Co-Analysis of Transcriptome and Metabolome Reveals Anthocyanin Accumulation in the Female Flower Tissues of Fig Cultivar ‘Silu Hongyu’
Abstract
1. Introduction
2. Results
2.1. Anthocyanin Contents in Female Flower Tissues of Figs
2.2. Metabolic Profiling and Multivariate Statistical Analysis
2.3. Identification and KEGG Enrichment Analysis of Differentially Accumulated Metabolites (DAMs)
2.4. Overview of the Transcriptome Sequencing of ZG and HY
2.5. Gene Ontology (GO) and KEGG Pathway Analyses of Differentially Expressed Genes (DEGs)
2.6. Correlation Analysis Between Transcripts and Metabolites
2.7. A Joint Transcriptomic and Metabolic Analysis of Flavonoid Accumulation
3. Discussion
4. Materials and Methods
4.1. Plant Materials
4.2. Anthocyanin Determination
4.3. Metabolite Extraction
4.4. LC-MS/MS Acquisition Conditions
4.5. Metabolite Identification and Quantification
4.6. Multivariate Statistical Analysis
4.7. KEGG Annotation and Enrichment Analysis
4.8. cDNA Library Construction and Sequencing
4.9. Differential Gene Expression Analysis
4.10. RT-qPCR
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Kislev, M.E.; Bar-Yosef, O. Early domesticated fig in the Jordan Valley. Science 2006, 312, 1372–1374. [Google Scholar] [CrossRef] [PubMed]
- Cao, L.; Xu, X.; Chen, S.; Ma, H. Cloning and expression analysis of Ficus carica anthocyanidin synthase 1 gene. Sci. Hortic. 2016, 211, 369–375. [Google Scholar] [CrossRef]
- Aradhya, M.K.; Stover, E.; Velasco, D.; Koehmstedt, A. Genetic structure and differentiation in cultivated fig (Ficus carica L.). Genetica 2010, 138, 681–694. [Google Scholar] [CrossRef]
- Wang, Z.; Song, M.; Li, Y.; Chen, S.; Ma, H. Differential color development and response to light deprivation of fig (Ficus carica L.) syconia peel and female flower tissues: Transcriptome elucidation. BMC Plant Biol. 2019, 19, 217. [Google Scholar] [CrossRef]
- Wang, Z.; Song, M.; Wang, Z.; Chen, S.; Ma, H. Metabolome and transcriptome analysis of flavor components and flavonoid biosynthesis in fig female flower tissues (Ficus carica L.) after bagging. BMC Plant Biol. 2021, 21, 396. [Google Scholar] [CrossRef]
- Sharma, H.; Sharma, P.; Kumar, A.; Chawla, N.; Dhatt, A.S. Multifaceted Regulation of Anthocyanin Biosynthesis in Plants: A Comprehensive Review. J. Plant Growth Regul. 2024, 43, 3048–3062. [Google Scholar] [CrossRef]
- Ahmadzai, A.S.; Hu, C.; Zhang, C.; Li, Y. Mechanisms of anthocyanin-mediated salt stress alleviation and cellular homeostasis in plants. Plant Growth Regul. 2025, 105, 655–673. [Google Scholar] [CrossRef]
- Li, H.; Deng, K.; Zhao, Y.; Xu, D. A Comprehensive Review of BBX Protein-Mediated Regulation of Anthocyanin Biosynthesis in Horticultural Plants. Horticulturae 2025, 11, 894. [Google Scholar] [CrossRef]
- Zhao, K.K.; Zhang, Q.H.; Wang, Y.T.; Wei, Q.Z.; Wang, Y.Z. Advances in the biosynthesis and regulatory mechanisms of anthocyanins in horticultural plants: A comprehensive review. Trop. Plants 2025, 4, e010. [Google Scholar] [CrossRef]
- Liu, H.; Liu, Z.; Wu, Y.; Zheng, L.; Zhang, G. Regulatory Mechanisms of Anthocyanin Biosynthesis in Apple and Pear. Int. J. Mol. Sci. 2021, 22, 8441. [Google Scholar] [CrossRef]
- Li, Y.; Chen, Q.; Xie, X.; Cai, Y.; Li, J.; Feng, Y.; Zhang, Y. Integrated Metabolomics and Transcriptomics Analyses Reveal the Molecular Mechanisms Underlying the Accumulation of Anthocyanins and Other Flavonoids in Cowpea Pod (Vigna unguiculata L.). J. Agric. Food Chem. 2020, 68, 9260–9275. [Google Scholar] [CrossRef]
- Zhang, Q.; Wang, L.; Liu, Z.; Zhao, Z.; Zhao, J.; Wang, Z.; Zhou, G.; Liu, P.; Liu, M. Transcriptome and metabolome profiling unveil the mechanisms of Ziziphus jujuba Mill. peel coloration. Food Chem. 2020, 312, 125903. [Google Scholar] [CrossRef]
- Xiong, B.; Li, Y.; Yao, J.; Wang, J.; Han, L.; Ma, Q.; Deng, T.; Liao, L.; Deng, L.; Sun, G.; et al. Integration of transcriptomic and metabolomic analysis reveals light-regulated anthocyanin accumulation in the peel of ‘Yinhongli’ plum. BMC Plant Biol. 2025, 25, 391. [Google Scholar] [CrossRef]
- Li, C.; Yu, W.; Xu, J.; Lu, X.; Liu, Y. Anthocyanin Biosynthesis Induced by MYB Transcription Factors in Plants. Int. J. Mol. Sci. 2022, 23, 11701. [Google Scholar] [CrossRef]
- Jiang, L.; Yue, M.; Liu, Y.; Zhang, N.; Lin, Y.; Zhang, Y.; Wang, Y.; Li, M.; Luo, Y.; Zhang, Y.; et al. A novel R2R3-MYB transcription factor FaMYB5 positively regulates anthocyanin and proanthocyanidin biosynthesis in cultivated strawberries (Fragaria × ananassa). Plant Biotechnol. J. 2023, 21, 1140–1158. [Google Scholar] [CrossRef]
- Ma, X.; Liang, G.; Xu, Z.; Lin, C.; Zhu, B. CaMYBA–CaMYC–CaTTG1 complex activates the transcription of anthocyanin synthesis structural genes and regulates anthocyanin accumulation in pepper (Capsicum annuum L.) leaves. Front. Plant Sci. 2025, 16, 1538607. [Google Scholar] [CrossRef] [PubMed]
- Chen, L.; Hu, B.; Qin, Y.; Hu, G.; Zhao, J. Advance of the negative regulation of anthocyanin biosynthesis by MYB transcription factors. Plant Physiol. Biochem. 2019, 136, 178–187. [Google Scholar] [CrossRef] [PubMed]
- Leng, X.; Li, C.; Wang, P.; Ren, Y.; Chen, J.; Liu, G.; Hakeem, A.; Liu, Y.; Shi, X.; Hou, T.; et al. The transcription factor VvMYB44-1 plays a role in reducing grapevine anthocyanin biosynthesis at high temperature. Plant Physiol. 2025, 197, kiae657. [Google Scholar] [CrossRef]
- Lim, S.H.; Kim, D.H.; Lee, J.Y. R2R3-MYB repressor, BrMYB32, regulates anthocyanin biosynthesis in Chinese cabbage. Physiol. Plant. 2024, 176, e14591. [Google Scholar] [CrossRef] [PubMed]
- Xu, Z.; Wang, J.; Ma, Y.; Wang, F.; Wang, J.; Zhang, Y.; Hu, X. The bZIP transcription factor SlAREB1 regulates anthocyanin biosynthesis in response to low temperature in tomato. Plant J. 2023, 115, 205–219. [Google Scholar] [CrossRef]
- Zhang, L.; Wang, L.; Fang, Y.; Gao, Y.; Yang, S.; Su, J.; Ni, J.; Teng, Y.; Bai, S. Phosphorylated transcription factor PuHB40 mediates ROS-dependent anthocyanin biosynthesis in pear exposed to high light. Plant Cell 2024, 36, 3562–3583. [Google Scholar] [CrossRef]
- Zhang, X.; Yu, L.; Zhang, M.; Wu, T.; Song, T.; Yao, Y.; Zhang, J.; Tian, J. MdWER interacts with MdERF109 and MdJAZ2 to mediate methyl jasmonate- and light-induced anthocyanin biosynthesis in apple fruit. Plant J. 2024, 118, 1327–1342. [Google Scholar] [CrossRef] [PubMed]
- Han, N.; Sun, L.; Zhang, J.; Yuan, W.; Wang, C.; Zhao, A.; Wang, D. Transcriptomics integrated with metabolomics to characterize key pigment compounds and genes related to anthocyanin biosynthesis in Zanthoxylum bungeanum peel. Physiol. Plant. 2023, 175, e14031. [Google Scholar] [CrossRef]
- Jiang, Y.; Liu, Y.; Lin, Y.; Tu, X.; He, J. Transcriptomics and metabolomics reveal the mechanism of metabolites changes in Cymbidium tortisepalum var. longibracteatum colour mutation cultivars. PLoS ONE 2024, 19, e0305867. [Google Scholar] [CrossRef]
- Huang, D.; Deng, X.; Wang, Y.; Song, Q.; Niu, S. Comprehensive transcriptomics and metabolomics reveal the coloring mechanism of purple Camellia tachangensis. BMC Plant Biol. 2025, 25, 762. [Google Scholar] [CrossRef]
- Zhang, J.; Zhang, Z.X.; Wen, B.Y.; Jiang, Y.J.; He, X.; Bai, R.; Zhang, X.L.; Chai, W.C.; Xu, X.Y.; Xu, J.; et al. Molecular Regulatory Network of Anthocyanin Accumulation in Black Radish Skin as Revealed by Transcriptome and Metabonome Analysis. Int. J. Mol. Sci. 2023, 24, 13663. [Google Scholar] [CrossRef] [PubMed]
- Lama, K.; Harlev, G.; Shafran, H.; Peer, R.; Flaishman, M.A. Anthocyanin accumulation is initiated by abscisic acid to enhance fruit color during fig (Ficus carica L.) ripening. J. Plant Physiol. 2020, 251, 153192. [Google Scholar] [CrossRef]
- Li, J.; An, Y.; Wang, L. Transcriptomic Analysis of Ficus carica Peels with a Focus on the Key Genes for Anthocyanin Biosynthesis. Int. J. Mol. Sci. 2020, 21, 1245. [Google Scholar] [CrossRef]
- Shi, Q.Q.; Du, J.T.; Zhu, D.J.; Li, X.; Li, X.G. Metabolomic and Transcriptomic Analyses of Anthocyanin Biosynthesis Mechanisms in the Color Mutant Ziziphus jujuba cv. Tailihong. J. Agric. Food Chem. 2020, 68, 15186–15198. [Google Scholar] [CrossRef]
- Dueñas, M.; Pérez-Alonso, J.J.; Santos-Buelga, C.; Escribano-Bailón, T. Anthocyanin composition in fig (Ficus carica L.). J. Food Anal. 2008, 21, 107–115. [Google Scholar] [CrossRef]
- Solomon, A.; Golubowicz, S.; Yablowicz, Z.; Grossman, S.; Bergman, M.; Gottlieb, H.E.; Altman, A.; Kerem, Z.; Flaishman, M.A. Antioxidant activities and anthocyanin content of fresh fruits of common fig (Ficus carica L.). J. Agric. Food Chem. 2006, 54, 7717–7723. [Google Scholar] [CrossRef]
- Yang, Q.; Wang, G. Isoflavonoid metabolism in leguminous plants: An update and perspectives. Front. Plant Sci. 2024, 15, 1368870. [Google Scholar] [CrossRef]
- Reynaud, J.; Guilet, D.; Terreux, R.; Lussignol, M.; Walchshofer, N. Isoflavonoids in non-leguminous families: An update. Nat. Prod. Rep. 2005, 22, 504–515. [Google Scholar] [CrossRef]
- Muhammad, N.; Luo, Z.; Yang, M.; Li, X.; Liu, Z.; Liu, M. The joint role of the late anthocyanin biosynthetic UFGT-encoding genes in the flowers and fruits coloration of horticultural plants. Sci. Hortic. 2022, 301, 111110. [Google Scholar] [CrossRef]
- Parker, T.; Bolt, T.; Williams, T.; Penmetsa, R.V.; Mulube, M.; Celebioglu, B.; Palkovic, A.; Jochua, C.N.; del Mar Rubio Wilhelmi, M.; Lo, S.; et al. Seed color patterns in domesticated common bean are regulated by MYB-bHLH-WD40 transcription factors and temperature. Plant J. 2024, 119, 2765–2781. [Google Scholar] [CrossRef] [PubMed]
- Bulanov, A.N.; Andreeva, E.A.; Tsvetkova, N.V.; Zykin, P.A. Regulation of Flavonoid Biosynthesis by the MYB-BHLH-WDR (MBW) Complex in Plants and Its Specific Features in Cereals. Int. J. Mol. Sci. 2025, 26, 734. [Google Scholar] [CrossRef]
- Matsui, K.; Umemura, Y.; Ohme-Takagi, M. AtMYBL2, a protein with a single MYB domain, acts as a negative regulator of anthocyanin biosynthesis in Arabidopsis. Plant J. 2010, 55, 954–967. [Google Scholar] [CrossRef] [PubMed]
- Xie, X.B.; Li, S.; Zhang, R.F.; Zhao, J.; Chen, Y.C.; Zhao, Q.; Yao, Y.X.; You, C.X.; Zhang, X.S.; Hao, Y.J. The bHLH transcription factor MdbHLH3 promotes anthocyanin accumulation and fruit colouration in response to low temperature in apples. Plant Cell Environ. 2012, 35, 1884–1897. [Google Scholar] [CrossRef] [PubMed]
- Li, C.; Wu, J.; Hu, K.D.; Wei, S.W.; Sun, H.Y.; Hu, L.Y.; Han, Z.; Yao, G.F.; Zhang, H. PyWRKY26 and PybHLH3 cotargeted the PyMYB114 promoter to regulate anthocyanin biosynthesis and transport in red-skinned pears. Hortic. Res. 2020, 7, 12. [Google Scholar] [CrossRef]
- Tao, H.; Gao, F.; Li, L.; He, Y.; Zhang, X.; Wang, M.; Wei, J.; Zhao, Y.; Zhang, C.; Wang, Q.; et al. WRKY33 negatively regulates anthocyanin biosynthesis and cooperates with PHR1 to mediate acclimation to phosphate starvation. Plant Commun. 2024, 5, 100821. [Google Scholar] [CrossRef]
- Cong, L.; Qu, Y.; Sha, G.; Zhang, S.; Ma, Y.; Chen, M.; Zhai, R.; Yang, C.; Xu, L.; Wang, Z. PbWRKY75 promotes anthocyanin synthesis by activating PbDFR, PbUFGT, and PbMYB10b in pear. Physiol. Plant. 2021, 173, 1841–1849. [Google Scholar] [CrossRef]
- Chen, S.; Zhou, Y.; Chen, Y.; Gu, J. fastp: An ultra-fast all-in-one FASTQ preprocessor. Bioinformatics 2018, 34, i884–i890. [Google Scholar] [CrossRef]
- Kim, D.; Langmead, B.; Salzberg, S.L. HISAT: A fast spliced aligner with low memory requirements. Nat. Methods 2015, 12, 357–360. [Google Scholar] [CrossRef] [PubMed]
- Love, M.I.; Huber, W.; Anders, S. Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2. Genome Biol. 2014, 15, 550. [Google Scholar] [CrossRef]
- Varet, H.; Brillet-Guéguen, L.; Coppée, J.Y.; Dillies, M.A. SARTools: A DESeq2- and EdgeR-Based R Pipeline for Comprehensive Differential Analysis of RNA-Seq Data. PLoS ONE 2016, 11, e0157022. [Google Scholar] [CrossRef] [PubMed]
- Buchfink, B.; Xie, C.; Huson, D.H. Fast and sensitive protein alignment using DIAMOND. Nat. Methods 2015, 12, 59–60. [Google Scholar] [CrossRef]
- Zheng, Y.; Jiao, C.; Sun, H.; Rosli, H.; Pomno, M.A.; Zhang, P.; Banf, M.; Dai, X.; Martin, G.B.; Giovannoni, J.J.; et al. iTAK: A Program for Genome-wide Prediction and Classification of Plant Transcription Factors, Transcriptional Regulators, and Protein Kinases. Mol. Plant 2016, 9, 1667–1670. [Google Scholar] [CrossRef] [PubMed]







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Zhang, Y.; Jiang, Y.; Qian, S.; Jing, S.; Liu, Z.; Zhao, Z. Co-Analysis of Transcriptome and Metabolome Reveals Anthocyanin Accumulation in the Female Flower Tissues of Fig Cultivar ‘Silu Hongyu’. Genes 2026, 17, 694. https://doi.org/10.3390/genes17060694
Zhang Y, Jiang Y, Qian S, Jing S, Liu Z, Zhao Z. Co-Analysis of Transcriptome and Metabolome Reveals Anthocyanin Accumulation in the Female Flower Tissues of Fig Cultivar ‘Silu Hongyu’. Genes. 2026; 17(6):694. https://doi.org/10.3390/genes17060694
Chicago/Turabian StyleZhang, Ying, Yuqin Jiang, Shuanti Qian, Siyu Jing, Zijin Liu, and Zhihao Zhao. 2026. "Co-Analysis of Transcriptome and Metabolome Reveals Anthocyanin Accumulation in the Female Flower Tissues of Fig Cultivar ‘Silu Hongyu’" Genes 17, no. 6: 694. https://doi.org/10.3390/genes17060694
APA StyleZhang, Y., Jiang, Y., Qian, S., Jing, S., Liu, Z., & Zhao, Z. (2026). Co-Analysis of Transcriptome and Metabolome Reveals Anthocyanin Accumulation in the Female Flower Tissues of Fig Cultivar ‘Silu Hongyu’. Genes, 17(6), 694. https://doi.org/10.3390/genes17060694

