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Pastierovič F, Mogilicherla K, Hradecký J, Kalyniukova A, Dvořák O, Roy A, Tomášková I. Genome-Wide Transcriptomic and Metabolomic Analyses Unveiling the Defence Mechanisms of Populus tremula against Sucking and Chewing Insect Herbivores. Int J Mol Sci 2024; 25:6124. [PMID: 38892311 PMCID: PMC11172939 DOI: 10.3390/ijms25116124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2024] [Revised: 05/27/2024] [Accepted: 05/28/2024] [Indexed: 06/21/2024] Open
Abstract
Plants and insects coevolved as an evolutionarily successful and enduring association. The molecular arms race led to evolutionary novelties regarding unique mechanisms of defence and detoxification in plants and insects. While insects adopt mechanisms to conquer host defence, trees develop well-orchestrated and species-specific defence strategies against insect herbivory. However, current knowledge on the molecular underpinnings of fine-tuned tree defence responses against different herbivore insects is still restricted. In the current study, using a multi-omics approach, we unveiled the defence response of Populus tremula against aphids (Chaitophorus populialbae) and spongy moths (Lymantria dispar) herbivory. Comparative differential gene expression (DGE) analyses revealed that around 272 and 1203 transcripts were differentially regulated in P. tremula after moth and aphid herbivory compared to uninfested controls. Interestingly, 5716 transcripts were differentially regulated in P. tremula between aphids and moth infestation. Further investigation showed that defence-related stress hormones and their lipid precursors, transcription factors, and signalling molecules were over-expressed, whereas the growth-related counterparts were suppressed in P. tremula after aphid and moth herbivory. Metabolomics analysis documented that around 37% of all significantly abundant metabolites were associated with biochemical pathways related to tree growth and defence. However, the metabolic profiles of aphid and moth-fed trees were quite distinct, indicating species-specific response optimization. After identifying the suitable reference genes in P. tremula, the omics data were further validated using RT-qPCR. Nevertheless, our findings documented species-specific fine-tuning of the defence response of P. tremula, showing conservation on resource allocation for defence overgrowth under aphid and moth herbivory. Such findings can be exploited to enhance our current understanding of molecular orchestration of tree responses against herbivory and aid in developing insect pest resistance P. tremula varieties.
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Affiliation(s)
- Filip Pastierovič
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, CZ 165 00 Praha, Suchdol, Czech Republic; (F.P.); (K.M.); (J.H.); (A.K.); (O.D.); (A.R.)
| | - Kanakachari Mogilicherla
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, CZ 165 00 Praha, Suchdol, Czech Republic; (F.P.); (K.M.); (J.H.); (A.K.); (O.D.); (A.R.)
- ICAR-Indian Institute of Rice Research (IIRR), Rajendra Nagar, Hyderabad 500030, Telangana, India
| | - Jaromír Hradecký
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, CZ 165 00 Praha, Suchdol, Czech Republic; (F.P.); (K.M.); (J.H.); (A.K.); (O.D.); (A.R.)
| | - Alina Kalyniukova
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, CZ 165 00 Praha, Suchdol, Czech Republic; (F.P.); (K.M.); (J.H.); (A.K.); (O.D.); (A.R.)
| | - Ondřej Dvořák
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, CZ 165 00 Praha, Suchdol, Czech Republic; (F.P.); (K.M.); (J.H.); (A.K.); (O.D.); (A.R.)
| | - Amit Roy
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, CZ 165 00 Praha, Suchdol, Czech Republic; (F.P.); (K.M.); (J.H.); (A.K.); (O.D.); (A.R.)
| | - Ivana Tomášková
- Faculty of Forestry and Wood Sciences, Czech University of Life Sciences Prague, Kamýcká 129, CZ 165 00 Praha, Suchdol, Czech Republic; (F.P.); (K.M.); (J.H.); (A.K.); (O.D.); (A.R.)
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Sun Z, Shen H, Chen Z, Ma N, Yang Y, Liu H, Li J. Physiological responses and transcriptome analysis of Hemerocallis citrina Baroni exposed to Thrips palmi feeding stress. FRONTIERS IN PLANT SCIENCE 2024; 15:1361276. [PMID: 38807785 PMCID: PMC11130412 DOI: 10.3389/fpls.2024.1361276] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/25/2023] [Accepted: 05/01/2024] [Indexed: 05/30/2024]
Abstract
Thrips are serious pests of Hemerocallis citrina Baroni (daylily), affecting crop yield and quality. To defend against pests, daylily has evolved a set of sophisticated defense mechanisms. In the present study, induction of systemic resistance in Hemerocallis citrina 'Datong Huanghua' by Thrips palmi feeding was investigated at both biochemical and molecular levels. The soluble sugar content of daylily leaves was significantly lower than that in control check (CK) at all time points of feeding by T. palmi, whereas the amino acid and free fatty acid contents started to be significantly lower than those in CK after 7 days. Secondary metabolites such as tannins, flavonoids, and total phenols, which are harmful to the growth and reproduction of T. palmi, were increased significantly. The activities of defense enzymes such as peroxidase (POD), phenylalanine ammonia lyase (PAL), and polyphenol oxidase (PPO) were significantly increased, and the degree of damage to plants was reduced. The significant increase in protease inhibitor (PI) activity may lead to disrupted digestion and slower growth in T. palmi. Using RNA sequencing, 1,894 differentially expressed genes (DEGs) were identified between control and treatment groups at five timepoints. DEGs were mainly enriched in secondary metabolite synthesis, jasmonic acid (JA), salicylic acid (SA), and other defense hormone signal transduction pathways, defense enzyme synthesis, MAPK signaling, cell wall thickening, carbohydrate metabolism, photosynthesis, and other insect resistance pathways. Subsequently, 698 DEGs were predicted to be transcription factors, including bHLH and WRKY members related to biotic stress. WGCNA identified 18 hub genes in four key modules (Purple, Midnight blue, Blue, and Red) including MYB-like DNA-binding domain (TRINITY_DN2391_c0_g1, TRINITY_DN3285_c0_g1), zinc-finger of the FCS-type, C2-C2 (TRINITY_DN21050_c0_g2), and NPR1 (TRINITY_DN13045_c0_g1, TRINITY_DN855_c0_g2). The results indicate that biosynthesis of secondary metabolites, phenylalanine metabolism, PIs, and defense hormones pathways are involved in the induced resistance to T. palmi in daylily.
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Affiliation(s)
- Zhuonan Sun
- College of Plant Protection, Shanxi Agricultural University, Taigu, China
| | - Hui Shen
- College of Horticulture, Shanxi Agricultural University, Taigu, China
| | - Zhongtao Chen
- College of Horticulture, Shanxi Agricultural University, Taigu, China
| | - Ning Ma
- College of Horticulture, Shanxi Agricultural University, Taigu, China
| | - Ye Yang
- College of Horticulture, Shanxi Agricultural University, Taigu, China
| | - Hongxia Liu
- College of Horticulture, Shanxi Agricultural University, Taigu, China
| | - Jie Li
- College of Horticulture, Shanxi Agricultural University, Taigu, China
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Cheng T, Zhou X, Lin J, Zhou X, Wang H, Chen T. Transcriptomic and Metabolomic Analyses Reveal the Response Mechanism of Ophiopogon japonicus to Waterlogging Stress. BIOLOGY 2024; 13:197. [PMID: 38534466 DOI: 10.3390/biology13030197] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2024] [Revised: 03/12/2024] [Accepted: 03/18/2024] [Indexed: 03/28/2024]
Abstract
Ophiopogon japonicus, a plant that thrives in river alluvial dams, often faces waterlogging stress due to sustained rainfall and flood seasons, which significantly impacts its growth and development. Currently, the mechanisms of waterlogging tolerance in Ophiopogon japonicus are still unclear. This study analyzed the transcriptome and metabolome data for Ophiopogon japonicus in the Sichuan region (referred to as CMD) under varying degrees of waterlogging stress: mild, moderate, and severe. The results indicate that the group exposed to flooding stress exhibited a higher number of differentially expressed genes (DEGs) compared to the control group. Notably, most DEGs were downregulated and primarily enriched in phenylpropanoid biosynthesis, starch and sucrose metabolism, and plant hormone signal transduction pathways. A total of 5151 differentially accumulated metabolites (DAMs) were identified, with significantly upregulated DAMs annotated to two clusters, namely flavonoids such as apiin, pelargonin, and others. Furthermore, our study revealed significant upregulation in the expression of C2H2 (C2H2 zinc finger proteins) and AP2/ERF-ERF (the subfamily ERF proteins of APETALA2/ethylene-responsive element binding factors) transcription factors in CMD under flooding stress, suggesting their critical roles in enabling CMD to adapt to these conditions. In conclusion, this research provides insights into the intricate molecular mechanisms underlying CMD's response to flooding stress and reports valuable genetic data for the development of transgenic plants with improved waterlogging tolerance.
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Affiliation(s)
- Tingting Cheng
- Sichuan Academy of Chinese Medicine Sciences, Chengdu 610041, China
| | - Xia Zhou
- Sichuan Academy of Chinese Medicine Sciences, Chengdu 610041, China
| | - Juan Lin
- Sichuan Academy of Chinese Medicine Sciences, Chengdu 610041, China
| | - Xianjian Zhou
- Sichuan Academy of Chinese Medicine Sciences, Chengdu 610041, China
| | - Hongsu Wang
- Sichuan Academy of Chinese Medicine Sciences, Chengdu 610041, China
| | - Tiezhu Chen
- Sichuan Academy of Chinese Medicine Sciences, Chengdu 610041, China
- Sichuan Provincial Key Laboratory of Quality and Innovation Research of Chinese Materia Medica, Chengdu 610041, China
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Wang R, Zhou T, Wang Y, Dong J, Bai Y, Huang X, Chen C. Exploring the allelopathic autotoxicity mechanism of ginsenosides accumulation under ginseng decomposition based on integrated analysis of transcriptomics and metabolomics. Front Bioeng Biotechnol 2024; 12:1365229. [PMID: 38515624 PMCID: PMC10955472 DOI: 10.3389/fbioe.2024.1365229] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2024] [Accepted: 02/12/2024] [Indexed: 03/23/2024] Open
Abstract
Continuous cropping obstacles seriously constrained the sustainable development of the ginseng industry. The allelopathic autotoxicity of ginsenosides is the key "trigger" of continuous cropping obstacles in ginseng. During harvest, the ginseng plants could be broken and remain in the soil. The decomposition of ginseng residue in soil is one of the important release ways of ginsenosides. Therefore, the allelopathic mechanism of ginsenosides through the decomposed release pathway needs an in-depth study. To investigate this allelopathic regulation mechanism, the integrated analysis of transcriptomics and metabolomics was applied. The prototype ginsenosides in ginseng were detected converse to rare ginsenosides during decomposition. The rare ginsenosides caused more serious damage to ginseng hairy root cells and inhibited the growth of ginseng hairy roots more significantly. By high-throughput RNA sequencing gene transcriptomics study, the significantly differential expressed genes (DEGs) were obtained under prototype and rare ginsenoside interventions. These DEGs were mainly enriched in the biosynthesis of secondary metabolites and metabolic pathways, phytohormone signal transduction, and protein processing in endoplasmic reticulum pathways. Based on the functional enrichment of DEGs, the targeted metabolomics analysis based on UPLC-MS/MS determination was applied to screen endogenous differential metabolized phytohormones (DMPs). The influence of prototype and rare ginsenosides on the accumulation of endogenous phytohormones was studied. These were mainly involved in the biosynthesis of diterpenoid, zeatin, and secondary metabolites, phytohormone signal transduction, and metabolic pathways. After integrating the transcriptomics and metabolomics analysis, ginsenosides could regulate the genes in phytohormone signaling pathways to influence the accumulation of JA, ABA, and SA. The conclusion was that the prototype ginsenosides were converted into rare ginsenosides by ginseng decomposition and released into the soil, which aggravated its allelopathic autotoxicity. The allelopathic mechanism was to intervene in the response regulation of genes related to the metabolic accumulation of endogenous phytohormones in ginseng. This result provides a reference for the in-depth study of continuous cropping obstacles of ginseng.
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Affiliation(s)
| | | | | | | | | | - Xin Huang
- Jilin Ginseng Academy, Changchun University of Chinese Medicine, Changchun, Jilin, China
| | - Changbao Chen
- Jilin Ginseng Academy, Changchun University of Chinese Medicine, Changchun, Jilin, China
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Fei H, Cui J, Zhu S, Xia Y, Xing Y, Gao Y, Shi S. Integrative Analyses of Transcriptomics and Metabolomics in Immune Response of Leguminivora glycinivorella Mats to Beauveria bassiana Infection. INSECTS 2024; 15:126. [PMID: 38392545 PMCID: PMC10889468 DOI: 10.3390/insects15020126] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/30/2023] [Revised: 02/06/2024] [Accepted: 02/08/2024] [Indexed: 02/24/2024]
Abstract
This study utilized Beauveria bassiana to infect Leguminivora glycinivorella, analyzed the effects on the transcriptome and metabolome, and further investigated the antibacterial function of L. glycinivorella. We performed transcriptome and metabolome sequencing on the L. glycinivorella infected with B. bassiana and its control groups, and performed a joint analysis of transcriptome and metabolome results. Upon screening, 4560 differentially expressed genes were obtained in the transcriptome and 71 differentially expressed metabolites were obtained in the metabolome. On this basis, further integration of the use of transcriptomics and metabonomics combined an analysis of common enrichments of pathways of which there were three. They were glutathione S-transferase (GSTs) genes, heat shock protein (HSP) genes, and cytochrome P450 (CYP450) genes. These three pathways regulate the transport proteins, such as ppars, and thus affect the digestion and absorption of sugars and fats, thus regulating the development of pests. The above conclusion indicates that B. bassiana can affect the sugar metabolism, lipid metabolism, and amino acid metabolism pathways of L. glycinivorella, and can consume the necessary energy, protein, and lipids of L. glycinivorella. The research on the immune response mechanism of pests against pathogens can provide an important scientific basis and target for the development of immunosuppressants. This study laid an information foundation for the application of entomogenous fungi to control soybean borer at the molecular level.
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Affiliation(s)
- Hongqiang Fei
- College of Plant Protection, Jilin Agricultural University, Changchun 130118, China
- Jilin City Academy of Agricultural Sciences, Jilin 132101, China
| | - Juan Cui
- Agriculture Science and Technology College, Jilin 132109, China
| | - Shiyu Zhu
- College of Plant Protection, Jilin Agricultural University, Changchun 130118, China
| | - Ye Xia
- College of Plant Protection, Jilin Agricultural University, Changchun 130118, China
| | - Yichang Xing
- College of Plant Protection, Jilin Agricultural University, Changchun 130118, China
| | - Yu Gao
- College of Plant Protection, Jilin Agricultural University, Changchun 130118, China
| | - Shusen Shi
- College of Plant Protection, Jilin Agricultural University, Changchun 130118, China
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Wang X, Xiang Y, Sun M, Xiong Y, Li C, Zhang T, Ma W, Wang Y, Liu X. Transcriptomic and metabolomic analyses reveals keys genes and metabolic pathways in tea (Camellia sinensis) against six-spotted spider mite (Eotetranychus Sexmaculatus). BMC PLANT BIOLOGY 2023; 23:638. [PMID: 38072959 PMCID: PMC10712147 DOI: 10.1186/s12870-023-04651-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/26/2023] [Accepted: 11/30/2023] [Indexed: 12/18/2023]
Abstract
BACKGROUND Six-spotted spider mite (Eotetranychus sexmaculatus) is one of the most damaging pests of tea (Camellia sinensis). E. sexmaculatus causes great economic loss and affects tea quality adversely. In response to pests, such as spider mites, tea plants have evolved resistance mechanisms, such as expression of defense-related genes and defense-related metabolites. RESULTS To evaluate the biochemical and molecular mechanisms of resistance in C. sinensis against spider mites, "Tianfu-5" (resistant to E. sexmaculatus) and "Fuding Dabai" (susceptible to E. sexmaculatus) were inoculated with spider mites. Transcriptomics and metabolomics based on RNA-Seq and liquid chromatography coupled to tandem mass spectrometry (LC-MS/MS) technology were used to analyze changes in gene expression and metabolite content, respectively. RNA-Seq data analysis revealed that 246 to 3,986 differentially expressed genes (DEGs) were identified in multiple compared groups, and these DEGs were significantly enriched in various pathways, such as phenylpropanoid and flavonoid biosynthesis, plant-pathogen interactions, MAPK signaling, and plant hormone signaling. Additionally, the metabolome data detected 2,220 metabolites, with 194 to 260 differentially abundant metabolites (DAMs) identified in multiple compared groups, including phenylalanine, lignin, salicylic acid, and jasmonic acid. The combined analysis of RNA-Seq and metabolomic data indicated that phenylpropanoid and flavonoid biosynthesis, MAPK signaling, and Ca2+-mediated PR-1 signaling pathways may contribute to spider mite resistance. CONCLUSIONS Our findings provide insights for identifying insect-induced genes and metabolites and form a basis for studies on mechanisms of host defense against spider mites in C. sinensis. The candidate genes and metabolites identified will be a valuable resource for tea breeding in response to biotic stress.
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Affiliation(s)
- Xiaoping Wang
- Tea Refining and Innovation Key Laboratory of Sichuan Province, Tea Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China.
| | - Yunjia Xiang
- Institute of Plant Protection, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Minshan Sun
- Henan Assist Research Biotechnology Co., Ltd, Zhengzhou, China
| | - Yuanyuan Xiong
- Tea Refining and Innovation Key Laboratory of Sichuan Province, Tea Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Chunhua Li
- Tea Refining and Innovation Key Laboratory of Sichuan Province, Tea Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Ting Zhang
- Tea Refining and Innovation Key Laboratory of Sichuan Province, Tea Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Weiwei Ma
- Tea Refining and Innovation Key Laboratory of Sichuan Province, Tea Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Yun Wang
- Tea Refining and Innovation Key Laboratory of Sichuan Province, Tea Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
| | - Xiao Liu
- Tea Refining and Innovation Key Laboratory of Sichuan Province, Tea Research Institute, Sichuan Academy of Agricultural Sciences, Chengdu, China
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He Y, Gao Y, Hong H, Geng J, Chen Q, Zhou Y, Zhu Z. Megalurothrips usitatus Directly Causes the Black-Heads and Black-Tail Symptoms of Cowpea along with the Production of Insect-Resistance Flavonoids. PLANTS (BASEL, SWITZERLAND) 2023; 12:3865. [PMID: 38005760 PMCID: PMC10675644 DOI: 10.3390/plants12223865] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2023] [Revised: 11/03/2023] [Accepted: 11/13/2023] [Indexed: 11/26/2023]
Abstract
The thrip (Megalurothrips usitatus) damages the flowers and pods of the cowpea, causing "black-heads and black-tails" (BHBT) symptoms and negatively affecting its economic value. However, the mechanism by which BHBT symptoms develop is still unknown. Our results showed that the microstructure of the pod epidermis was altered and the content of the plant's resistance-related compounds increased after a thrip infestation. However, the contents of protein and free amino acids did not change significantly, suggesting that the nutritional value was not altered. Pathogens were found not to be involved in the formation of BHBT symptoms, as fungi and pathogenic bacteria were not enriched in damaged pods. Two herbivory-induced flavonoids-7,4'-dihydroxyflavone and coumestrol-were found to exert insecticidal activity. Our study clarified that BHBT symptoms are directly caused by the thrip. Thresholds for pest control need to be reconsidered as thrip herbivory did not degrade cowpea nutrition.
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Affiliation(s)
- Yunchuan He
- Hainan Institute, Zhejiang University, Yazhou District, Sanya 572025, China; (Y.H.); (Y.G.); (H.H.); (J.G.); (Q.C.); (Z.Z.)
- State Key Laboratory of Rice Biology, Institute of Insect Sciences, Zhejiang University, Hangzhou 310058, China
| | - Yang Gao
- Hainan Institute, Zhejiang University, Yazhou District, Sanya 572025, China; (Y.H.); (Y.G.); (H.H.); (J.G.); (Q.C.); (Z.Z.)
- State Key Laboratory of Rice Biology, Institute of Insect Sciences, Zhejiang University, Hangzhou 310058, China
| | - Hainuo Hong
- Hainan Institute, Zhejiang University, Yazhou District, Sanya 572025, China; (Y.H.); (Y.G.); (H.H.); (J.G.); (Q.C.); (Z.Z.)
- State Key Laboratory of Rice Biology, Institute of Insect Sciences, Zhejiang University, Hangzhou 310058, China
| | - Jiamei Geng
- Hainan Institute, Zhejiang University, Yazhou District, Sanya 572025, China; (Y.H.); (Y.G.); (H.H.); (J.G.); (Q.C.); (Z.Z.)
- State Key Laboratory of Rice Biology, Institute of Insect Sciences, Zhejiang University, Hangzhou 310058, China
| | - Qiulin Chen
- Hainan Institute, Zhejiang University, Yazhou District, Sanya 572025, China; (Y.H.); (Y.G.); (H.H.); (J.G.); (Q.C.); (Z.Z.)
- State Key Laboratory of Rice Biology, Institute of Insect Sciences, Zhejiang University, Hangzhou 310058, China
| | - Ying Zhou
- Hainan Institute, Zhejiang University, Yazhou District, Sanya 572025, China; (Y.H.); (Y.G.); (H.H.); (J.G.); (Q.C.); (Z.Z.)
| | - Zengrong Zhu
- Hainan Institute, Zhejiang University, Yazhou District, Sanya 572025, China; (Y.H.); (Y.G.); (H.H.); (J.G.); (Q.C.); (Z.Z.)
- State Key Laboratory of Rice Biology, Institute of Insect Sciences, Zhejiang University, Hangzhou 310058, China
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Wang H, Xin T, Wang H, Wen K, Liu Y, Wang J, Zou Z, Zhong L, Xia B. Stress response and tolerance mechanisms of spirobudiclofen exposure based on multiomics in Panonychus citri (Acari: Tetranychidae). iScience 2023; 26:107111. [PMID: 37416453 PMCID: PMC10320506 DOI: 10.1016/j.isci.2023.107111] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2023] [Revised: 05/07/2023] [Accepted: 06/08/2023] [Indexed: 07/08/2023] Open
Abstract
The toxicity of insecticides used in the field decreases gradually to sublethal concentrations over time. Therefore, it is necessary to study sublethal effects of pesticides for controlling population explosion. Panonychus citri is a global pest which control is based on insecticides. This study explores the stress responses of spirobudiclofen on the P. citri. Spirobudiclofen significantly inhibited survival and reproduction of P. citri, and the effects aggravated as concentration increased. The transcriptomes and metabolomes of spirobudiclofen-treated and control were compared to characterize spirobudiclofen molecular mechanism. Transcriptomics indicated stress induced by spirobudiclofen stimulated immune defense, antioxidative system, cuticle formation, and lipid metabolism, as deduced from RNA-seq analysis. Meanwhile, our study found that tolerance metabolism in P. citri was regulated by promoting the metabolism of glycerophospholipids, glycine, serine, and threonine. The results of this study can provide a basis for exploring the adaptation strategies of P. citri to spirobudiclofen stress.
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Affiliation(s)
- Hongyan Wang
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
| | - Tianrong Xin
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
| | - Haifeng Wang
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
| | - Kexin Wen
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
| | - Yimeng Liu
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
| | - Jing Wang
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
| | - Zhiwen Zou
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
| | - Ling Zhong
- Nanchang Plant Protection and Inspection Bureau of Jiangxi Province, Nanchang 330096, P.R.China
| | - Bin Xia
- School of Life Sciences, Nanchang University, Nanchang 330031, P.R.China
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Huang J, Li Y, Yu C, Mo R, Zhu Z, Dong Z, Hu X, Deng W. Metabolome and Transcriptome Integrated Analysis of Mulberry Leaves for Insight into the Formation of Bitter Taste. Genes (Basel) 2023; 14:1282. [PMID: 37372462 DOI: 10.3390/genes14061282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2023] [Revised: 06/14/2023] [Accepted: 06/15/2023] [Indexed: 06/29/2023] Open
Abstract
Mulberry leaves are excellent for health care, confirmed as a 'drug homologous food' by the Ministry of Health, China. The bitter taste of mulberry leaves is one of the main problems that hinders the development of the mulberry food industry. The bitter, unique taste of mulberry leaves is difficult to eliminate by post-processing. In this study, the bitter metabolites in mulberry leaves were identified as flavonoids, phenolic acids, alkaloids, coumarins and L-amino acids by a combined analysis of the metabolome and transcriptome of mulberry leaves. The analysis of the differential metabolites showed that the bitter metabolites were diverse and the sugar metabolites were down-regulated, indicating that the bitter taste of mulberry leaves was a comprehensive reflection of various bitter-related metabolites. Multi-omics analysis showed that the main metabolic pathway related to bitter taste in mulberry leaves was galactose metabolism, indicating that soluble sugar was one of the main factors of bitter taste difference in mulberry leaves. Bitter metabolites play a great role in the medicinal and functional food of mulberry leaves, but the saccharides in mulberry leaves have a great influence on the bitter taste of mulberry. Therefore, we propose to retain bitter metabolites with drug activity in mulberry leaves and increase the content of sugars to improve the bitter taste of mulberry leaves as strategies for mulberry leaf food processing and mulberry breeding for vegetable use.
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Affiliation(s)
- Jin Huang
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Yong Li
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Cui Yu
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Rongli Mo
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Zhixian Zhu
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Zhaoxia Dong
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Xingming Hu
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
| | - Wen Deng
- Cash Crops Research Institute, Hubei Academy of Agricultural Sciences, Wuhan 430064, China
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He L, Xie F, Zhou G, Chen ZH, Wang JY, Wang CG. Transcriptome and metabonomics combined analysis revealed the energy supply mechanism involved in fruiting body initiation in Chinese cordyceps. Sci Rep 2023; 13:9500. [PMID: 37308669 DOI: 10.1038/s41598-023-36261-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2022] [Accepted: 05/31/2023] [Indexed: 06/14/2023] Open
Abstract
Chinese cordyceps was one of most valuable traditional Chinese medicine fungi. To elucidate the molecular mechanisms related to energy supply mechanism involved in the initiation and formation of primordium in Chinese cordyceps, we performed the integrated metabolomic and transcriptomic analyses of it at pre-primordium period, primordium germination period and after-primordium period, respectively. Transcriptome analysis showed that many genes related to 'starch and sucrose metabolism', 'fructose and mannose metabolism', 'linoleic acid metabolism', 'fatty acids degradation' and 'glycerophospholipid metabolism' were highly up-regulated at primordium germination period. Metabolomic analysis showed many metabolites regulated by these genes in these metabolism pathways were also markedly accumulated at this period. Consequently, we inferred that carbohydrate metabolism and β-oxidation pathway of palmitic acid and linoleic acid worked cooperatively to generate enough acyl-CoA, and then entered TCA cycle to provide energy for fruiting body initiation. Overall, our finding provided important information for further exploring the energy metabolic mechanisms of realizing the industrialization of Chinese cordyceps artificial cultivation.
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Affiliation(s)
- Li He
- School of Biological and Pharmaceutical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, People's Republic of China.
| | - Fang Xie
- School of Biological and Pharmaceutical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, People's Republic of China.
| | - Gang Zhou
- School of Biological and Pharmaceutical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, People's Republic of China
| | - Zhao He Chen
- School of Biological and Pharmaceutical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, People's Republic of China
| | - Jing Yi Wang
- School of Biological and Pharmaceutical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, People's Republic of China
| | - Cheng Gang Wang
- School of Biological and Pharmaceutical Engineering, Lanzhou Jiaotong University, Lanzhou, Gansu, People's Republic of China
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11
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Lv L, Guo X, Zhao A, Liu Y, Li H, Chen X. Combined analysis of metabolome and transcriptome of wheat kernels reveals constitutive defense mechanism against maize weevils. FRONTIERS IN PLANT SCIENCE 2023; 14:1147145. [PMID: 37229118 PMCID: PMC10204651 DOI: 10.3389/fpls.2023.1147145] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 04/12/2023] [Indexed: 05/27/2023]
Abstract
Sitophilus zeamais (maize weevil) is one of the most destructive pests that seriously affects the quantity and quality of wheat (Triticum aestivum L.). However, little is known about the constitutive defense mechanism of wheat kernels against maize weevils. In this study, we obtained a highly resistant variety RIL-116 and a highly susceptible variety after two years of screening. The morphological observations and germination rates of wheat kernels after feeding ad libitum showed that the degree of infection in RIL-116 was far less than that in RIL-72. The combined analysis of metabolome and transcriptome of RIL-116 and RIL-72 wheat kernels revealed differentially accumulated metabolites were mainly enriched in flavonoids biosynthesis-related pathway, followed by glyoxylate and dicarboxylate metabolism, and benzoxazinoid biosynthesis. Several flavonoids metabolites were significantly up-accumulated in resistant variety RIL-116. In addition, the expression of structural genes and transcription factors (TFs) related to flavonoids biosynthesis were up-regulated to varying degrees in RIL-116 than RIL-72. Taken together, these results indicated that the biosynthesis and accumulation of flavonoids contributes the most to wheat kernels defense against maize weevils. This study not only provides insights into the constitutive defense mechanism of wheat kernels against maize weevils, but may also play an important role in the breeding of resistant varieties.
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Affiliation(s)
| | | | | | | | - Hui Li
- *Correspondence: Hui Li, ; Xiyong Chen,
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12
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Yang G, Qin Y, Jia Y, Xie X, Li D, Jiang B, Wang Q, Feng S, Wu Y. Transcriptomic and metabolomic data reveal key genes that are involved in the phenylpropanoid pathway and regulate the floral fragrance of Rhododendron fortunei. BMC PLANT BIOLOGY 2023; 23:8. [PMID: 36600207 PMCID: PMC9814181 DOI: 10.1186/s12870-022-04016-7] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Accepted: 12/21/2022] [Indexed: 06/17/2023]
Abstract
BACKGROUND To reveal the key genes involved in the phenylpropanoid pathway, which ultimately governs the fragrance of Rhododendron fortunei, we performed a comprehensive transcriptome and metabolomic analysis of the petals of two different varieties of two alpine rhododendrons: the scented R. fortunei and the unscented Rhododendron 'Nova Zembla'. RESULTS Our transcriptomic and qRT-PCR data showed that nine candidate genes were highly expressed in R. fortunei but were downregulated in Rhododendron 'Nova Zembla'. Among these genes, EGS expression was significantly positively correlated with various volatile benzene/phenylpropanoid compounds and significantly negatively correlated with the contents of various nonvolatile compounds, whereas CCoAOMT, PAL, C4H, and BALDH expression was significantly negatively correlated with the contents of various volatile benzene/phenylpropanoid compounds and significantly positively correlated with the contents of various nonvolatile compounds. CCR, CAD, 4CL, and SAMT expression was significantly negatively correlated with the contents of various benzene/phenylpropanoid compounds. The validation of RfSAMT showed that the RfSAMT gene regulates the synthesis of aromatic metabolites in R. fortunei. CONCLUSION The findings of this study indicated that key candidate genes and metabolites involved in the phenylpropanoid biosynthesis pathway may govern the fragrance of R. fortunei. This lays a foundation for further research on the molecular mechanism underlying fragrance in the genus Rhododendron.
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Affiliation(s)
- Guoxia Yang
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China
| | - Yi Qin
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China
| | - Yonghong Jia
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China
| | - Xiaohong Xie
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China
| | - Dongbin Li
- Ningbo Forest Farm, Ningbo, 315100, Zhejiang, China
| | - Baoxin Jiang
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China
| | - Qu Wang
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China
| | - Siyu Feng
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China
| | - Yueyan Wu
- College of Biological and Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100, Zhejiang, China.
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Li G, Xu Q, Cheng D, Sun W, Liu Y, Ma D, Wang Y, Zhou S, Ni C. Caveolin-1 and Its Functional Peptide CSP7 Affect Silica-Induced Pulmonary Fibrosis by Regulating Fibroblast Glutaminolysis. Toxicol Sci 2022; 190:41-53. [PMID: 36053221 DOI: 10.1093/toxsci/kfac089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Exposure to silica is a cause of pulmonary fibrosis disease termed silicosis, which leads to respiratory failure and ultimately death. However, what drives fibrosis is not fully elucidated and therapeutic options remain limited. Our previous RNA-sequencing analysis showed that the expression of caveolin-1 (CAV1) was downregulated in silica-inhaled mouse lung tissues. Here, we not only verified that CAV1 was decreased in silica-induced fibrotic mouse lung tissues in both messenger RNA and protein levels, but also found that CSP7, a functional peptide of CAV1, could attenuate pulmonary fibrosis in vivo. Further in vitro experiments revealed that CAV1 reduced the expression of Yes-associated protein 1(YAP1) and affected its nuclear translocation in fibroblasts. In addition, Glutaminase 1 (GLS1), a key regulator of glutaminolysis, was identified to be a downstream effector of YAP1. CAV1 could suppress the activity of YAP1 to decrease the transcription of GLS1, thereby inhibiting fibroblast activation. Taken together, our results demonstrated that CAV1 and its functional peptide CSP7 may be potential molecules or drugs for the prevention and intervention of silicosis.
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Affiliation(s)
- Guanru Li
- Key Laboratory of Modern Toxicology of Ministry of Education, Department of Occupational Medical and Environmental Health, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Qi Xu
- Department of Occupational Medical and Environmental Health, School of Public Health and Management, Binzhou Medical University, Yantai, Shandong 264003, China
| | - Demin Cheng
- Key Laboratory of Modern Toxicology of Ministry of Education, Department of Occupational Medical and Environmental Health, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Wenqing Sun
- Key Laboratory of Modern Toxicology of Ministry of Education, Department of Occupational Medical and Environmental Health, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Yi Liu
- Gusu School, Nanjing Medical University, Nanjing 211166, China
| | - Dongyu Ma
- Key Laboratory of Modern Toxicology of Ministry of Education, Department of Occupational Medical and Environmental Health, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Yue Wang
- Key Laboratory of Modern Toxicology of Ministry of Education, Department of Occupational Medical and Environmental Health, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Siyun Zhou
- Key Laboratory of Modern Toxicology of Ministry of Education, Department of Occupational Medical and Environmental Health, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
| | - Chunhui Ni
- Key Laboratory of Modern Toxicology of Ministry of Education, Department of Occupational Medical and Environmental Health, Center for Global Health, School of Public Health, Nanjing Medical University, Nanjing 211166, China
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Wu J, Wang X, Zhang R, Fu Q, Tang F, Shi F, Temuer B, Zhang Z. Comparative Transcriptome and Anatomic Characteristics of Stems in Two Alfalfa Genotypes. PLANTS (BASEL, SWITZERLAND) 2022; 11:2601. [PMID: 36235467 PMCID: PMC9570624 DOI: 10.3390/plants11192601] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Revised: 09/28/2022] [Accepted: 09/30/2022] [Indexed: 06/16/2023]
Abstract
Stems are more important to forage quality than leaves in alfalfa. To understand lignin formation at different stages in alfalfa, lignin distribution, anatomical characteristics and transcriptome profile were employed using two alfalfa cultivars. The results showed that the in vitro true digestibility (IVTD) of stems in WL168 was significantly higher than that of Zhungeer, along with the significantly lower neutral detergent fiber (NDF), acid detergent fiber (ADF) and lignin contents. In addition, Zhungeer exhibited increased staining of the xylem areas in the stems of different developmental stages compared to WL168. Interestingly, the stems of WL168 appeared intracellular space from the stage 3, while Zhungeer did not. The comparative transcriptome analysis showed that a total of 1993 genes were differentially expressed in the stem between the cultivars, with a higher number of expressed genes in the stage 4. Of the differentially expressed genes, starch and sucrose metabolism as well as phenylpropanoid biosynthesis pathways were the most significantly enriched pathways. Furthermore, expression of genes involved in lignin biosynthesis such as PAL, 4CL, HCT, CAD, COMT and POD coincides with the anatomic characteristics and lignin accumulation. These results may help elucidate the regulatory mechanisms of lignin biosynthesis and improve forage quality in alfalfa.
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Affiliation(s)
- Jierui Wu
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
| | - Xiaoyu Wang
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
| | - Ruxue Zhang
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization of Ministry of Agriculture, Inner Mongolia Agricultural University, Hohhot 010010, China
| | - Qingwen Fu
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
| | - Fang Tang
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
| | - Fengling Shi
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
| | - Buhe Temuer
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
| | - Zhiqiang Zhang
- Key Laboratory of Grassland Resources of the Ministry of Education, Technology Engineering Center of Drought and Cold-Resistant Grass Breeding in the North of the National Forestry and Grassland Administration, College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot 010010, China
- Key Laboratory of Forage Cultivation, Processing and High Efficient Utilization of Ministry of Agriculture, Inner Mongolia Agricultural University, Hohhot 010010, China
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Metabolomic and transcriptomic analysis of roots of tobacco varieties resistant and susceptible to bacterial wilt. Genomics 2022; 114:110471. [DOI: 10.1016/j.ygeno.2022.110471] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Revised: 08/10/2022] [Accepted: 08/27/2022] [Indexed: 12/21/2022]
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Makhumbila P, Rauwane M, Muedi H, Figlan S. Metabolome Profiling: A Breeding Prediction Tool for Legume Performance under Biotic Stress Conditions. PLANTS 2022; 11:plants11131756. [PMID: 35807708 PMCID: PMC9268993 DOI: 10.3390/plants11131756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Revised: 06/17/2022] [Accepted: 06/22/2022] [Indexed: 11/16/2022]
Abstract
Legume crops such as common bean, pea, alfalfa, cowpea, peanut, soybean and others contribute significantly to the diet of both humans and animals. They are also important in the improvement of cropping systems that employ rotation and fix atmospheric nitrogen. Biotic stresses hinder the production of leguminous crops, significantly limiting their yield potential. There is a need to understand the molecular and biochemical mechanisms involved in the response of these crops to biotic stressors. Simultaneous expressions of a number of genes responsible for specific traits of interest in legumes under biotic stress conditions have been reported, often with the functions of the identified genes unknown. Metabolomics can, therefore, be a complementary tool to understand the pathways involved in biotic stress response in legumes. Reports on legume metabolomic studies in response to biotic stress have paved the way in understanding stress-signalling pathways. This review provides a progress update on metabolomic studies of legumes in response to different biotic stresses. Metabolome annotation and data analysis platforms are discussed together with future prospects. The integration of metabolomics with other “omics” tools in breeding programmes can aid greatly in ensuring food security through the production of stress tolerant cultivars.
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Affiliation(s)
- Penny Makhumbila
- Department of Agriculture and Animal Health, School of Agriculture and Life Sciences, College of Agriculture and Environmental Sciences, University of South Africa, 28 Pioneer Ave, Florida Park, Roodeport 1709, South Africa; (M.R.); (S.F.)
- Correspondence:
| | - Molemi Rauwane
- Department of Agriculture and Animal Health, School of Agriculture and Life Sciences, College of Agriculture and Environmental Sciences, University of South Africa, 28 Pioneer Ave, Florida Park, Roodeport 1709, South Africa; (M.R.); (S.F.)
| | - Hangwani Muedi
- Research Support Services, North West Provincial Department of Agriculture and Rural Development, 114 Chris Hani Street, Potchefstroom 2531, South Africa;
| | - Sandiswa Figlan
- Department of Agriculture and Animal Health, School of Agriculture and Life Sciences, College of Agriculture and Environmental Sciences, University of South Africa, 28 Pioneer Ave, Florida Park, Roodeport 1709, South Africa; (M.R.); (S.F.)
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