci with 16 environmental variables. Data regarding genetic variation based on amplified fragment length polymorphism (AFLP) were obtained from an earlier study. We found a significant positive correlation between genetic and epigenetic variation. Significantly higher mean mMSAP and uMSAP uH(E) (unbiased expected heterozygosity: 0.223 and 0.131, respectively, p < 0.001) per locus than that estimated based on AFLP (uH(E) = 0.104) were found. Genome scans detected 10 mMSAP and 9 uMSAP F(ST) outliers associated with various environmental variables. A significant linear fit for 11 and 12 environmental variables with outlier mMSAP and uMSAP ordination, respectively, generated using full model redundancy analysis (RDA) was found. When conditioned on geography, partial RDA revealed that five and six environmental variables, respectively, were the most important variables influencing outlier mMSAP and uMSAP variation. We found higher genetic (average F(ST) = 0.298) than epigenetic (mMSAP and uMSAP average F(ST) = 0.044 and 0.106, respectively) differentiation and higher genetic isolation-by-distance (IBD) than epigenetic IBD. Strong epigenetic isolation-by-environment (IBE) was found, particularly based on the outlier data, controlling either for geography (mMSAP and uMSAP β(E) = 0.128 and 0.132, respectively, p = 0.001) or for genetic structure (mMSAP and uMSAP β(E) = 0.105 and 0.136, respectively, p = 0.001). Our results suggest that epigenetic variants can be substrates for natural selection linked to environmental variables and complement genetic changes in the adaptive evolution of Z. kawagoii populations. MDPI 2023-04-04 /pmc/articles/PMC10096833/ /pubmed/37050184 http://dx.doi.org/10.3390/plants12071558 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Li, Yi-Shao Liao, Pei-Chun Chang, Chung-Te Hwang, Shih-Ying The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan |
title | The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan |
title_full | The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan |
title_fullStr | The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan |
title_full_unstemmed | The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan |
title_short | The Contribution of Epigenetics to Evolutionary Adaptation in Zingiber kawagoii Hayata (Zingiberaceae) Endemic to Taiwan |
title_sort | contribution of epigenetics to evolutionary adaptation in zingiber kawagoii hayata (zingiberaceae) endemic to taiwan |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10096833/ https://www.ncbi.nlm.nih.gov/pubmed/37050184 http://dx.doi.org/10.3390/plants12071558 |
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