Evidence map›Paper›PMID 41174053›Full record

ArticleScientific reports2025

Dynamic transcriptomic and metabolomic adaptation mechanisms of Trifolium ambiguum under different durations of cold stress.

Kefan Cao, Sijing Wang, Qian Wu, Fan Huang

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Kefan CaoInstitute of Grassland Research, Chinese Academy of Agricultural Science, 120 Wulanchabu East Street, Saihan District, Hohhot, 010010, China.
Sijing WangYinshanbeilu Grassland Eco-hydrology National Observation and Research Station, Institute of Water Resources and Hydropower Research, Beijing, 100038, China.
Qian WuCollege of Grassland Science/Key Laboratory of Grassland Resources of Ministry of Education, Inner Mongolia Agricultural University, Hohhot, 010018, China.
Fan HuangInstitute of Grassland Research, Chinese Academy of Agricultural Science, 120 Wulanchabu East Street, Saihan District, Hohhot, 010010, China. huangfan@caas.cn.

Funding

the Key Project in Science and Technology of Erdos ZD20232312the National Natural Science Foundation of China 31901385the Natural Science Foundation of Inner Mongolia 2022MS03010
6 · The paper itself

Abstract

Cold stress is one of the major environmental challenges faced by plants, severely affecting their growth, development, and yield. With the intensification of global climate change, the impact of cold stress on plants is becoming increasingly significant. Plants respond to cold stress through complex metabolic regulatory networks, including the accumulation of protective metabolites, modulation of antioxidant defenses, and activation of secondary metabolic pathways. This study aims to explore the dynamic metabolic and transcriptomic responses of T. ambiguum under long-term cold stress, and to reveal its adaptive mechanisms. By integrating metabolomics and transcriptomics, this study provides an indepth analysis of gene expression and metabolic responses of T. ambiguum under different cold stress treatments (2 h, 6 h, 12 h), focusing on key metabolic pathways and signal transduction mechanisms involved in cold stress adaptation. To further investigate the relationship between genes and metabolites, weighted gene co-expression network analysis (WGCNA) was applied to construct the gene-metabolite coexpression network under cold stress. Several functional modules that play significant roles in cold response were identified. Notably, the pink module was found to be associated with lipid metabolism, sugar metabolism, and signal transduction pathways, while the black module was closely linked to plant hormone signaling and antioxidant responses. Additionally, KEGG enrichment analysis revealed that key pathways such as glycerophospholipid metabolism, proline metabolism, and plant hormone signal transduction work synergistically in cold stress adaptation, regulating cellular homeostasis and maintaining energy supply under prolonged cold stress. The results indicate that T. ambiguum enhances its cold tolerance through dynamic coordination between its transcriptomic and metabolic responses. This study provides new molecular biological evidence for the cold adaptation mechanisms of T. ambiguum and offers theoretical support for improving cold tolerance in related crops.

Indexed as

AcclimatizationCold-Shock ResponseTrifoliumClimate ChangeCold TemperatureCrop ProductionGene Expression ProfilingGene Regulatory NetworksMetabolic Networks and PathwaysMetabolomeMetabolomicsSignal TransductionTime FactorsTranscriptome

Identifiers

PMID41174053
PMCPMC12578859

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.