Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature Stress

Caucasian clover (<i>Trifolium ambiguum</i> M.Bieb.) is a perennial legume known for its exceptional cold tolerance, commonly used in agriculture and ecosystems in cold climates. Given the impact of climate change, enhancing the cold adaptation of Caucasian clover is crucial for sustaini...

Full description

Saved in:
Bibliographic Details
Main Authors: Kefan Cao, Sijing Wang, Huimin Zhang, Yiming Ma, Qian Wu, Mingjiu Wang
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Agronomy
Subjects:
Online Access:https://www.mdpi.com/2073-4395/15/2/308
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849723395118202880
author Kefan Cao
Sijing Wang
Huimin Zhang
Yiming Ma
Qian Wu
Mingjiu Wang
author_facet Kefan Cao
Sijing Wang
Huimin Zhang
Yiming Ma
Qian Wu
Mingjiu Wang
author_sort Kefan Cao
collection DOAJ
description Caucasian clover (<i>Trifolium ambiguum</i> M.Bieb.) is a perennial legume known for its exceptional cold tolerance, commonly used in agriculture and ecosystems in cold climates. Given the impact of climate change, enhancing the cold adaptation of Caucasian clover is crucial for sustaining agricultural productivity. This study employs metabolomics, transcriptomics, and Weighted Gene Co-expression Network Analysis (WGCNA) to investigate the molecular mechanisms of Caucasian clover’s response to low-temperature stress. Metabolomic analysis showed that low-temperature stress triggered the accumulation of fatty acids, amino acids, and antioxidants, which are critical for maintaining membrane stability and antioxidant capacity, thus protecting the plant from oxidative damage. Transcriptomic analysis revealed significant upregulation of genes involved in cold adaptation, particularly those related to antioxidant defense, membrane lipid repair, and signal transduction, including genes in the ABA signaling pathway and antioxidant enzymes, thereby improving cold tolerance. WGCNA identified gene modules closely linked to cold adaptation, especially those involved in antioxidant defense, fatty acid metabolism, signal transduction, and membrane repair. These modules function synergistically, with coordinated gene expression enhancing cold resistance. This study also investigated the isoflavonoid biosynthesis pathway under low-temperature stress, highlighting its role in enhancing antioxidant capacity and cold tolerance. Low-temperature stress induced upregulation of key enzyme genes, such as Isoflavone Synthase (IFS) and Isoflavone-7-O-Glucosyltransferase (IF7GT), promoting antioxidant metabolite accumulation and further enhancing the plant’s cold adaptation. Overall, this study offers novel molecular insights into the cold tolerance mechanisms of Caucasian clover and provides valuable theoretical support for breeding cold-resistant crops in cold climates.
format Article
id doaj-art-7dc8eafee0ea4eb6bd3d9ff06c8b22dc
institution DOAJ
issn 2073-4395
language English
publishDate 2025-01-01
publisher MDPI AG
record_format Article
series Agronomy
spelling doaj-art-7dc8eafee0ea4eb6bd3d9ff06c8b22dc2025-08-20T03:11:03ZengMDPI AGAgronomy2073-43952025-01-0115230810.3390/agronomy15020308Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature StressKefan Cao0Sijing Wang1Huimin Zhang2Yiming Ma3Qian Wu4Mingjiu Wang5Key Laboratory of Grassland Resources of Ministry of Education, College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010018, ChinaYinshanbeilu Grassland Eco-Hydrology National Observation and Research Station, China Institute of Water Resources and Hydropower Research, Beijing 100038, ChinaKey Laboratory of Grassland Resources of Ministry of Education, College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010018, ChinaKey Laboratory of Grassland Resources of Ministry of Education, College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010018, ChinaKey Laboratory of Grassland Resources of Ministry of Education, College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010018, ChinaKey Laboratory of Grassland Resources of Ministry of Education, College of Grassland Science, Inner Mongolia Agricultural University, Hohhot 010018, ChinaCaucasian clover (<i>Trifolium ambiguum</i> M.Bieb.) is a perennial legume known for its exceptional cold tolerance, commonly used in agriculture and ecosystems in cold climates. Given the impact of climate change, enhancing the cold adaptation of Caucasian clover is crucial for sustaining agricultural productivity. This study employs metabolomics, transcriptomics, and Weighted Gene Co-expression Network Analysis (WGCNA) to investigate the molecular mechanisms of Caucasian clover’s response to low-temperature stress. Metabolomic analysis showed that low-temperature stress triggered the accumulation of fatty acids, amino acids, and antioxidants, which are critical for maintaining membrane stability and antioxidant capacity, thus protecting the plant from oxidative damage. Transcriptomic analysis revealed significant upregulation of genes involved in cold adaptation, particularly those related to antioxidant defense, membrane lipid repair, and signal transduction, including genes in the ABA signaling pathway and antioxidant enzymes, thereby improving cold tolerance. WGCNA identified gene modules closely linked to cold adaptation, especially those involved in antioxidant defense, fatty acid metabolism, signal transduction, and membrane repair. These modules function synergistically, with coordinated gene expression enhancing cold resistance. This study also investigated the isoflavonoid biosynthesis pathway under low-temperature stress, highlighting its role in enhancing antioxidant capacity and cold tolerance. Low-temperature stress induced upregulation of key enzyme genes, such as Isoflavone Synthase (IFS) and Isoflavone-7-O-Glucosyltransferase (IF7GT), promoting antioxidant metabolite accumulation and further enhancing the plant’s cold adaptation. Overall, this study offers novel molecular insights into the cold tolerance mechanisms of Caucasian clover and provides valuable theoretical support for breeding cold-resistant crops in cold climates.https://www.mdpi.com/2073-4395/15/2/308<i>Trifolium ambiguum</i> M.Bieb.low-temperature stresswidely targeted metabolomicstranscriptomicsWeighted Gene Co-expression Network Analysis (WGCNA)
spellingShingle Kefan Cao
Sijing Wang
Huimin Zhang
Yiming Ma
Qian Wu
Mingjiu Wang
Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature Stress
Agronomy
<i>Trifolium ambiguum</i> M.Bieb.
low-temperature stress
widely targeted metabolomics
transcriptomics
Weighted Gene Co-expression Network Analysis (WGCNA)
title Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature Stress
title_full Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature Stress
title_fullStr Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature Stress
title_full_unstemmed Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature Stress
title_short Widely Targeted Metabolomics and Transcriptomics Analysis of the Response and Adaptation Mechanisms of <i>Trifolium ambiguum</i> to Low-Temperature Stress
title_sort widely targeted metabolomics and transcriptomics analysis of the response and adaptation mechanisms of i trifolium ambiguum i to low temperature stress
topic <i>Trifolium ambiguum</i> M.Bieb.
low-temperature stress
widely targeted metabolomics
transcriptomics
Weighted Gene Co-expression Network Analysis (WGCNA)
url https://www.mdpi.com/2073-4395/15/2/308
work_keys_str_mv AT kefancao widelytargetedmetabolomicsandtranscriptomicsanalysisoftheresponseandadaptationmechanismsofitrifoliumambiguumitolowtemperaturestress
AT sijingwang widelytargetedmetabolomicsandtranscriptomicsanalysisoftheresponseandadaptationmechanismsofitrifoliumambiguumitolowtemperaturestress
AT huiminzhang widelytargetedmetabolomicsandtranscriptomicsanalysisoftheresponseandadaptationmechanismsofitrifoliumambiguumitolowtemperaturestress
AT yimingma widelytargetedmetabolomicsandtranscriptomicsanalysisoftheresponseandadaptationmechanismsofitrifoliumambiguumitolowtemperaturestress
AT qianwu widelytargetedmetabolomicsandtranscriptomicsanalysisoftheresponseandadaptationmechanismsofitrifoliumambiguumitolowtemperaturestress
AT mingjiuwang widelytargetedmetabolomicsandtranscriptomicsanalysisoftheresponseandadaptationmechanismsofitrifoliumambiguumitolowtemperaturestress