Integrated Transcriptomic and Metabolomic Mining of Candidate Genes for Weevil Resistance in Pea
Abstract
1. Introduction
2. Results
2.1. Phenotypic Characterization and Insect-Resistance Evaluation of Pea Varieties LW1 and YWD
2.2. Transcriptomic Characterization
2.3. Metabolomic Profiling
2.4. Reconstruction of the Phenylpropanoid and Downstream Metabolic Pathways
2.5. Transcriptional Regulatory Network of Flavonoid Biosynthesis and Identification of Core TFs
2.6. Volatile Metabolite Profiling and Regulatory Network of Key Anti-Insect Compounds
2.7. Identification and Expression Pattern Analysis of Lectin Family Genes
2.8. RT-qPCR Validation of Core Insect-Resistance Genes
3. Discussion
3.1. Transcriptional and Metabolic Reprogramming in Resistant Materials
3.2. Differential Defence Strategies of Pods and Seeds Against Weevils
3.3. Tissue-Specific Partitioning of Phenylpropanoid Metabolic Flux Between Pods and Seeds
3.4. Dof as Key Regulators of Flavonoid Metabolic Reprogramming
3.5. Roles of Volatile/Semi-Volatile Compounds in Seed Resistance to Weevils
3.6. Role of Lectin Genes in Seed Defence Against Weevils
4. Materials and Methods
4.1. Plant Materials
4.2. Methods
4.2.1. Transcriptome Sequencing and Analysis
4.2.2. Metabolomic Profiling and Analysis
4.2.3. PPI Network, TFBS and Molecular Docking Analyses
4.2.4. WGCNA and Gene Family Identification
4.2.5. RT-qPCR Validation of Differentially Expressed Genes
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
- Ge, J.; Sun, C.; Corke, H.; Gul, K.; Gan, R.; Fang, Y. The Health Benefits, Functional Properties, Modifications, and Applications of Pea (Pisum sativum L.) Protein: Current Status, Challenges, and Perspectives. Compr. Rev. Food Sci. Food Saf. 2020, 19, 1835–1876. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Foyer, C.H.; Lam, H.-M.; Nguyen, H.T.; Siddique, K.H.M.; Varshney, R.K.; Colmer, T.D.; Cowling, W.; Bramley, H.; Mori, T.A.; Hodgson, J.M.; et al. Neglecting Legumes Has Compromised Human Health and Sustainable Food Production. Nat. Plants 2016, 2, 16112. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Akshit; Kumar, S.; Sheoran, N.; Devi, P.; Sharma, K.; Kamboj, E.; Kumar, P. Legumes in Cropping Systems: A Way Toward Agricultural Sustainability and Diversification. Commun. Soil Sci. Plant Anal. 2023, 55, 596–608. [Google Scholar] [CrossRef] [Scilit]
- Nikolova, I. Evaluation of Phenological and Morphological Traits in Pea Accessions (Pisum sativum L.) and Their Resistance to Pea Weevil (Bruchus pisorum L.). J. Appl. Entomol. 2024, 149, 141–156. [Google Scholar] [CrossRef] [Scilit]
- Nikolova, I.; Georgieva, N. EVALUATION OF DAMAGE CAUSED BY BRUCHUS PISORUM L. ON SOME PARAMETERS RELATED TO SEED QUALITY OF PEA CULTIVARS. Int. J. Pharmacogn. 2015, 2, 326–334. [Google Scholar]
- Kaplin, V.G. Distribution and Biology of Invasive Species of Pea Weevil (Bruchus pisorum). Russ. J. Biol. Invasions 2020, 11, 21–30. [Google Scholar] [CrossRef] [Scilit]
- Aznar-Fernández, T.; Carrillo-Perdomo, E.; Flores, F.; Rubiales, D. Identification and Multi-Environment Validation of Resistance to Pea Weevil (Bruchus pisorum) in Pisum Germplasm. J. Pest Sci. 2017, 91, 505–514. [Google Scholar] [CrossRef] [Scilit]
- Teshome, A.; Mendesil, E.; Geleta, M.; Andargie, D.; Anderson, P.; Rämert, B.; Seyoum, E.; Hillbur, Y.; Dagne, K.; Bryngelsson, T. Screening the Primary Gene Pool of Field Pea (Pisum sativum L. Subsp. Sativum) in Ethiopia for Resistance against Pea Weevil (Bruchus pisorum L.). Genet. Resour. Crop. Evol. 2014, 62, 525–538. [Google Scholar] [CrossRef] [Scilit]
- Clement, S.L.; Hardie, D.C.; Elberson, L.R. Variation among Accessions of Pisum Fulvum for Resistance to Pea Weevil. Crop. Sci. 2002, 42, 2167–2173. [Google Scholar] [CrossRef] [Scilit]
- Arulselvi, S.; Dharani, K.; Kamalnathu, T.; Kishore, S.; Tamilselvi, C.; Chitra, M.; Velayutham, A. Weevil Resistance in Pulses: A Review. Agric. Rev. 2022, 45, 304–310. [Google Scholar] [CrossRef] [Scilit]
- Singh, N.P.; Mishra, R.K.; Bandi, S.M.; Kumar, N. Advances in Pest Management in Pulses-Based Cropping Systems under Changing Climate. In Integrated Pest Management in Diverse Cropping Systems; Apple Academic Press: Williston, VT, USA, 2022; pp. 259–291. [Google Scholar] [CrossRef] [Scilit]
- Mithöfer, A.; Boland, W. Plant Defense Against Herbivores: Chemical Aspects. Annu. Rev. Plant Biol. 2012, 63, 431–450. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- War, A.R.; Paulraj, M.G.; Ahmad, T.; Buhroo, A.A.; Hussain, B.; Ignacimuthu, S.; Sharma, H.C. Mechanisms of Plant Defense against Insect Herbivores. Plant Signal. Behav. 2012, 7, 1306–1320. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Parankusam, S.; Katamreddy, S.; Bommineni, P.R.; Bhatnagar-Mathur, P.; Sharma, K.K. Insights into Insect Resistance in Pulse Crops: Problems and Preventions. In Pulse Improvement; Springer International Publishing: Cham, Switzerland, 2018; pp. 137–173. [Google Scholar] [CrossRef] [Scilit]
- Raja, V.; Bhat, A.H. Chemical Defenses in Plants Against Insect Herbivores. Insect-Plant Interact. 2026, 2, 291–320. [Google Scholar] [CrossRef] [Scilit]
- Banisetti, D.K. Herbivory and Plant Defense Mechanisms: A Cross-Disciplinary Study of Insect–Plant Coevolution. Biospecia 2026, 2, 18–20. [Google Scholar]
- Gautam, H.; Sharma, A.; Trivedi, P.K. The Role of Flavonols in Insect Resistance and Stress Response. Curr. Opin. Plant Biol. 2023, 73, 102353. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhu, L.; Yang, H.; Li, P.; Dong, L.; Zhao, S.; Lv, H.; Crickmore, N.; Zhou, X.; Zhang, Y.; Guo, Z. Plant Strategies against Herbivorous Insects. J. Integr. Plant Biol. 2026, 68, 2431–2453. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dar, S.A.; Gashash, E.A.; El-Taher, A.M.; Al-Kilani, A.T.A.; Javeed, K.; Hasan, W.; Devi, Y.K.; Nazim, N.; Al-Farga, A.; Bumpy, K.; et al. Role of Phenolic Compounds in Plants and Their Pharmacological Properties. In Bioactive Compounds; CRC Press: Boca Raton, FL, USA, 2025; pp. 392–411. [Google Scholar] [CrossRef] [Scilit]
- Shinde, S.; Kundu, P.; Shrestha, K.; Kaler, E.; Verma, K.; Block, A.K.; Louis, J. Flavonoids at the Crossroads of Plant Defence: A Multifunctional Shield against Insect Pests. J. Exp. Bot. 2026, 77, 2815–2834. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wang, M.; Wang, Y.; Li, X.; Zhang, Y.; Chen, X.; Liu, J.; Qiua, Y.; Wang, A. Integration of Metabolomics and Transcriptomics Reveals the Regulation Mechanism of the Phenylpropanoid Biosynthesis Pathway in Insect Resistance Traits in Solanum habrochaites. Hortic. Res. 2024, 11, uhad277. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- He, B.; Zhou, Y.; Peng, Y.; Xu, D.; Tong, J.; Dong, Y.; Fang, L.; Mao, J. Comparative Metabolomic Responses of Three Rhododendron Cultivars to the Azalea Lace Bug (Stephanitis pyrioides). Plants 2024, 13, 2569. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Huang, Y.-Y.; Luo, Z.-J.; Zhao, Y.-J.; Cai, X.-M.; Luo, Z.-X.; Bian, L.; Xiu, C.-L.; Fu, N.-X.; Wang, M.-Q.; Li, Z.-Q.; et al. Herbivore-Induced Volatiles Orchestrate Oviposition Plasticity in Geometrid Moths to Counteract Direct Resistance in Tea Plants. J. Agric. Food Chem. 2026, 74, 14245–14254. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Bellande, K.; Bono, J.-J.; Savelli, B.; Jamet, E.; Canut, H. Plant Lectins and Lectin Receptor-Like Kinases: How Do They Sense the Outside? Int. J. Mol. Sci. 2017, 18, 1164. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wang, Y.; Di, B.; Sun, Z.; Sonali; Donovan-Mak, M.; Chen, Z.; Wang, M. Multi-Omics and Physiological Analysis Reveal Crosstalk Between Aphid Resistance and Nitrogen Fertilization in Wheat. Plant Cell Environ. 2024, 48, 2024–2039. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Liu, H.; Wang, X.; Ma, Y.; Gao, W.; Wang, X.; Ma, C. Dual Defense Strategies in Alfalfa: A Multi-Omics Investigation into Differential Activation of Defense Pathways against Adult and Larval Weevil Feeding. Ind. Crop. Prod. 2025, 238, 122395. [Google Scholar] [CrossRef] [Scilit]
- Zhao, X.; Chen, S.; Wang, S.; Shan, W.; Wang, X.; Lin, Y.; Su, F.; Yang, Z.; Yu, X. Defensive Responses of Tea Plants (Camellia sinensis) Against Tea Green Leafhopper Attack: A Multi-Omics Study. Front. Plant Sci. 2020, 10, 1705. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Aznar-Fernández, T.; Barilli, E.; Cobos, M.J.; Kilian, A.; Carling, J.; Rubiales, D. Identification of Quantitative Trait Loci (QTL) Controlling Resistance to Pea Weevil (Bruchus pisorum) in a High-Density Integrated DArTseq SNP-Based Genetic Map of Pea. Sci. Rep. 2020, 10, 33. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Osuna-Caballero, S.; Cobos, M.J.; Ruiz, C.M.; Wohor, O.Z.; Rispail, N.; Rubiales, D. Genome-Wide Association Studies on Resistance to Pea Weevil: Identification of Novel Sources of Resistance and Associated Markers. Int. J. Mol. Sci. 2024, 25, 7920. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- He, Z.; Webster, S.; He, S.Y. Growth–Defense Trade-Offs in Plants. Curr. Biol. 2022, 32, R634–R639. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Mahanta, D.K.; Komal, J.; Samal, I.; Bhoi, T.K.; Kumar, P.V.D.; Mohapatra, S.; Athulya, R.; Majhi, P.K.; Mastinu, A. Plant Defense Responses to Insect Herbivores Through Molecular Signaling, Secondary Metabolites, and Associated Epigenetic Regulation. Plant Environ. Interact. 2025, 6, e70035. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Reddy, G.V.P.; Sharma, A.; Gadi, R.L. Biology, Ecology, and Management of the Pea Weevil (Coleoptera: Chrysomelidae). Ann. Entomol. Soc. Am. 2018, 111, 161–171. [Google Scholar] [CrossRef] [Scilit]
- Yeats, T.H.; Rose, J.K.C. The Formation and Function of Plant Cuticles. Plant Physiol. 2013, 163, 5–20. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Barbero, F. Cuticular Lipids as a Cross-Talk among Ants, Plants and Butterflies. Int. J. Mol. Sci. 2016, 17, 1966. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wang, Y.; Yao, Y.; Zhang, Y.; Qian, X.; Guo, D.; Coates, B.S. A Chromosome-Level Genome Assembly of the Soybean Pod Borer: Insights into Larval Transcriptional Response to Transgenic Soybean Expressing the Pesticidal Cry1Ac Protein. BMC Genom. 2024, 25, 355. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dixon, R.A. Natural Products and Plant Disease Resistance. Nature 2001, 411, 843–847. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wang, Q.; Wu, X.; Shi, Z.; Xia, Y.; Liu, L.; Liu, Y.; Liu, X.; Liu, W.; Lu, X.; Guo, W.; et al. Genistein induced by Frankliniella occidentalis feeding confers resistance to insect herbivores in peanut. New Plant Prot. 2025, 2, e70014. [Google Scholar] [CrossRef] [Scilit]
- Yuan, Q.; Wang, X.; Wang, Z.; Yan, G.; Chen, H.; Liu, W.; He, L.; Liu, H.; Wang, Z. Genistein Mediates Beauveria Bassiana-Induced Resistance Against Bemisia Tabaci Reproduction in Tomato. Plant Cell Environ. 2026, 49, 4926–4939. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Goławska, S.; Łukasik, I.; Czerniewicz, P. Genistein and Naringenin as Defense Molecules. Molecules 2024, 29, 5505. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Boate, U.R.; Abalis, O.R. Review on the Bio-insecticidal Properties of Some Plant Secondary Metabolites: Types, Formulations, Modes of Action, Advantages and Limitations. Asian J. Res. Zool. 2020, 3, 27–60. [Google Scholar] [CrossRef] [Scilit]
- Harborne, J.B. Plant Polyphenols—XIV. Phytochemistry 1965, 4, 107–120. [Google Scholar] [CrossRef] [Scilit]
- Kim, M.; Koh, H.-S.; Fukami, H. Isolation of C-Glycosylflavones as Probing Stimulant of Planthoppers in Rice Plant. J. Chem. Ecol. 1985, 11, 441–452. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chidambaram, K.; Alqahtani, T.; Alghazwani, Y.; Aldahish, A.; Annadurai, S.; Venkatesan, K.; Dhandapani, K.; Thilagam, E.; Venkatesan, K.; Paulsamy, P.; et al. Medicinal Plants of Solanum Species: The Promising Sources of Phyto-Insecticidal Compounds. J. Trop. Med. 2022, 2022, 4952221. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Johnson, A.W.; Snook, M.E.; Wiseman, B.R. Green Leaf Chemistry of Various Turfgrasses. Crop. Sci. 2002, 42, 2004–2010. [Google Scholar] [CrossRef] [Scilit]
- Chang, B.H.; Qiang, B.; Li, S.; Ullah, H.; Hao, K.; McNeill, M.R.; Rajput, A.; Raza, A.; Huang, X.; Zhang, Z. Inhibitory effect of genistein and PTP1B on grasshopper Oedaleus asiaticus development. Arthropod-Plant Interact. 2020, 14, 441–452. [Google Scholar] [CrossRef] [Scilit]
- Dixon, R.A.; Lamb, C.J.; Masoud, S.; Sewalt, V.J.H.; Paiva, N.L. Metabolic Engineering: Prospects for Crop Improvement through the Genetic Manipulation of Phenylpropanoid Biosynthesis and Defense Responses—A Review. Gene 1996, 179, 61–71. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Shimada, N.; Akashi, T.; Aoki, T.; Ayabe, S. Induction of Isoflavonoid Pathway in the Model Legume Lotus Japonicus: Molecular Characterization of Enzymes Involved in Phytoalexin Biosynthesis. Plant Sci. 2000, 160, 37–47. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Tahir, M.S.; Kuflu, K.; Islam, N.S.; McDowell, T.; Dhaubhadel, S. Identification and Functional Characterization of Isoflavone synthase Gene Family in Pea (Pisum sativum): The Entry Point to Pisatin Biosynthesis. Legum. Sci. 2026, 8, e70105. [Google Scholar] [CrossRef] [Scilit]
- Yang, J.; Li, H.; Zhang, S.; Zhang, Y.; Xie, J.; Wink, M.; Fu, Y. Phytohormones Enhance Resistance to Tenebrio Molitor by Regulating Reactive Oxygen Species and Phenolic Metabolism in Pigeon Pea. Physiol. Plant. 2025, 177, e70111. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Riddick, E.W. Evaluating the Effects of Flavonoids on Insects: Implications for Managing Pests Without Harming Beneficials. Insects 2024, 15, 956. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Yang, B.; Liu, H.; Yang, J.; Gupta, V.K.; Jiang, Y. New Insights on Bioactivities and Biosynthesis of Flavonoid Glycosides. Trends Food Sci. Technol. 2018, 79, 116–124. [Google Scholar] [CrossRef] [Scilit]
- Grotewold, E. THE GENETICS AND BIOCHEMISTRY OF FLORAL PIGMENTS. Annu. Rev. Plant Biol. 2006, 57, 761–780. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Xu, W.; Dubos, C.; Lepiniec, L. Transcriptional Control of Flavonoid Biosynthesis by MYB–bHLH–WDR Complexes. Trends Plant Sci. 2015, 20, 176–185. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zou, X.; Sun, H. DOF Transcription Factors: Specific Regulators of Plant Biological Processes. Front. Plant Sci. 2023, 14, 1044918. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Li, A.-M.; Wang, M.; Chen, Z.-L.; Qin, C.-X.; Liao, F.; Wu, Z.; He, W.-Z.; Lakshmanan, P.; Pan, Y.-Q.; Huang, D.-L. Integrated Transcriptome and Metabolome Analysis to Identify Sugarcane Gene Defense against Fall Armyworm (Spodoptera frugiperda) Herbivory. Int. J. Mol. Sci. 2022, 23, 13712. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wen, C.; Cheng, Q.; Zhao, L.; Mao, A.; Yang, J.; Yu, S.; Weng, Y.; Xu, Y. Identification and Characterisation of Dof Transcription Factors in the Cucumber Genome. Sci. Rep. 2016, 6, 23072. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Binyameen, M.; Ali, Q.; Roy, A.; Schlyter, F. Plant Volatiles and Their Role in Insect Olfaction. In Plant-Pest Interactions: From Molecular Mechanisms to Chemical Ecology; Springer: Singapore, 2021; pp. 127–156. [Google Scholar] [CrossRef] [Scilit]
- Zhou, S.; Jander, G. Molecular Ecology of Plant Volatiles in Interactions with Insect Herbivores. J. Exp. Bot. 2021, 73, 449–462. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Kumar, M.; Kesawat, M.S.; Ali, A.; Lee, S.-C.; Gill, S.S.; Kim, H.U. Integration of Abscisic Acid Signaling with Other Signaling Pathways in Plant Stress Responses and Development. Plants 2019, 8, 592. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Nguyen, D.; Rieu, I.; Mariani, C.; van Dam, N.M. How plants handle multiple stresses: Hormonal interactions underlying responses to abiotic stress and insect herbivory. Plant Mol. Biol. 2016, 91, 727–740. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Dinh, S.T.; Baldwin, I.T.; Galis, I. The HERBIVORE ELICITOR-REGULATED1 Gene Enhances Abscisic Acid Levels and Defenses against Herbivores in Nicotiana attenuata Plants. Plant Physiol. 2013, 162, 2106–2124. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Hussain, S.; Verma, B.; Devi, R.; Arora, P.; Gupta, S. Biochemical Versatility and Stress Modulation: UGTs in the Fabaceae Family. Planta 2025, 262, 96. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Moradi, A.; Austerlitz, T.; Dahlin, P.; Robert, C.A.; Maurer, C.; Steinauer, K.; van Doan, C.; Himmighofen, P.A.; Wieczorek, K.; Künzler, M.; et al. Marasmius Oreades Agglutinin Enhances Resistance of Arabidopsis against Plant-Parasitic Nematodes and a Herbivorous Insect. BMC Plant Biol. 2021, 21, 402. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sadeghi, A.; Smagghe, G.; Broeders, S.; Hernalsteens, J.-P.; De Greve, H.; Peumans, W.J.; Van Damme, E.J.M. Ectopically Expressed Leaf and Bulb Lectins from Garlic (Allium sativum L.) Protect Transgenic Tobacco Plants against Cotton Leafworm (Spodoptera littoralis). Transgenic Res. 2007, 17, 9–18. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhou, C.; Qian, Z.; Ji, Q.; Xu, H.; Chen, L.; Luo, X.; Min, L.; Tang, K.; Xiao, J.; Kai, G. Expression of the Zga Agglutinin Gene in Tobacco Can Enhance Its Anti-Pest Ability for Peach-Potato Aphid (Myzus persica). Acta Physiol. Plant. 2011, 33, 2003–2010. [Google Scholar] [CrossRef] [Scilit]
- Sauvion, N.; Nardon, C.; Febvay, G.; Gatehouse, A.M.R.; Rahbé, Y. Binding of the Insecticidal Lectin Concanavalin A in Pea Aphid, Acyrthosiphon pisum (Harris) and Induced Effects on the Structure of Midgut Epithelial Cells. J. Insect Physiol. 2004, 50, 1137–1150. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chen, S. Fastp 1.0: An Ultra-fast All-round Tool for FASTQ Data Quality Control and Preprocessing. iMeta 2025, 4, e70078. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Zhang, Y.; Park, C.; Bennett, C.; Thornton, M.; Kim, D. Rapid and Accurate Alignment of Nucleotide Conversion Sequencing Reads with HISAT-3N. Genome Res. 2021, 31, 1290–1295. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Shumate, A.; Wong, B.; Pertea, G.; Pertea, M. Improved Transcriptome Assembly Using a Hybrid of Long and Short Reads with StringTie. PLoS Comput. Biol. 2022, 18, e1009730. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Li, R.; Zeng, Q.; Zhang, X.; Jing, J.; Ge, X.; Zhao, L.; Yi, B.; Tu, J.; Fu, T.; Wen, J.; et al. Xanthophyll Esterases in Association with Fibrillins Control the Stable Storage of Carotenoids in Yellow Flowers of Rapeseed (Brassica juncea). New Phytol. 2023, 240, 285–301. [Google Scholar] [CrossRef] [Scilit] [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] [Scilit] [PubMed]
- Shu, P.; Zhang, Z.; Wu, Y.; Chen, Y.; Li, K.; Deng, H.; Zhang, J.; Zhang, X.; Wang, J.; Liu, Z.; et al. A Comprehensive Metabolic Map Reveals Major Quality Regulations in Red-flesh Kiwifruit (Actinidia chinensis). New Phytol. 2023, 238, 2064–2079. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Chen, W.; Gao, Y.; Xie, W.; Gong, L.; Lu, K.; Wang, W.; Li, Y.; Liu, X.; Zhang, H.; Dong, H.; et al. Genome-Wide Association Analyses Provide Genetic and Biochemical Insights into Natural Variation in Rice Metabolism. Nat. Genet. 2014, 46, 714–721. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Qi, J.; Luo, Y.; Lu, S.; Liu, H.; Huang, H.; Qiu, Y.; Zhou, X.; Ma, C. Multi-omics Integration Analysis Reveals the Molecular Mechanisms of Drought Adaptation in Homologous Tetraploid Alfalfa(Medicago sativa ‘Xinjiang-Daye’). Physiol. Plant. 2024, 176, e14476. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Pang, Z.; Zhou, G.; Ewald, J.; Chang, L.; Hacariz, O.; Basu, N.; Xia, J. Using MetaboAnalyst 5.0 for LC–HRMS Spectra Processing, Multi-Omics Integration and Covariate Adjustment of Global Metabolomics Data. Nat. Protoc. 2022, 17, 1735–1761. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Smoot, M.E.; Ono, K.; Ruscheinski, J.; Wang, P.L.; Ideker, T. Cytoscape 2.8. Bioinformatics 2011, 27, 431–432. [Google Scholar] [PubMed]
- Zheng, Y.; Jiao, C.; Sun, H.; Rosli, H.G.; Pombo, 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] [Scilit] [PubMed]
- Abramson, J.; Adler, J.; Dunger, J.; Evans, R.; Green, T.; Pritzel, A.; Ronneberger, O.; Willmore, L.; Ballard, A.J.; Bambrick, J.; et al. Accurate structure prediction of biomolecular interactions with AlphaFold 3. Nature 2024, 630, 493–500. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- The PyMOL Molecular Graphics System, Version 3.0; Schrödinger, LLC: New York, NY, USA, 2024.
- Wang, R.; Shu, P.; Zhang, C.; Zhang, J.; Chen, Y.; Zhang, Y.; Du, K.; Xie, Y.; Li, M.; Ma, T.; et al. Integrative Analyses of Metabolome and Genome-wide Transcriptome Reveal the Regulatory Network Governing Flavor Formation in Kiwifruit (Actinidia chinensis). New Phytol. 2021, 233, 373–389. [Google Scholar] [CrossRef] [Scilit] [PubMed]








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Zhang, L.; Wang, C.; Niu, Z.; Lu, J.; Shao, Y.; Li, L.; Chai, Z.; Min, G. Integrated Transcriptomic and Metabolomic Mining of Candidate Genes for Weevil Resistance in Pea. Plants 2026, 15, 2675. https://doi.org/10.3390/plants15172675
Zhang L, Wang C, Niu Z, Lu J, Shao Y, Li L, Chai Z, Min G. Integrated Transcriptomic and Metabolomic Mining of Candidate Genes for Weevil Resistance in Pea. Plants. 2026; 15(17):2675. https://doi.org/10.3390/plants15172675
Chicago/Turabian StyleZhang, Lijuan, Chang Wang, Zaoxia Niu, Jianying Lu, Yang Shao, Long Li, Zongwen Chai, and Gengmei Min. 2026. "Integrated Transcriptomic and Metabolomic Mining of Candidate Genes for Weevil Resistance in Pea" Plants 15, no. 17: 2675. https://doi.org/10.3390/plants15172675
APA StyleZhang, L., Wang, C., Niu, Z., Lu, J., Shao, Y., Li, L., Chai, Z., & Min, G. (2026). Integrated Transcriptomic and Metabolomic Mining of Candidate Genes for Weevil Resistance in Pea. Plants, 15(17), 2675. https://doi.org/10.3390/plants15172675
