# Integrated Transcriptomic and Metabolomic Analyses Provide Insights into the Response of Red Clover (Trifolium pratense L.) to High-Temperature Stress

**Authors:** Wanbin Sun, Weiqiang Yang, Wei He, Yuandong Xu, Jie Zhou, Qifan Ran, Huizhen Ma, Yan Peng, Yan Fan

PMC · DOI: 10.3390/ijms27041704 · 2026-02-10

## TL;DR

This study uses multi-omics to understand how red clover responds to heat stress, identifying key genes and pathways for heat tolerance.

## Contribution

The study integrates transcriptomic and metabolomic data to reveal the role of the phenylpropanoid pathway in red clover heat tolerance.

## Key findings

- The heat-tolerant cultivar showed 1.8 times higher chlorophyll retention under stress.
- 3104 differentially expressed genes and 1242 metabolites were identified.
- Phenylpropanoid biosynthesis was highlighted as crucial for heat tolerance.

## Abstract

High-temperature stress adversely affects the yield and quality of red clover (Trifolium pratense). However, the molecular mechanisms underlying red clover’s heat tolerance remain incompletely understood, which limits targeted genetic improvement. This study employed a multi-omics approach to compare a heat-tolerant cultivar (“HL”) and a heat-sensitive cultivar (“Tp615”). Under high-temperature stress, “HL” exhibited superior physiological adaptation, showing 1.8 times higher chlorophyll retention compared to “Tp615.” Transcriptome analysis identified 3104 core differentially expressed genes, including 175 transcription factors, with qRT-PCR validation confirming expression patterns consistent with the transcriptomic data. Broad-targeted metabolomics revealed 1242 differentially accumulated metabolites. Multi-omics integration highlighted the crucial role of the phenylpropanoid biosynthesis pathway in enhancing red clover’s heat tolerance. This study deciphers the mechanisms underlying red clover’s heat resistance and offers valuable genetic resources and a theoretical foundation for breeding stress-tolerant forage crops.

## Linked entities

- **Species:** Trifolium pratense (taxon 57577)

## Full-text entities

- **Genes:** CAD1 (cinnamyl-alcohol dehydrogenase) [NCBI Gene 843600] {aka ATCAD1, CINNAMYL ALCOHOL DEHYDROGENASE 1, F28P22.13, F28P22_13, cinnamyl-alcohol dehydrogenase}, FAH1 (ferulic acid 5-hydroxylase 1) [NCBI Gene 829779] {aka CYP84A1, CYTOCHROME P450 84A1, F23E13.110, F23E13_110, FERULATE-5-HYDROXYLASE, ferulic acid 5-hydroxylase 1}, HSFA7A (heat shock transcription factor A7A) [NCBI Gene 824354] {aka ARABIDOPSIS THALIANA HEAT SHOCK TRANSCRIPTION FACTOR  A7A, ARABIDOPSIS THALIANA HEAT SHOCK TRANSCRIPTION FACTOR A7A, AT-HSFA7A, heat shock transcription factor  A7A, heat shock transcription factor A7A}, OMT1 (O-methyltransferase 1) [NCBI Gene 835504] {aka ATOMT1, AtCOMT, COMT1, K18G13.3, K18G13_3, O-METHYLTRANSFERASE 1}, HSF1 (heat shock factor 1) [NCBI Gene 827496] {aka ARABIDOPSIS THALIANA CLASS A HEAT SHOCK FACTOR 1A, ARABIDOPSIS THALIANA HEAT SHOCK FACTOR 1, ATHSF1, ATHSFA1A, CLASS A HEAT SHOCK FACTOR 1A, DL4910C}, HSFC1 (heat shock transcription factor C1) [NCBI Gene 822047] {aka AT-HSFC1, heat shock transcription factor  C1, heat shock transcription factor C1}, HSFA2 (heat shock transcription factor A2) [NCBI Gene 817155] {aka ATHSFA2, T19L18.4, T19L18_4, heat shock transcription factor A2}, HSF3 (heat shock factor 3) [NCBI Gene 831545] {aka ARABIDOPSIS HEAT SHOCK FACTOR 3, ARABIDOPSIS THALIANA CLASS A HEAT SHOCK FACTOR 1B, ATHSF3, ATHSFA1B, CLASS A HEAT SHOCK FACTOR 1B, F5E19.160}, WRKY39 (WRKY DNA-binding protein 39) [NCBI Gene 819625] {aka ATWRKY39, F7O18.30, F7O18_30, WRKY DNA-BINDING PROTEIN 39, WRKY DNA-binding protein 39}, HSFA6B (heat shock transcription factor A6B) [NCBI Gene 821854] {aka ARABIDOPSIS THALIANA HEAT SHOCK TRANSCRIPTION FACTOR A6B, AT-HSFA6B, heat shock transcription factor  A6B, heat shock transcription factor A6B}, AT5G40153 (peroxidase) [NCBI Gene 28721236], NAC019 (NAC domain containing protein 19) [NCBI Gene 841722] {aka ANAC019, F14G24.16, F14G24_16, NAC domain containing protein 19}, 4CL2 (4-coumarate:CoA ligase 2) [NCBI Gene 821678] {aka 4-COUMARATE:COA LIGASE, 4-coumarate:CoA ligase 2, AT4CL2}
- **Diseases:** HT (MESH:D000377), DEMs (MESH:D001039), HL (MESH:C538324), injury to (MESH:D014947)
- **Chemicals:** membrane lipid (MESH:D008563), ROS (MESH:D017382), flavonoids (MESH:D005419), dimethyl sulfoxide (MESH:D004121), ATP (MESH:D000255), lignin (MESH:D008031), p-coumaric acid (MESH:C495469), lipid (MESH:D008055), sucrose (MESH:D013395), amino acids (MESH:D000596), MDA (MESH:D008315), carbohydrates (MESH:D002241), trichloroacetic acid (MESH:D014238), L-phenylalanine (MESH:D010649), starch (MESH:D013213), ornithine (MESH:D009952), O2- (-), superoxide anion (MESH:D013481), H2O2 (MESH:D006861), Aminoacyl-tRNA (MESH:D012346), alkaloids (MESH:D000470), galactose (MESH:D005690), Glyoxylate (MESH:C031150), water (MESH:D014867), thiobarbituric acid (MESH:C029684), cinnamic acid (MESH:C029010), Ferulic acid (MESH:C004999), 5-hydroxyferuloyl-CoA. (MESH:C090959), nitrogen (MESH:D009584), ethylene (MESH:C036216), NNK (MESH:C016583), sinapoyl-CoA (MESH:C459096), triacylglycerols (MESH:D014280), chlorophyll (MESH:D002734), linoleic acid (MESH:D019787), cinnamoyl-CoA (MESH:C022903), oxygen (MESH:D010100)
- **Species:** Trifolium pratense (peavine clover, species) [taxon 57577], Cucumis sativus (cucumber, species) [taxon 3659], Oryza sativa (Asian cultivated rice, species) [taxon 4530], Zea mays (maize, species) [taxon 4577], Homo sapiens (human, species) [taxon 9606], Solanum lycopersicum (tomato, species) [taxon 4081], Arabidopsis thaliana (mouse-ear cress, species) [taxon 3702], Medicago sativa (alfalfa, species) [taxon 3879], Glycine max (soybean, species) [taxon 3847], Malus domestica (apple, species) [taxon 3750]

## Figures

9 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12940346/full.md

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Source: https://tomesphere.com/paper/PMC12940346