Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i>
Chlorogenic acid (CGA) plays a crucial role in defense response, immune regulation, and the response to abiotic stress in plants. However, the genetic regulatory network of CGA biosynthesis pathways in perennial plants remains unclear. Here, we investigated the genetic architecture for CGA biosynthe...
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doaj-14bd616adcc443d4ae0d3009135f77392021-02-28T00:04:43ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672021-02-01222386238610.3390/ijms22052386Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i>Liangchen Yao0Peng Li1Qingzhang Du2Mingyang Quan3Lianzheng Li4Liang Xiao5Fangyuan Song6Wenjie Lu7Yuanyuan Fang8Deqiang Zhang9National Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaNational Engineering Laboratory for Tree Breeding, College of Biological Sciences and Technology, Beijing Forestry University, No. 35, Qinghua East Road, Beijing 100083, ChinaChlorogenic acid (CGA) plays a crucial role in defense response, immune regulation, and the response to abiotic stress in plants. However, the genetic regulatory network of CGA biosynthesis pathways in perennial plants remains unclear. Here, we investigated the genetic architecture for CGA biosynthesis using a metabolite-based genome-wide association study (mGWAS) and expression quantitative trait nucleotide (eQTN) mapping in a population of 300 accessions of <i>Populus tomentosa</i>. In total, we investigated 204 SNPs which were significantly associated with 11 metabolic traits, corresponding to 206 genes, and were mainly involved in metabolism and cell growth processes of <i>P. tomentosa</i>. We identified 874 eQTNs representing 1066 genes, in which the expression and interaction of causal genes affected phenotypic variation. Of these, 102 genes showed significant signatures of selection in three geographical populations, which provided insights into the adaptation of CGA biosynthesis to the local environment. Finally, we constructed a genetic network of six causal genes that coordinately regulate CGA biosynthesis, revealing the multiple regulatory patterns affecting CGA accumulation in <i>P. tomentosa</i>. Our study provides a multiomics strategy for understanding the genetic basis underlying the natural variation in the CGA biosynthetic metabolites of <i>Populus</i>, which will enhance the genetic development of abiotic-resistance varieties in forest trees.https://www.mdpi.com/1422-0067/22/5/2386mGWASeQTNchlorogenic acidbiosynthesis pathway<i>Populus</i>selective signatures |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Liangchen Yao Peng Li Qingzhang Du Mingyang Quan Lianzheng Li Liang Xiao Fangyuan Song Wenjie Lu Yuanyuan Fang Deqiang Zhang |
spellingShingle |
Liangchen Yao Peng Li Qingzhang Du Mingyang Quan Lianzheng Li Liang Xiao Fangyuan Song Wenjie Lu Yuanyuan Fang Deqiang Zhang Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i> International Journal of Molecular Sciences mGWAS eQTN chlorogenic acid biosynthesis pathway <i>Populus</i> selective signatures |
author_facet |
Liangchen Yao Peng Li Qingzhang Du Mingyang Quan Lianzheng Li Liang Xiao Fangyuan Song Wenjie Lu Yuanyuan Fang Deqiang Zhang |
author_sort |
Liangchen Yao |
title |
Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i> |
title_short |
Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i> |
title_full |
Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i> |
title_fullStr |
Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i> |
title_full_unstemmed |
Genetic Architecture Underlying the Metabolites of Chlorogenic Acid Biosynthesis in <i>Populus tomentosa</i> |
title_sort |
genetic architecture underlying the metabolites of chlorogenic acid biosynthesis in <i>populus tomentosa</i> |
publisher |
MDPI AG |
series |
International Journal of Molecular Sciences |
issn |
1661-6596 1422-0067 |
publishDate |
2021-02-01 |
description |
Chlorogenic acid (CGA) plays a crucial role in defense response, immune regulation, and the response to abiotic stress in plants. However, the genetic regulatory network of CGA biosynthesis pathways in perennial plants remains unclear. Here, we investigated the genetic architecture for CGA biosynthesis using a metabolite-based genome-wide association study (mGWAS) and expression quantitative trait nucleotide (eQTN) mapping in a population of 300 accessions of <i>Populus tomentosa</i>. In total, we investigated 204 SNPs which were significantly associated with 11 metabolic traits, corresponding to 206 genes, and were mainly involved in metabolism and cell growth processes of <i>P. tomentosa</i>. We identified 874 eQTNs representing 1066 genes, in which the expression and interaction of causal genes affected phenotypic variation. Of these, 102 genes showed significant signatures of selection in three geographical populations, which provided insights into the adaptation of CGA biosynthesis to the local environment. Finally, we constructed a genetic network of six causal genes that coordinately regulate CGA biosynthesis, revealing the multiple regulatory patterns affecting CGA accumulation in <i>P. tomentosa</i>. Our study provides a multiomics strategy for understanding the genetic basis underlying the natural variation in the CGA biosynthetic metabolites of <i>Populus</i>, which will enhance the genetic development of abiotic-resistance varieties in forest trees. |
topic |
mGWAS eQTN chlorogenic acid biosynthesis pathway <i>Populus</i> selective signatures |
url |
https://www.mdpi.com/1422-0067/22/5/2386 |
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