Integrated Transcriptomic and Metabolomic Analysis of Cold Stress Network in Interspecific Hybrids Between Chrysanthemum lavandulifolium (Fisch. ex Trautv.) Makino and × morifolium Ramat., cv. ‘Yannong Qiujin’
Abstract
1. Introduction
2. Materials and Methods
2.1. Cross Between C. lavandulifolium (Fisch. ex Trautv.) Makino and Chrysanthemum × morifolium Ramat., cv. ‘Yannong Qiujin’
2.2. SRAP Analysis of Hybrid Progenies of C. lavandulifolium (Fisch. ex Trautv.) Makino and Chrysanthemum × morifolium Ramat., cv. ‘Yannong Qiujin’
2.3. Determination of Semi-Lethal Temperature for Hybrid Progenies
2.4. Physiological Changes and DAB, NBT Staining Analysis of Progenies Under Cold Stress
2.5. Transcriptome Sequencing and Analysis
2.6. Metabolomic Analysis
2.7. Integrated Correlation Analysis of Transcriptomic and Metabolomic Data
2.8. Expression Levels of Cold Tolerance-Related Genes
2.9. Data Analysis
3. Results
3.1. Verification of Hybrid Progeny Authenticity and Evaluation of Genetic Diversity
3.2. Morphological Variation and Heterosis of Hybrid Progeny
3.3. Semi-Lethal Temperature of Hybrid Progeny Under Low-Temperature Stress
3.4. Phenotypic and Physiological Analysis of Hybrid Progeny Under Cold Stress
3.5. Overview of RNA Sequencing
3.6. Gene Ontology (GO) Functional Enrichment Analysis of Differentially Expressed Genes
3.7. KEGG Pathway Enrichment Analysis of DEGs in Hybrid Progeny
3.8. DEMs Analysis and Metabolic Pathway Enrichment
3.9. Integrated Analysis of Transcriptome and Metabolome
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| Abbreviation | Full name |
| CAT | Catalase |
| COR | Cold-regulated |
| DAG | Diacylglycerol |
| DREB | Dehydration-responsive element-binding |
| G3P | Glycerol-3-phosphate |
| GPAT | Glycerol-3-phosphate acyltransferase |
| ICE | Inducer of CBF expression |
| LPA | Lysophosphatidic acid |
| LPAAT | Lysophosphatidic acid acyltransferase |
| MAPK | Mitogen-activated protein kinase |
| MAPKK | Mitogen-activated protein kinase kinase |
| MAPKKK | Mitogen-activated protein kinase kinase kinase |
| MDA | Malondialdehyde |
| PA | Phosphatidic acid |
| PAP | Phosphatidate phosphatase |
| PC | Phosphatidylcholine |
| PRO | Proline |
| CPT | Cholinephosphotransferase |
| SMOCS | Small-molecule organic compatible solutes |
| SOD | Superoxide dismutase |
| SP | Soluble protein |
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| Primer | Sequence (5′–3′) |
|---|---|
| qRT-GPAT-F | ACCGGTCGTGTTATTGGCAT |
| qRT-GPAT-R | CTGGCTTCGTGGTAGGGTTT |
| qRT-LPAAT-F | AAGCGGATGGACCCAAGAAG |
| qRT-LPAAT-R | CCGACCATCCTTACTCCGTG |
| qRT-MAPKKK-F | CCGTTATACATGGCACCGGA |
| qRT-MAPKKK-R | AACACTCCATGCCGTTTTGC |
| qRT-MAPK-F | TGGTACTCCTCCTCCCGAAG |
| qRT-MAPK-R | AAGACGGTGCAGTAAGCGAA |
| qRT-ICE-F | AGCTCCGTTGGAGTTGGAAG |
| qRT-ICE-R | GCTGCACGTTTCTGGAACAG |
| qRT-DREB-F | AAGTACCTGCGAAAGGGTCG |
| qRT-DREB-R | CCAAAGCCTGCTACCTCGAT |
| qRT-COR-F | CCATGGAACCCTTAAGGCCA |
| qRT-COR-R | AGCAACCCATTCGAGGACAG |
| qRT-PAP-F | TTGTTGGTGGTGCAGGAAGT |
| qRT-PAP-R | GCCGTCAACTTCACAAACCC |
| qRT-FAD-F | AGCACACTCATCCCTCGTTG |
| qRT-FAD-R | GAGCCACGTGTGTGTCTGTA |
| EF1α-F | CCATTCAAGCGACAGACTCA |
| EF1α-R | TTTTGGTATCTGGTCCTGGAG |
| Trait | CL | QJ | Mid-Parent Value (MPV) | Hybrid Progeny | ||
|---|---|---|---|---|---|---|
| Hybrid Progeny Mean Fm | Mid-Parent Heterosis Hm | Mid-Parent Heterosis Rate RHm (%) | ||||
| Leaf length (cm) | 4.63 c | 6.07 b | 5.35 | 7.10 a | 1.75 | 0.33 |
| Leaf width (cm) | 2.89 c | 4.53 a | 3.71 | 3.53 b | −0.18 | −0.05 |
| Plant height (cm) | 89.68 a | 25.56 c | 57.62 | 35.75 b | −21.87 | −0.38 |
| Crown diameter (cm) | 94.63 a | 52.31 b | 73.47 | 42.58 c | −30.89 | −0.42 |
| Diameter of inflorescence (cm) | 1.28 c | 4.73 b | 3.01 | 5.44 a | 2.43 | 0.81 |
| Number of ray flowers | 15 c | 20 b | 18 | 39 a | 21 | 1.17 |
| Length of ray flowers (cm) | 0.71 c | 2.17 b | 1.44 | 2.55 a | 1.11 | 0.77 |
| Number of tubular flower | 90 c | 171 a | 131 | 117 b | −14 | −0.11 |
| Length of tubular flower (cm) | 0.54 c | 1.55 a | 1.05 | 0.7 b | −0.35 | −0.33 |
| Variety | Regression Equations | LT50 (°C, 95% CI) | Coefficient of Determination (R2) |
|---|---|---|---|
| ‘Yannong Qiujin’ | y = 100/(1 + 1.71 × 10−0.42) | −3.41 (−4.23 to −3.1) | 0.90 |
| Hybrid progeny | y = 93/(1 + 3.23 × 10−0.13) | −9.02 (−9.82 to −8.73) | 0.90 |
| C. lavandulifolium | y = 91/(1 + 3.57 × 10−0.11) | −13.57 (−9.82 to −8.73) | 0.90 |
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Share and Cite
Li, Z.; Dong, C.; Liu, H.; Liu, X.; Zhang, B.; Quan, J.; Ma, X.; Zhao, L.; Gao, R. Integrated Transcriptomic and Metabolomic Analysis of Cold Stress Network in Interspecific Hybrids Between Chrysanthemum lavandulifolium (Fisch. ex Trautv.) Makino and × morifolium Ramat., cv. ‘Yannong Qiujin’. Agriculture 2026, 16, 1923. https://doi.org/10.3390/agriculture16171923
Li Z, Dong C, Liu H, Liu X, Zhang B, Quan J, Ma X, Zhao L, Gao R. Integrated Transcriptomic and Metabolomic Analysis of Cold Stress Network in Interspecific Hybrids Between Chrysanthemum lavandulifolium (Fisch. ex Trautv.) Makino and × morifolium Ramat., cv. ‘Yannong Qiujin’. Agriculture. 2026; 16(17):1923. https://doi.org/10.3390/agriculture16171923
Chicago/Turabian StyleLi, Zimeng, Chunxin Dong, Hongbo Liu, Xin Liu, Beining Zhang, Jingwen Quan, Xinhui Ma, Li Zhao, and Ri Gao. 2026. "Integrated Transcriptomic and Metabolomic Analysis of Cold Stress Network in Interspecific Hybrids Between Chrysanthemum lavandulifolium (Fisch. ex Trautv.) Makino and × morifolium Ramat., cv. ‘Yannong Qiujin’" Agriculture 16, no. 17: 1923. https://doi.org/10.3390/agriculture16171923
APA StyleLi, Z., Dong, C., Liu, H., Liu, X., Zhang, B., Quan, J., Ma, X., Zhao, L., & Gao, R. (2026). Integrated Transcriptomic and Metabolomic Analysis of Cold Stress Network in Interspecific Hybrids Between Chrysanthemum lavandulifolium (Fisch. ex Trautv.) Makino and × morifolium Ramat., cv. ‘Yannong Qiujin’. Agriculture, 16(17), 1923. https://doi.org/10.3390/agriculture16171923
