Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine Stress

Foxtail millet (Setaria italica) is a monotypic species widely planted in China. However, residual atrazine, a commonly used maize herbicide, in soil, is a major abiotic stress to millet. Here, we investigated atrazine tolerance in millet based on the field experiments, then obtained an atrazine-res...

Full description

Bibliographic Details
Main Authors: Lifang Sun, Libin Liu, Yuting Wang, Yanfei Feng, Wei Yang, Di Wang, Shuren Gao, Xingfen Miao, Wentao Sun
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-06-01
Series:Frontiers in Plant Science
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fpls.2022.890550/full
_version_ 1828335445858058240
author Lifang Sun
Libin Liu
Yuting Wang
Yanfei Feng
Wei Yang
Di Wang
Shuren Gao
Xingfen Miao
Wentao Sun
author_facet Lifang Sun
Libin Liu
Yuting Wang
Yanfei Feng
Wei Yang
Di Wang
Shuren Gao
Xingfen Miao
Wentao Sun
author_sort Lifang Sun
collection DOAJ
description Foxtail millet (Setaria italica) is a monotypic species widely planted in China. However, residual atrazine, a commonly used maize herbicide, in soil, is a major abiotic stress to millet. Here, we investigated atrazine tolerance in millet based on the field experiments, then obtained an atrazine-resistant variety (Gongai2, GA2) and an atrazine-sensitive variety (Longgu31, LG31). To examine the effects of atrazine on genes and metabolites in millet plants, we compared the transcriptomic and metabolomic profiles between GA2 and LG31 seedling leaves. The results showed that 2,208 differentially expressed genes (DEGs; 501 upregulated, 1,707 downregulated) and 192 differentially expressed metabolites (DEMs; 82 upregulated, 110 downregulate) were identified in atrazine-treated GA2, while in atrazine-treated LG31, 1,773 DEGs (761 upregulated, 1,012 downregulated) and 215 DEMs (95 upregulated, 120 downregulated) were identified. The bioinformatics analysis of DEGs and DEMs showed that many biosynthetic metabolism pathways were significantly enriched in GA2 and LG31, such as glutathione metabolism (oxiglutatione, γ-glutamylcysteine; GSTU6, GSTU1, GSTF1), amino acid biosynthesis (L-cysteine, N-acetyl-L-glutamic acid; ArgB, GS, hisC, POX1), and phenylpropanoid biosynthesis [trans-5-o-(4-coumaroyl)shikimate; HST, C3′H]. Meanwhile, the co-expression analysis indicated that GA2 plants had enhanced atrazine tolerance owing to improved glutathione metabolism and proline biosynthesis, and the enrichment of scopoletin may help LG31 plants resist atrazine stress. Herein, we screened an atrazine-resistant millet variety and generated valuable information that may deepen our understanding of the complex molecular mechanism underlying the response to atrazine stress in millet.
first_indexed 2024-04-13T21:47:15Z
format Article
id doaj.art-820222c896f94607b0faad889554e9a0
institution Directory Open Access Journal
issn 1664-462X
language English
last_indexed 2024-04-13T21:47:15Z
publishDate 2022-06-01
publisher Frontiers Media S.A.
record_format Article
series Frontiers in Plant Science
spelling doaj.art-820222c896f94607b0faad889554e9a02022-12-22T02:28:32ZengFrontiers Media S.A.Frontiers in Plant Science1664-462X2022-06-011310.3389/fpls.2022.890550890550Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine StressLifang Sun0Libin Liu1Yuting Wang2Yanfei Feng3Wei Yang4Di Wang5Shuren Gao6Xingfen Miao7Wentao Sun8Key Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaKey Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaKey Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaKey Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaKey Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaKey Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaKey Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaKey Laboratory of Crop Germplasm Improvement and Cultivation in Cold Regions, Key Laboratory of Low Carbon Green Agriculture of Northeast Plain in Ministry of Agriculture and Rural Affairs, Agronomy College of Heilongjiang Bayi Agricultural University, Daqing, ChinaHeilongjiang HYHC Company, Daqing, ChinaFoxtail millet (Setaria italica) is a monotypic species widely planted in China. However, residual atrazine, a commonly used maize herbicide, in soil, is a major abiotic stress to millet. Here, we investigated atrazine tolerance in millet based on the field experiments, then obtained an atrazine-resistant variety (Gongai2, GA2) and an atrazine-sensitive variety (Longgu31, LG31). To examine the effects of atrazine on genes and metabolites in millet plants, we compared the transcriptomic and metabolomic profiles between GA2 and LG31 seedling leaves. The results showed that 2,208 differentially expressed genes (DEGs; 501 upregulated, 1,707 downregulated) and 192 differentially expressed metabolites (DEMs; 82 upregulated, 110 downregulate) were identified in atrazine-treated GA2, while in atrazine-treated LG31, 1,773 DEGs (761 upregulated, 1,012 downregulated) and 215 DEMs (95 upregulated, 120 downregulated) were identified. The bioinformatics analysis of DEGs and DEMs showed that many biosynthetic metabolism pathways were significantly enriched in GA2 and LG31, such as glutathione metabolism (oxiglutatione, γ-glutamylcysteine; GSTU6, GSTU1, GSTF1), amino acid biosynthesis (L-cysteine, N-acetyl-L-glutamic acid; ArgB, GS, hisC, POX1), and phenylpropanoid biosynthesis [trans-5-o-(4-coumaroyl)shikimate; HST, C3′H]. Meanwhile, the co-expression analysis indicated that GA2 plants had enhanced atrazine tolerance owing to improved glutathione metabolism and proline biosynthesis, and the enrichment of scopoletin may help LG31 plants resist atrazine stress. Herein, we screened an atrazine-resistant millet variety and generated valuable information that may deepen our understanding of the complex molecular mechanism underlying the response to atrazine stress in millet.https://www.frontiersin.org/articles/10.3389/fpls.2022.890550/fullSetaria italicaatrazinemetabolomicstranscriptomicsstress
spellingShingle Lifang Sun
Libin Liu
Yuting Wang
Yanfei Feng
Wei Yang
Di Wang
Shuren Gao
Xingfen Miao
Wentao Sun
Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine Stress
Frontiers in Plant Science
Setaria italica
atrazine
metabolomics
transcriptomics
stress
title Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine Stress
title_full Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine Stress
title_fullStr Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine Stress
title_full_unstemmed Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine Stress
title_short Integration of Metabolomics and Transcriptomics for Investigating the Tolerance of Foxtail Millet (Setaria italica) to Atrazine Stress
title_sort integration of metabolomics and transcriptomics for investigating the tolerance of foxtail millet setaria italica to atrazine stress
topic Setaria italica
atrazine
metabolomics
transcriptomics
stress
url https://www.frontiersin.org/articles/10.3389/fpls.2022.890550/full
work_keys_str_mv AT lifangsun integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT libinliu integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT yutingwang integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT yanfeifeng integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT weiyang integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT diwang integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT shurengao integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT xingfenmiao integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress
AT wentaosun integrationofmetabolomicsandtranscriptomicsforinvestigatingthetoleranceoffoxtailmilletsetariaitalicatoatrazinestress