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Dai JM, Zhang JD, Liu X, Zhang LF, Wang J, Xu Y, Yang GY, Li J, Chen ML, Hu QF. Gene editing, metabolomics, network pharmacology strategies to explore terpenoid content and anti-TMV activity in NtSPS1 knockout Nicotiana tabacum. Sci Rep 2025; 15:14581. [PMID: 40280998 PMCID: PMC12032281 DOI: 10.1038/s41598-025-98745-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2024] [Accepted: 04/14/2025] [Indexed: 04/29/2025] Open
Abstract
The content of terpenoids in tobacco can alter its resistance to TMV. NtSPS1, a pivotal structural gene in tobacco, is capable to regulate the terpenoid content. In this study, we investigated the effect of NtSPS1 knockout in HD on the content of terpenoids and the anti-TMV activity of this mutant using gene editing, widely targeted metabolomics, network pharmacology, and molecular docking. 48 terpenoids (six up-regulated and five down-regulated) in NtSPS1 knockout tobacco compared with WT leaves. Notably, solanesol was remarkable downregulation which was lowered by fourfold and compounds 1 (log2FC = 18.2), 8 (log2FC = 16.7) were significant upregulation between the mutants and wild-type line leaves. The 46 terpenoid's target network encompassed 150 nodes, 509 edges and their underlying mechanisms in the therapeutic management of TMV are discussed. Furthermore, the network pharmacology and molecular docking revealed that compounds 16, 18, 23, 27, and 36 exhibited significant affinity in their respective interactions. Ultimately, five compounds were assayed for their anti-TMV effects, noteworthily, compounds 36 showed potential anti-TMV activity. Above all, we adopted a multifaceted approach to gain a comprehensive understanding of the terpenoid content and anti-TMV properties in NtSPS1 knockout HD. It enlightens the therapeutic potential of NtSPS1 knockout tobacco and it is helpful to find undescribed anti-TMV activity inhibitors, as well as searching for new anti-TMV candidates from the mutants.
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Affiliation(s)
- Jia-Meng Dai
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China
| | - Jian-Duo Zhang
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China
| | - Xin Liu
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China
| | - Ling-Fang Zhang
- Key Laboratory of Chemistry in Ethnic Medicinal Resources, State Ethnic Affairs Commission & Ministry of Education, Yunnan Minzu University, Kunming, 650031, P. R. China
| | - Jin Wang
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China
| | - Yong Xu
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China
| | - Guang-Yu Yang
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China
- Key Laboratory of Chemistry in Ethnic Medicinal Resources, State Ethnic Affairs Commission & Ministry of Education, Yunnan Minzu University, Kunming, 650031, P. R. China
| | - Jing Li
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China.
| | - Ming-Li Chen
- Tobacco Research Institute, Chinese Academy of Agricultural Sciences, Qingdao, 266101, China.
| | - Qiu-Fen Hu
- Yunnan Key Laboratory of Tobacco Chemistry, China Tobacco Yunnan Industrial Co., Ltd, Kunming, 650231, P.R. China.
- Key Laboratory of Chemistry in Ethnic Medicinal Resources, State Ethnic Affairs Commission & Ministry of Education, Yunnan Minzu University, Kunming, 650031, P. R. China.
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Wang Y, Zhang J, Wang P, Li Y, Wang Y, Yan Y, Chi J, Chen J, Lian J, Piao X, Lei X, Xiao Y, Murray J, Deyholos MK, Wang Y, Di P, Zhang J. Integrated Transcriptomic and Metabolomic Analysis Reveals Tissue-Specific Flavonoid Biosynthesis and MYB-Mediated Regulation of UGT71A1 in Panax quinquefolius. Int J Mol Sci 2025; 26:2669. [PMID: 40141311 PMCID: PMC11941809 DOI: 10.3390/ijms26062669] [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] [Received: 02/26/2025] [Revised: 03/10/2025] [Accepted: 03/14/2025] [Indexed: 03/28/2025] Open
Abstract
Panax quinquefolius is a globally valued medicinal plant rich in bioactive flavonoids, yet the molecular mechanisms underlying their biosynthesis remain poorly understood. In this study, we integrated transcriptomic and metabolomic analyses to investigate tissue-specific flavonoid accumulation and regulatory networks in roots, leaves, and flowers. Metabolomic profiling identified 141 flavonoid metabolites, with flavones, flavonols, and C-glycosylflavones predominantly enriched in aerial tissues (leaves and flowers), while specific glycosides like tricin 7-O-acetylglucoside showed root-specific accumulation. Transcriptome sequencing revealed 15,551-18,946 DEGs across tissues, and the reliability of the transcriptomic data was validated by qRT-PCR. KEGG and GO annotation analyses suggested that these DEGs may play a crucial role in the biosynthesis and metabolism of secondary metabolites. From the DEGs, UGTs and MYB TFs were identified and subjected to correlation analysis. Functional validation through in vitro enzymatic assays confirmed that PqUGT71A1 catalyzes apigenin and naringenin glycosylation at the 7-OH position. Additionally, subcellular localization and yeast one-hybrid assays demonstrated that PqMYB7 and PqMYB13 interact with the PqUGT71A1 promoter and activate its expression.. This study unveils the spatial dynamics of flavonoid metabolism in P. quinquefolius and establishes a MYB-UGT regulatory axis, providing critical insights for metabolic engineering and bioactive compound optimization in medicinal plants.
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Affiliation(s)
- Yumeng Wang
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Jiaxin Zhang
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Ping Wang
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Yongkang Li
- The MOE Key Laboratory for Standardization of Chinese Medicines and the SHTCM Key Laboratory for New Resources and Quality Evaluation of Chinese Medicines, Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai 200032, China
| | - Yihan Wang
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Yan Yan
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Junwen Chi
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Jiankang Chen
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Junmei Lian
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Xiangmin Piao
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Xiujuan Lei
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Ying Xiao
- The MOE Key Laboratory for Standardization of Chinese Medicines and the SHTCM Key Laboratory for New Resources and Quality Evaluation of Chinese Medicines, Institute of Chinese Materia Medica, Shanghai University of Traditional Chinese Medicine, Shanghai 200032, China
| | - Jeremy Murray
- CAS Center for Excellence in Molecular Plant Sciences, 300 Fenglin Road, Shanghai 200032, China
| | - Micheal K. Deyholos
- Department of Biology, University of British Columbia, Okanagan, Kelowna, BC V1V 1V7, Canada
| | - Yingping Wang
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Peng Di
- State Local Joint Engineering Research Center of Ginseng Breeding and Application, College of Chinese Medicinal Materials, Jilin Agricultural University, Changchun 130118, China (P.W.); (J.C.); (J.C.); (J.L.)
| | - Jian Zhang
- Department of Biology, University of British Columbia, Okanagan, Kelowna, BC V1V 1V7, Canada
- Faculty of Agronomy, Jilin Agricultural University, Changchun 130118, China
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Wang C, He W, Li K, Yu Y, Zhang X, Yang S, Wang Y, Yu L, Huang W, Yu H, Chen L, Cheng X. Genetic Diversity Analysis and GWAS of Plant Height and Ear Height in Maize Inbred Lines from South-East China. PLANTS (BASEL, SWITZERLAND) 2025; 14:481. [PMID: 39943042 PMCID: PMC11820090 DOI: 10.3390/plants14030481] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/11/2024] [Revised: 02/02/2025] [Accepted: 02/04/2025] [Indexed: 02/16/2025]
Abstract
Maize is a critical crop for food, feed, and bioenergy worldwide. This study characterized the genetic diversity and population structure of 212 important inbred lines collected from the Southeast China breeding program using the Maize6H-60K single nucleotide polymorphism (SNP) array. To investigate the genetic architecture of plant height (PH) and ear height (EH), genome-wide association analysis (GWAS) was performed on this population in 2021 and 2022. Cluster analysis and population genetic structure analysis grouped the 212 maize inbred lines into 10 distinct categories. GWAS identified significant associations for PH, EH, and the EH/PH ratio. A total of 40 significant SNP (p < 8.55359 × 10-7) were detected, including nine associated with PH, with phenotypic variation explained (PVE) ranging from 3.42% to 25.92%. Additionally, 16 SNP were linked to EH, with PVE ranging from 2.49% to 38.49%, and 15 SNP were associated with the EH/PH ratio, showing PVE between 3.43% and 16.83%. Five stable SNP, identified across two or more environments, were further analyzed. Three of these SNP loci are reported for the first time in this study: two loci associated with the PH, AX-108020973, and AX-108022922, as well as one new locus, AX-108096437, which was significantly associated with the EH/PH ratio. Additionally, two other significant SNP (AX-247241325 and AX-108097244) were located within a 2 Mb range of previously identified QTL and/or related SNP. Within the 200 kb confidence intervals of these five stable SNP loci, 76 functionally annotated genes were identified. Further functional analysis indicated that 14 of these genes may play a role in regulating plant morphology, which is primarily involved in hormone synthesis, microtubule development, root growth, and cell division regulation. For instance, the homologous genes GRMZM2G375249 and GRMZM2G076029 in maize correspond to OsPEX1 in rice, a protein similar to extension proteins that are implicated in lignin biosynthesis, plant growth promotion, and the negative regulation of root growth through gibberellin-mediated pathways. The candidate gene corresponding to AX-108097244 is GRMZM2G464754; previous studies have reported its involvement in regulating EH in maize. These findings enhance the understanding of QTL associated with maize plant-type traits and provide a foundation for cloning PH, EH-related genes. Therefore, the results also support the development of functional markers for target genes and the breeding of improved maize varieties.
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Affiliation(s)
- Changjin Wang
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
- Engineering Technology Institute of Maize Breeding in Anhui Province, Fengyang 233100, China
| | - Wangfei He
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
| | - Keyu Li
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
| | - Yulin Yu
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
| | - Xueshi Zhang
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
| | - Shuo Yang
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
| | - Yongfu Wang
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
- Engineering Technology Institute of Maize Breeding in Anhui Province, Fengyang 233100, China
| | - Li Yu
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
- Engineering Technology Institute of Maize Breeding in Anhui Province, Fengyang 233100, China
| | - Weidong Huang
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
- Engineering Technology Institute of Maize Breeding in Anhui Province, Fengyang 233100, China
| | - Haibing Yu
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
- Engineering Technology Institute of Maize Breeding in Anhui Province, Fengyang 233100, China
| | - Lei Chen
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
- Engineering Technology Institute of Maize Breeding in Anhui Province, Fengyang 233100, China
| | - Xinxin Cheng
- College of Agriculture, Anhui Science and Technology University, Fengyang 233100, China; (C.W.); (W.H.); (K.L.); (Y.Y.); (X.Z.); (S.Y.); (Y.W.); (L.Y.); (W.H.); (H.Y.)
- Engineering Technology Institute of Maize Breeding in Anhui Province, Fengyang 233100, China
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Li K, Lin J, Fan R, Chen S, Ma Z, Ji W. Unraveling site-specific seed formation abnormalities in Picea neoveitchii Mast. trees via widely metabolomic and transcriptomic analysis. FRONTIERS IN PLANT SCIENCE 2024; 15:1495784. [PMID: 39719938 PMCID: PMC11667104 DOI: 10.3389/fpls.2024.1495784] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/13/2024] [Accepted: 11/14/2024] [Indexed: 12/26/2024]
Abstract
Picea neoveitchii Mast. is a rare and threatened species of evergreen coniferous tree in China, commonly facing issues such as damaged seeds, abnormal seed growth, and empty seed shells. These abnormalities vary by location; unfortunately, the reasons behind these inconsistencies are completely unknown. This study compared seeds from two 150-year-old trees located in Taibai (Shaanxi province, TB150) and Zhouqu (Gansu province, ZQ150). The results showed significant differences in 43 metabolites and hormone levels, with higher levels of indole-3-acetic acid (IAA), methyl jasmonate (MeJA), and brassinosteroid (BR) in ZQ150, which were associated with more viable seeds. In contrast, TB150 exhibited more damaged seeds and empty seed shells due to higher abscisic acid (ABA) levels. Moreover, to further investigate these inconsistencies, we performed de-novo transcriptomic assembly and functional annotation of unigenes using high-throughput sequencing. A total of 2,355 differentially expressed unigenes were identified between TB150 and ZQ150, with 1,280 upregulated and 1,075 downregulated. Hormone signaling and sugar metabolism-related unigenes were further examined for their role in seed development. ZQ150 increased the number of normal seeds by enhancing endogenous IAA levels and upregulating auxin signaling and sugar metabolism-related genes. Conversely, TB150 showed more empty seed shells, correlated with elevated ABA levels and the activation of ABA signaling genes. We hypothesize that enhanced IAA levels and the upregulation of sugar metabolism and auxin signaling genes promote normal seed development.
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Affiliation(s)
- Kaiyuan Li
- College of Landscape Architecture and Art, Northwest A&F University, Yangling, China
| | - Jiayi Lin
- College of Landscape Architecture and Art, Northwest A&F University, Yangling, China
| | - Rong Fan
- College of Landscape Architecture and Art, Northwest A&F University, Yangling, China
| | - Sibo Chen
- College of Landscape Architecture and Art, Northwest A&F University, Yangling, China
| | - Zhilin Ma
- Institute of Wetland and Grassland Conservation, Shaanxi Academy of Forestry, Xian, China
| | - Wenli Ji
- College of Landscape Architecture and Art, Northwest A&F University, Yangling, China
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Muhammad N, Uddin N, Liu Z, Yang M, Liu M. Research Progress and Biosynthetic Mechanisms of Nutritional Compounds Obtained from Various Organs During the Developmental Stages of a Medicinal Plant (Chinese Jujube). PLANT FOODS FOR HUMAN NUTRITION (DORDRECHT, NETHERLANDS) 2024; 79:744-758. [PMID: 39150636 DOI: 10.1007/s11130-024-01225-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 08/08/2024] [Indexed: 08/17/2024]
Abstract
The fruit of the jujube tree is high in nutrients and has various health benefits. China is a major producer of jujube, and it is now cultivated all around the world. Numerous studies have demonstrated the nutritional value and potential health advantages of bioactive compounds found in the jujube tree. Furthermore, the jujube tree has a remarkable 7000-year agricultural history. The jujube plant has developed a rich gene pool, making it a valuable resource for germplasm. Different studies have focused on the developmental stages of jujube fruits to identify the optimal time for harvest and to assess the changes in their bioactive natural compounds or products during the process of development but the molecular mechanism underlying the production of bioactive natural products in Z. jujuba is still poorly understood. Moreover, the potential differential expressed genes (DEGs) identified as responsible for the synthesis of these compounds should be further functionally verified. It has been noticed that the contents of total flavonoids, total phenolic, and vitamin C increase significantly during the ripening process, while the contents of soluble sugars and organic acids decrease gradually. In this review, we have also scrutinized the challenges that hinder the utilization of jujube fruit resources and suggested potential areas for further research. As such, our review serves as a valuable resource for the future development of jujube-based nutritional compounds and the incorporation of their nutritional elements into the functional foods industry.
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Affiliation(s)
- Noor Muhammad
- College of Forestry, Hebei Agricultural University, Baoding, Hebei, China.
- Research Center of Chinese Jujube, College of Horticulture, Hebei Agricultural University, Baoding, Hebei, China.
| | - Nisar Uddin
- School of Emergency Management, School of the Environment and Safety Engineering, Biofuels Institute, Jiangsu University, Zhenjiang 212013, Jiangsu, China
| | - Zhiguo Liu
- Research Center of Chinese Jujube, College of Horticulture, Hebei Agricultural University, Baoding, Hebei, China
| | - Minsheng Yang
- College of Forestry, Hebei Agricultural University, Baoding, Hebei, China.
| | - Mengjun Liu
- Research Center of Chinese Jujube, College of Horticulture, Hebei Agricultural University, Baoding, Hebei, China.
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Cai D, Dong Y, Wang L, Zhao S. Integrated metabolomics and transcriptomics analysis provides insights into biosynthesis and accumulation of flavonoids and glucosinolates in different radish varieties. Curr Res Food Sci 2024; 10:100938. [PMID: 39717680 PMCID: PMC11665663 DOI: 10.1016/j.crfs.2024.100938] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2024] [Revised: 11/11/2024] [Accepted: 11/25/2024] [Indexed: 12/25/2024] Open
Abstract
Radish is an important vegetable worldwide, with wide medicinal functions and health benefits. The quality of radish, strongly affected by phytochemicals like flavonoids and glucosinolates, are quite different depending on the radish varieties. However, the comprehensive accumulation profiles of secondary metabolites and their molecular regulatory mechanisms in different radish cultivars remain unclear thus far. Herein, we comprehensively analyzed the secondary metabolite and gene expression profiles of the flesh and skin of four popular radish varieties with different flesh and/or skin colors, using UPLC-MS/MS-based metabolomics and transcriptomics approach combined with RT-qPCR. The results showed that altogether 352 secondary metabolites were identified in radish, of which flavonoids and phenolic acids accounted for 60.51% of the total. The flesh and skin of each variety exhibited distinct metabolic profiles, making them unique in coloration, flavor, taste, and nutritional quality. The differential metabolites were mostly enriched in flavonoid biosynthesis, flavone and flavonol biosynthesis, phenylpropanoid biosynthesis, and glucosinolate biosynthesis pathway. Further, 19 key genes regulating the differential accumulation of flavonoids among different radish varieties were identified, such as RsCHS, RsCCOAMT, RsF3H, RsFLS, RsCYP75B1, RsDFR, and RsANS that were significantly upregulated in red-colored radish tissue. Also, 10 key genes affecting the differential accumulation of glucosinolates among different varieties were identified, such as RsCYP83B1, RsSUR1, and RsST5a that were significantly increased in the skin of green radish. Moreover, systematical biosynthetic pathways of flavonoids and glucosinolates and co-expression networks between genes and metabolites were constructed based on integrative analysis between metabolomics and transcriptomics. Our findings provide a novel insight into the mechanisms of radish quality formation, thereby providing a molecular basis for breeding and cultivation of radish with excellent nutritional quality.
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Affiliation(s)
- Da Cai
- Shandong Provincial Key Laboratory of Test Technology on Food Quality and Safety, Institute of Quality Standard and Testing Technology for Agro-Products, Shandong Academy of Agricultural Sciences, Jinan, 250100, China
| | - Yanjie Dong
- Shandong Provincial Key Laboratory of Test Technology on Food Quality and Safety, Institute of Quality Standard and Testing Technology for Agro-Products, Shandong Academy of Agricultural Sciences, Jinan, 250100, China
| | - Lei Wang
- Shandong Provincial Key Laboratory of Test Technology on Food Quality and Safety, Institute of Quality Standard and Testing Technology for Agro-Products, Shandong Academy of Agricultural Sciences, Jinan, 250100, China
| | - Shancang Zhao
- Shandong Provincial Key Laboratory of Test Technology on Food Quality and Safety, Institute of Quality Standard and Testing Technology for Agro-Products, Shandong Academy of Agricultural Sciences, Jinan, 250100, China
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Yin C, Xie H, Geng G, Li Z, Ma J, Wu X, Qiu QS, Qiao F. Identification of Key Enzymes and Genes Modulating L-Ascorbic Acid Metabolism During Fruit Development of Lycium chinense by Integrating Metabolome, Transcriptome, and Physiological Analysis. Int J Mol Sci 2024; 25:11394. [PMID: 39518947 PMCID: PMC11547089 DOI: 10.3390/ijms252111394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/05/2024] [Revised: 10/14/2024] [Accepted: 10/18/2024] [Indexed: 11/16/2024] Open
Abstract
Lycium chinense is acknowledged for its substantial nutritional benefits, particularly attributed to the high levels of ascorbic acid (AsA) found in its fruits. The "Mengqi No.1" variety of L. chinense, which is cultivated in Qinghai, is known for its high yield and exceptional quality. We utilized the "Mengqi No.1" variety as experimental materials and combined metabolomic, transcriptomic, and physiological analyses to investigate the metabolites, genes, and enzymes related to AsA metabolism in L. chinense fruits. The results revealed nine differential metabolites associated with AsA metabolism in L. chinense fruits across three stages, including 1D-Myo-Inositol-1,4-Bisphosphate, D-Fructose, L-(+)-Arabinose, I-Inositol, L-Arabinitol, D-Galactose-1-P, lactose, α-D-Glucose, and D-Glucose-6-P. Notably, the contents of D-Glucose-6-P, D-Galactose-1-P, and D-Fructose were increased as the fruit developed. Additionally, fresh weight, longitudinal length, and radial width were increased, while the contents of AsA and DHA were decreased. GalDH and DHAR are critical enzymes for the accumulation of AsA and DHA, exhibiting positive correlation coefficient. Furthermore, PMM1, PMM5, GME2, and GME3 were identified as key regulatory genes in the L-Galactose pathway of AsA synthesis, influencing D-Galactose-1-P, D-Glucose-6-P, α-D-Glucose, and D-Fructose. DHAR1 and DHAR2 are considered key positive regulator genes of AsA and DHA in the AsA-GSH cycle. However, the majority of genes (nine) act as negative regulators of AsA and DHA. These findings provide a foundation for the understanding of the regulatory mechanism of AsA metabolism in L. chinense fruits and offer insights into the utilization of AsA from L. chinense.
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Affiliation(s)
- Chongxin Yin
- Key Laboratory of Tibetan Plateau Medicinal Plant and Animal Resources, School of Life Sciences, Qinghai Normal University, Xining 810008, China; (C.Y.); (H.X.); (Z.L.); (J.M.); (X.W.)
| | - Huichun Xie
- Key Laboratory of Tibetan Plateau Medicinal Plant and Animal Resources, School of Life Sciences, Qinghai Normal University, Xining 810008, China; (C.Y.); (H.X.); (Z.L.); (J.M.); (X.W.)
- Academy of Plateau Science and Sustainability, Qinghai Normal University, Xining 810008, China
- Qinghai South of Qilian Mountain Forest Ecosystem Observation and Research Station, Huzhu 810500, China;
| | - Guigong Geng
- Qinghai South of Qilian Mountain Forest Ecosystem Observation and Research Station, Huzhu 810500, China;
- Academy of Agricultural and Forestry Sciences, Qinghai University, Xining 810016, China
| | - Zuxia Li
- Key Laboratory of Tibetan Plateau Medicinal Plant and Animal Resources, School of Life Sciences, Qinghai Normal University, Xining 810008, China; (C.Y.); (H.X.); (Z.L.); (J.M.); (X.W.)
| | - Jianxia Ma
- Key Laboratory of Tibetan Plateau Medicinal Plant and Animal Resources, School of Life Sciences, Qinghai Normal University, Xining 810008, China; (C.Y.); (H.X.); (Z.L.); (J.M.); (X.W.)
| | - Xiaozhuo Wu
- Key Laboratory of Tibetan Plateau Medicinal Plant and Animal Resources, School of Life Sciences, Qinghai Normal University, Xining 810008, China; (C.Y.); (H.X.); (Z.L.); (J.M.); (X.W.)
| | - Quan-Sheng Qiu
- MOE Key Laboratory of Cell Activities and Stress Adaptations, School of Life Sciences, Lanzhou University, Lanzhou 730000, China;
| | - Feng Qiao
- Key Laboratory of Tibetan Plateau Medicinal Plant and Animal Resources, School of Life Sciences, Qinghai Normal University, Xining 810008, China; (C.Y.); (H.X.); (Z.L.); (J.M.); (X.W.)
- Academy of Plateau Science and Sustainability, Qinghai Normal University, Xining 810008, China
- Qinghai South of Qilian Mountain Forest Ecosystem Observation and Research Station, Huzhu 810500, China;
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Wang Z, Xie C, Wu Y, Liu H, Zhang X, Du H, Li X, Zhang C. Integrated Metabolomics and Transcriptomics Analyses Reveal the Regulatory Mechanisms of Anthocyanin and Carotenoid Accumulation in the Peel of Coffea arabica. Int J Mol Sci 2024; 25:10754. [PMID: 39409088 PMCID: PMC11477210 DOI: 10.3390/ijms251910754] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Revised: 09/30/2024] [Accepted: 10/04/2024] [Indexed: 10/20/2024] Open
Abstract
The color of coffee fruits is influenced by several factors, including cultivar, ripening stage, and metabolite composition. However, the metabolic accumulation of pigments and the molecular mechanisms underlying peel coloration during the ripening process of Coffea arabica L. remain relatively understudied. In this study, UPLC-MS/MS-based metabolomics and RNA sequencing (RNA-seq)-based transcriptomics were integrated to investigate the accumulation of anthocyanins and carotenoids in the peel of Coffea arabica at different ripening stages: green peel (GP), green-yellow peel (GYRP), red peel (RP), and red-purple peel (RPP). This integration aimed at elucidating the molecular mechanisms associated with these changes. A total of ten anthocyanins, six carotenoids, and thirty-five xanthophylls were identified throughout the ripening process. The results demonstrated a gradual decrease in the total carotenoid content in the peel with fruit maturation, while anthocyanin content increased significantly. Notably, the accumulation of specific anthocyanins was closely associated with the transition of peel colors from green to red. Integrated metabolomics and transcriptomics analyses identified the GYRP stage as critical for this color transition. A weighted gene co-expression network analysis (WGCNA) revealed that enzyme-coding genes such as 3AT, BZ1, and lcyE, along with transcription factors including MYB, NAC, and bHLH, which interact with PHD and SET TR, may regulate the biosynthesis of anthocyanins and carotenoids, thereby influencing peel pigmentation. These findings provide valuable insights into the molecular mechanisms underlying the accumulation of anthocyanins and carotenoids in Coffea arabica peel during fruit maturation.
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Affiliation(s)
| | | | | | | | | | | | - Xuejun Li
- College of Tropical Crops, Yunnan Agricultural University, Pu’er 665000, China; (Z.W.); (C.X.); (Y.W.); (H.L.); (X.Z.); (H.D.)
| | - Chuanli Zhang
- College of Tropical Crops, Yunnan Agricultural University, Pu’er 665000, China; (Z.W.); (C.X.); (Y.W.); (H.L.); (X.Z.); (H.D.)
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9
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Ning K, Huai H, Li M, Xu Y, Wei F, Chen Z, Wang Y, Huang P, Yu Y, Chen S, Dong L. Transcriptomics and metabolomics revealed the molecular basis of the color formation in the roots of Panax notoginseng. Heliyon 2024; 10:e37532. [PMID: 39381219 PMCID: PMC11459398 DOI: 10.1016/j.heliyon.2024.e37532] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 08/27/2024] [Accepted: 09/04/2024] [Indexed: 10/10/2024] Open
Abstract
Panax notoginseng is a traditional Chinese medicine rich in many pharmacological components. The root of the 'Miaoxiang Sanqi No. 2' is yellow or greenish yellow, while a novel cultivar-'Wenyuan Ziqi No. 1' shows purple root and is thought to have high medicinal value. Little information is available about the anthocyanin biosynthesis in P. notoginseng root. In this study, we compared the 'Miaoxiang Sanqi No. 2' and 'Wenyuan Ziqi No. 1' in morphological, transcriptional and metabolic levels. The results showed that purple rich in the periderm, rhizome and phloem around cambium of the 'Wenyuan Ziqi No. 1' root and cyanidin 3-O-galactoside was the main anthocyanin causing purple. Moreover, 'Wenyuan Ziqi No. 1' highly accumulated in 155 metabolites, including flavones, phenylpropanoids and lipids. Transcriptome data showed that phenylpropanoid biosynthesis pathway genes are highly expressed in 'Wenyuan Ziqi No. 1'. Conjoint analysis showed that anthocyanin biosynthesis pathway substances were highly accumulated in 'Wenyuan Ziqi No. 1', and the expression level of structural genes involved in anthocyanin biosynthesis pathway was higher in 'Wenyuan Ziqi No. 1'. Meanwhile, eight R2R3-MYB genes that might be involved in anthocyanin biosynthesis were identified. The comprehensive analysis of two cultivars provides new insights into the understanding of root coloration in P. notoginseng.
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Affiliation(s)
- Kang Ning
- Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, 100700, Beijing, China
| | - Hao Huai
- Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, 100700, Beijing, China
- College of Biological & Pharmaceutical Sciences, China Three Gorges University, 443002, Yichang, China
| | - Mengzhi Li
- Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, 100700, Beijing, China
| | - Yuli Xu
- Zhangzhou Pianzaihuang Pharmaceutical Co., Ltd., 363099, Fujian, China
| | - Fugang Wei
- Wenshan Miaoxiang Notoginseng Technology, Co., Ltd., 663000, Wenshan, China
| | - Zhongjian Chen
- Institute of Sanqi Research, Wenshan University, 663000, Wenshan, China
| | - Yong Wang
- Institute of Sanqi Research, Wenshan University, 663000, Wenshan, China
| | - Pengcheng Huang
- Zhangzhou Pianzaihuang Pharmaceutical Co., Ltd., 363099, Fujian, China
| | - Yuqi Yu
- Wenshan Miaoxiang Notoginseng Technology, Co., Ltd., 663000, Wenshan, China
| | - Shilin Chen
- Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, 100700, Beijing, China
| | - Linlin Dong
- Key Laboratory of Beijing for Identification and Safety Evaluation of Chinese Medicine, Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, 100700, Beijing, China
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10
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Liu Q, Ahmed W, Li G, He Y, Mohany M, Li Z, Shen T. A Novel Plant-Derived Biopesticide Mitigates Fusarium Root Rot of Angelica sinensis by Modulating the Rhizosphere Microbiome and Root Metabolome. PLANTS (BASEL, SWITZERLAND) 2024; 13:2180. [PMID: 39204616 PMCID: PMC11360690 DOI: 10.3390/plants13162180] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/17/2024] [Revised: 07/28/2024] [Accepted: 08/02/2024] [Indexed: 09/04/2024]
Abstract
Fusarium root rot caused by the Fusarium species complex significantly affects the yield and quality of Angelica sinensis, a valuable medicinal herb. Traditional management primarily relies on chemical fungicides, which have led to pathogen resistance, environmental hazards, and concerns regarding public health and the active components in A. sinensis. This study explores the efficacy of a novel plant-derived biopesticide Shi Chuang Zhi Feng Ning (T1; SCZFN), alongside Bacillus subtilis wettable powder (T2) and a chemical fungicide (T3), in controlling root rot and understanding their impacts on the rhizosphere microbial community and root metabolome. Results of the field experiment demonstrated that treatments T1 and T3 achieved control efficiencies of 73.17% and 75.45%, respectively, significantly outperforming T2 (39.99%) and the control. High-throughput sequencing revealed that all treatments altered the diversity and structure of microbial communities, with T1 and T2 reducing the abundance of taxa linked to root rot, such as Muribaculaceae spp., Humicola spp., Fusarium spp., and Mycochlamys spp. Treatment T1 notably enhanced beneficial bacterial taxa, including Acidobacteria spp., Nitrospira spp., and Pedosphaeraceae spp., involved in carbon cycling and plant growth promotion. Metabolomic analysis identified 39, 105, and 45 differentially expressed metabolites (DEMs) across the treatments, demonstrating T1's potential to modulate the root metabolome effectively. Further, a correlation analysis demonstrated a stronger correlation between distinct microorganisms with significant influence and DEMs of T1 treatment compared to other treatments. These findings underscore biopesticide SCZFN's role in enhancing plant health and disease suppression in A. sinensis, providing insights into its biocontrol mechanisms and supporting the development of sustainable disease management strategies in its cultivation.
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Affiliation(s)
- Qi Liu
- Research Institute, Lanzhou Jiaotong University, Lanzhou 730070, China
| | - Waqar Ahmed
- Guangdong Province Key Laboratory of Microbial Signals and Disease Control, College of Plant Protection, South China Agricultural University, Guangzhou 510642, China
| | - Guoli Li
- Research Institute, Lanzhou Jiaotong University, Lanzhou 730070, China
| | - Yilin He
- Research Institute, Lanzhou Jiaotong University, Lanzhou 730070, China
| | - Mohamed Mohany
- Department of Pharmacology and Toxicology, College of Pharmacy, King Saud University, Riyadh 11451, Saudi Arabia
| | - Zhaoyu Li
- Research Institute, Lanzhou Jiaotong University, Lanzhou 730070, China
| | - Tong Shen
- Research Institute, Lanzhou Jiaotong University, Lanzhou 730070, China
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11
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Li J, Xu CQ, Song LY, Guo ZJ, Zhang LD, Tang HC, Wang JC, Song SW, Liu JW, Zhong YH, Chi BJ, Zhu XY, Zheng HL. Integrative analysis of transcriptome and metabolome reveal the differential tolerance mechanisms to low and high salinity in the roots of facultative halophyte Avicennia marina. TREE PHYSIOLOGY 2024; 44:tpae082. [PMID: 38976033 DOI: 10.1093/treephys/tpae082] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2024] [Accepted: 07/04/2024] [Indexed: 07/09/2024]
Abstract
Mangroves perform a crucial ecological role along the tropical and subtropical coastal intertidal zone where salinity fluctuation occurs frequently. However, the differential responses of mangrove plant at the combined transcriptome and metabolome level to variable salinity are not well documented. In this study, we used Avicennia marina (Forssk.) Vierh., a pioneer species of mangrove wetlands and one of the most salt-tolerant mangroves, to investigate the differential salt tolerance mechanisms under low and high salinity using inductively coupled plasma-mass spectrometry, transcriptomic and metabolomic analysis. The results showed that HAK8 was up-regulated and transported K+ into the roots under low salinity. However, under high salinity, AKT1 and NHX2 were strongly induced, which indicated the transport of K+ and Na+ compartmentalization to maintain ion homeostasis. In addition, A. marina tolerates low salinity by up-regulating ABA signaling pathway and accumulating more mannitol, unsaturated fatty acids, amino acids' and L-ascorbic acid in the roots. Under high salinity, A. marina undergoes a more drastic metabolic network rearrangement in the roots, such as more L-ascorbic acid and oxiglutatione were up-regulated, while carbohydrates, lipids and amino acids were down-regulated in the roots, and, finally, glycolysis and TCA cycle were promoted to provide more energy to improve salt tolerance. Our findings suggest that the major salt tolerance traits in A. marina can be attributed to complex regulatory and signaling mechanisms, and show significant differences between low and high salinity.
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Affiliation(s)
- Jing Li
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Chao-Qun Xu
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Ling-Yu Song
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Ze-Jun Guo
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
- Guangxi Laboratory on the Study of Coral Reefs in the South China Sea, Coral Reef Research Center of China, School of Marine Sciences, Guangxi University, Nanning 530004, China
| | - Lu-Dan Zhang
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
- Houji Laboratory in Shanxi Province, Shanxi Agricultural University, Taiyuan, Shanxi 030000, China
| | - Han-Chen Tang
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Ji-Cheng Wang
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Shi-Wei Song
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Jing-Wen Liu
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - You-Hui Zhong
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Bing-Jie Chi
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Xue-Yi Zhu
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
| | - Hai-Lei Zheng
- Key Laboratory for Subtropical Wetland Ecosystem Research of MOE, College of the Environment and Ecology, Xiamen University, Xiamen, Fujian 361005, China
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12
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Fu B, Fang C, Li Z, Zeng Z, He Y, Chen S, Yang H. The Effect of Heat Stress on Sensory Properties of Fresh Oysters: A Comprehensive Study Using E-Nose, E-Tongue, Sensory Evaluation, HS-SPME-GC-MS, LC-MS, and Transcriptomics. Foods 2024; 13:2004. [PMID: 38998512 PMCID: PMC11241022 DOI: 10.3390/foods13132004] [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: 05/17/2024] [Revised: 06/14/2024] [Accepted: 06/21/2024] [Indexed: 07/14/2024] Open
Abstract
Heat stress has received growing concerns regarding the impact on seafood quality. However, the effects of heat stress on the sensory properties of seafood remain unknown. In this study, the sensory properties of fresh oyster (Crassostrea ariakensis) treated with chronic heat stress (30 °C) for 8 weeks were characterized using electronic nose, electronic tongue, sensory evaluation, HS-SPME-GC-MS, LC-MS and transcriptomics. Overall, chronic heat stress reduced the overall sensory properties of oysters. The metabolic network constructed. based on enrichment results of 423 differential metabolites and 166 differentially expressed genes, showed that the negative effects of chronic heat stress on the sensory properties of oysters were related to oxidative stress, protein degradation, lipid oxidation, and nucleotide metabolism. The results of the study provide valuable insights into the effects of heat stress on the sensory properties of oysters, which are important for ensuring a sustainable supply of high-quality seafood and maintaining food safety.
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Affiliation(s)
- Bing Fu
- College of Marine Sciences, South China Agricultural University, Guangzhou 510640, China
- Zhongshan Innovation Center of South China Agricultural University, Zhongshan 528400, China
| | - Chang Fang
- College of Marine Sciences, South China Agricultural University, Guangzhou 510640, China
- Zhongshan Innovation Center of South China Agricultural University, Zhongshan 528400, China
| | - Zhongzhi Li
- College of Marine Sciences, South China Agricultural University, Guangzhou 510640, China
- Zhongshan Innovation Center of South China Agricultural University, Zhongshan 528400, China
| | - Zeqian Zeng
- College of Marine Sciences, South China Agricultural University, Guangzhou 510640, China
- Zhongshan Innovation Center of South China Agricultural University, Zhongshan 528400, China
| | - Yinglin He
- College of Marine Sciences, South China Agricultural University, Guangzhou 510640, China
- Zhongshan Innovation Center of South China Agricultural University, Zhongshan 528400, China
| | - Shijun Chen
- College of Marine Sciences, South China Agricultural University, Guangzhou 510640, China
- Zhongshan Innovation Center of South China Agricultural University, Zhongshan 528400, China
| | - Huirong Yang
- College of Marine Sciences, South China Agricultural University, Guangzhou 510640, China
- Zhongshan Innovation Center of South China Agricultural University, Zhongshan 528400, China
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13
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Feng X, Sun Y, Fan Y, Zhang Q, Bu X, Gao D. Integrated physiological, transcriptomics and metabolomics analysis revealed the molecular mechanism of Bupleurum chinense seedlings to drought stress. PLoS One 2024; 19:e0304503. [PMID: 38843246 PMCID: PMC11156411 DOI: 10.1371/journal.pone.0304503] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2024] [Accepted: 05/14/2024] [Indexed: 06/09/2024] Open
Abstract
Drought stress is a prominent abiotic factor that adversely influences the growth and development of Bupleurum chinense during its seedling stage, negatively impacting biomass and secondary metabolite production, thus affecting yield and quality. To investigate the molecular mechanism underlying the response of B. chinense seedlings under drought stress, this study employed comprehensive physiological, transcriptomic, and metabolomic analyses. The results revealed that under drought stress, the root soluble sugar and free proline content in B. chinense seedlings significantly increased, while the activities of SOD, POD, and CAT increased in the leaves. These findings indicate the presence of distinct response mechanisms in B. chinense to cope with drought stress. Integrated analysis further identified significant correlations between genes and metabolites related to amino acid biosynthesis in the leaves, as well as genes and metabolites associated with acetaldehyde and dicarboxylic acid metabolism. In the roots, genes and metabolites related to plant hormone signaling and the tricarboxylic acid (TCA) cycle showed significant correlations. These findings provide vital views into the molecular-level response mechanisms of B. chinense under drought stress. Moreover, this study establishes the groundwork for identifying drought-tolerant genes and breeding drought-resistant varieties, which could improve the drought tolerance of medicinal plants and have broader implications for agriculture and crop production in water-scarce areas.
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Affiliation(s)
- Xiaohan Feng
- School of Pharmacy, Shandong University of Traditional Chinese Medicine (TCM), Jinan, China
| | - Yan Sun
- School of Pharmacy, Shandong University of Traditional Chinese Medicine (TCM), Jinan, China
| | - Ya Fan
- School of Pharmacy, Shandong University of Traditional Chinese Medicine (TCM), Jinan, China
| | - Quanfang Zhang
- Institute of Crop Germplasm Resources, Shandong Academy of Agricultural Sciences, Jinan, China
| | - Xun Bu
- Institute of Crop Germplasm Resources, Shandong Academy of Agricultural Sciences, Jinan, China
| | - Demin Gao
- School of Pharmacy, Shandong University of Traditional Chinese Medicine (TCM), Jinan, China
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14
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Jia Y, Wang C, Zhang Y, Deng W, Ma Y, Ma J, Han G. The Flavor Characteristics and Metabolites of Three Commercial Dried Jujube Cultivars. Foods 2024; 13:1193. [PMID: 38672867 PMCID: PMC11048840 DOI: 10.3390/foods13081193] [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: 02/29/2024] [Revised: 03/24/2024] [Accepted: 04/10/2024] [Indexed: 04/28/2024] Open
Abstract
To understand the flavor and metabolite differences between the three commercial dried jujube cultivars Huizao (HZ), Hamazao 1 (HMZ), and Qiyuexian (QYX), their soluble sugars, organic acids, volatiles, and metabolites were systematically investigated. The results show that sucrose and malic acid were the main soluble sugar and organic acids contained in these dried jujubes, respectively. Sucrose (573.89 mg/g DW) had the highest presence in HZ, and the total sugar content (898.33 mg/g DW) was the highest in QYX. Both of these had a low total acid content, resulting in relatively high sugar-acid ratios (105.49 and 127.86, respectively) compared to that of HMZ (51.50). Additionally, 66 volatile components were detected in the 3 jujubes. These mainly included acids, aldehydes, esters, and ketones (90.5-96.49%). Among them, (E)-2-nonenal, (E)-2-decenal, heptanal, decanal, nonanal, and octanal were identified as the key aromatic substances of the dried jujubes, and their contents were the highest in HMZ. Moreover, 454 metabolites were identified, including alkaloids, amino acids, flavonoids, lipids, nucleotides, and terpenoids. The highest contents of flavonoids (5.6%) and lipids (24.9%) were detected in HMZ, the highest contents of nucleotides (10.2%) and alkaloids (27%) were found in QYX, and the contents of saccharides (5.7%) and amino acids (23.6%) were high in HZ. Overall, HZ, HMZ, and QYX significantly differ in their flavor and nutrition. HZ tastes better, HMZ is more fragrant, and QYX and HMZ possess higher nutritional values.
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Affiliation(s)
| | | | | | | | | | | | - Gang Han
- College of Forestry, Northwest A&F University, Xianyang 712100, China; (Y.J.); (C.W.); (Y.Z.); (W.D.); (Y.M.); (J.M.)
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15
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Gong F, Zhou X, Yu W, Xu H, Zhou X. Carotenoid Accumulation in the Rhododendron chrysanthum Is Mediated by Abscisic Acid Production Driven by UV-B Stress. PLANTS (BASEL, SWITZERLAND) 2024; 13:1062. [PMID: 38674471 PMCID: PMC11054193 DOI: 10.3390/plants13081062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Revised: 03/30/2024] [Accepted: 04/05/2024] [Indexed: 04/28/2024]
Abstract
Rhododendron chrysanthum (R. chrysanthum) development is hampered by UV-B sunlight because it damages the photosynthetic system and encourages the buildup of carotenoids. Nevertheless, it is still unclear how R. chrysanthum repairs the photosynthetic system to encourage the formation of carotenoid pigments. The carotenoid and abscisic acid (ABA) concentrations of the R. chrysanthum were ascertained in this investigation. Following UV-B stress, the level of carotenoids was markedly increased, and there was a strong correlation between carotenoids and ABA. The modifications of R. chrysanthum's OJIP transient curves were examined in order to verify the regulatory effect of ABA on carotenoid accumulation. It was discovered that external application of ABA lessened the degree of damage on the donor side and lessened the damage caused by UV-B stress on R. chrysanthum. Additionally, integrated metabolomics and transcriptomics were used to examine the changes in differentially expressed genes (DEGs) and differential metabolites (DMs) in R. chrysanthum in order to have a better understanding of the role that ABA plays in carotenoid accumulation. The findings indicated that the majority of DEGs were connected to carotenoid accumulation and ABA signaling sensing. To sum up, we proposed a method for R. chrysanthum carotenoid accumulation. UV-B stress activates ABA production, which then interacts with transcription factors to limit photosynthesis and accumulate carotenoids, such as MYB-enhanced carotenoid biosynthesis. This study showed that R. chrysanthum's damage from UV-B exposure was lessened by carotenoid accumulation, and it also offered helpful suggestions for raising the carotenoid content of plants.
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Affiliation(s)
| | | | | | | | - Xiaofu Zhou
- Jilin Provincial Key Laboratory of Plant Resource Science and Green Production, Jilin Normal University, Siping 136000, China
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16
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Li X, Liu Y, Hu W, Yin B, Liang B, Li Z, Zhang X, Xu J, Zhou S. Integrative physiological, metabolomic, and transcriptomic analysis reveals the drought responses of two apple rootstock cultivars. BMC PLANT BIOLOGY 2024; 24:219. [PMID: 38532379 DOI: 10.1186/s12870-024-04902-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 03/12/2024] [Indexed: 03/28/2024]
Abstract
BACKGROUND Drought is considered the main environmental factor restricting apple production and thus the development of the apple industry. Rootstocks play an important role in enhancing the drought tolerance of apple plants. Studies of the physiology have demonstrated that 'ZC9-3' is a strong drought-resistant rootstock, whereas 'Jizhen-2' is a weak drought-resistant rootstock. However, the metabolites in these two apple rootstock varieties that respond to drought stress have not yet been characterized, and the molecular mechanisms underlying their responses to drought stress remain unclear. RESULTS In this study, the physiological and molecular mechanisms underlying differences in the drought resistance of 'Jizhen-2' (drought-sensitive) and 'ZC9-3' (drought-resistant) apple rootstocks were explored. Under drought stress, the relative water content of the leaves was maintained at higher levels in 'ZC9-3' than in 'Jizhen-2', and the photosynthetic, antioxidant, and osmoregulatory capacities of 'ZC9-3' were stronger than those of 'Jizhen-2'. Metabolome analysis revealed a total of 95 and 156 differentially accumulated metabolites in 'Jizhen-2' and 'ZC9-3' under drought stress, respectively. The up-regulated metabolites in the two cultivars were mainly amino acids and derivatives. Transcriptome analysis revealed that there were more differentially expressed genes and transcription factors in 'ZC9-3' than in 'Jizhen-2' throughout the drought treatment. Metabolomic and transcriptomic analysis revealed that amino acid biosynthesis pathways play key roles in mediating drought resistance in apple rootstocks. A total of 13 metabolites, including L-α-aminoadipate, L-homoserine, L-threonine, L-isoleucine, L-valine, L-leucine, (2S)-2-isopropylmalate, anthranilate, L-tryptophan, L-phenylalanine, L-tyrosine, L-glutamate, and L-proline, play an important role in the difference in drought resistance between 'ZC9-3' and 'Jizhen-2'. In addition, 13 genes encoding O-acetylserine-(thiol)-lyase, S-adenosylmethionine synthetase, ketol-acid isomeroreductase, dihydroxyacid dehydratase, isopropylmalate isomerase, branched-chain aminotransferase, pyruvate kinase, 3-dehydroquinate dehydratase/shikimate 5-dehydrogenase, N-acetylglutamate-5-P-reductase, and pyrroline-5-carboxylate synthetase positively regulate the response of 'ZC9-3' to drought stress. CONCLUSIONS This study enhances our understanding of the response of apple rootstocks to drought stress at the physiological, metabolic, and transcriptional levels and provides key insights that will aid the cultivation of drought-resistant apple rootstock cultivars. Especially, it identifies key metabolites and genes underlying the drought resistance of apple rootstocks.
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Affiliation(s)
- Xiaohan Li
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China
| | - Yitong Liu
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China
| | - Wei Hu
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China
| | - Baoying Yin
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China
| | - Bowen Liang
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China
| | - Zhongyong Li
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China
| | - Xueying Zhang
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China
| | - Jizhong Xu
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China.
| | - Shasha Zhou
- College of Horticulture, Hebei Agricultural University, Baoding, Hebei, 071000, China.
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Zhou C, Li P, Fu S, You Y, Guo S, Piyaporn C, Mei X, Zhou X, Girdthai T. Metabolomics reveals the importance of metabolites in Mussaenda pubescens for antioxidant properties and quality traits. PHYSIOLOGIA PLANTARUM 2024; 176:e14299. [PMID: 38628104 DOI: 10.1111/ppl.14299] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 03/11/2024] [Accepted: 03/23/2024] [Indexed: 04/19/2024]
Abstract
Mussaenda pubescens (Mp) is a valuable medicinal plant that has traditionally been used for medicinal purposes or as a tea substitute. However, there are few studies on the comprehensive and dynamic evaluation of Mp metabolites. This study used an ultra-performance liquid chromatography-tandem mass spectrometry (UPLC-MS/MS) approach and biochemical analysis to investigate substance changes in leaves at three different stages and elucidate the relationship between metabolites and antioxidant capacity. The findings showed that Mp leaves contained 957 metabolites, the majority of which were phenolic acids, lipids, and terpenoids. The metabolite profiling of Mp leaves was significantly influenced by their growth and development at different stages. A total of 317 differentially accumulated metabolites (DAMs) were screened, including 150 primary metabolites and 167 secondary metabolites, with 202 DAMs found in bud leaf vs. tender leaf, 54 DAMs in tender leaf vs. mature leaf, and 254 DAMs in bud leaf vs. mature leaf. Total phenolics, flavonoids, and anthocyanin concentrations decreased as Mp leaves grew and developed, whereas terpenoids increased significantly. The secondary metabolites also demonstrated a positive correlation with antioxidant activity. Phenolics, flavonoids, terpenoids, and anthocyanins were the primary factors influencing the antioxidant activity of leaves. These findings provide new insights into the metabolite formation mechanism, as well as the development and utilization of Mp tea.
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Affiliation(s)
- Caibi Zhou
- School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand
- College of Biological Science and Agriculture, Qiannan Normal University for Nationalities, Duyun, China
| | - Ping Li
- College of Biological Science and Agriculture, Qiannan Normal University for Nationalities, Duyun, China
| | - Shanshan Fu
- College of Biological Science and Agriculture, Qiannan Normal University for Nationalities, Duyun, China
| | - Yan You
- College of Biological Science and Agriculture, Qiannan Normal University for Nationalities, Duyun, China
| | - Sijian Guo
- College of Biological Science and Agriculture, Qiannan Normal University for Nationalities, Duyun, China
| | - Chueamchaitrakun Piyaporn
- School of Agro-Industry, Mae Fah Luang University, Chiang Rai, Thailand
- Tea and Coffee Institute, Mae Fah Luang University, Chiang Rai, Thailand
| | - Xin Mei
- College of Biological Science and Agriculture, Qiannan Normal University for Nationalities, Duyun, China
| | - Xiaolu Zhou
- School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand
- College of Biological Science and Agriculture, Qiannan Normal University for Nationalities, Duyun, China
| | - Teerayoot Girdthai
- School of Crop Production Technology, Institute of Agricultural Technology, Suranaree University of Technology, Nakhon Ratchasima, Thailand
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Li M, Ning XP, Gao TT, Fazry S, Othman BA, Najm AAK, Law D. Rice husk ash based growing media impact on cucumber and melon growth and quality. Sci Rep 2024; 14:5147. [PMID: 38429352 PMCID: PMC10907565 DOI: 10.1038/s41598-024-55622-4] [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: 10/24/2023] [Accepted: 02/26/2024] [Indexed: 03/03/2024] Open
Abstract
Rice husk, an agricultural waste from the rice industry, can cause serious environmental pollution if not properly managed. However, rice husk ash (RHA) has been found to have many positive properties, making it a potential replacement for non-renewable peat in soilless planting. Thus, this study investigated the impact of a RHA composite substrate on the growth, photosynthetic parameters, and fruit quality of cucumber (Yuyi longxiang variety) and melon (Yutian yangjiaomi variety). The RHA, peat, vermiculite, and perlite were blended in varying proportions, with the conventional seedling substrate (peat:vermiculite:perlite = 1:1:1 volume ratio) serving as the control (CK). All plants were cultivated in barrels filled with 10L of the mixed substrates. The results from this study found that RHA 40 (RHA:peat:vermiculite:perlite = 4:4:1:1 volume ratio) significantly enhanced substrate ventilation and positively influenced the stem diameter, root activity, seedling index, chlorophyll content, net photosynthetic rate (Pn), stomatal conductance (Gs), and transpiration rate (Tr) of cucumber and melon plants. Additionally, plant planted using RHA 40, the individual fruit weight of cucumber and melon found to increase by 34.62% and 21.67%, respectively, as compared to the control. Aside from that, both cucumber and melon fruits had significantly higher sucrose, total soluble sugar, vitamin C, and soluble protein levels. This subsequently improved the activity of sucrose synthase and sucrose phosphate synthase in both cucumber and melon. In conclusion, the RHA 40 found to best promote cucumber and melon plant growth, increase plant leaf photosynthesis, and improve cucumber and melon fruit quality, making it a suitable substrate formula for cucumber and melon cultivation in place of peat.
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Affiliation(s)
- Meng Li
- College of Horticulture, Xinyang Agriculture and Forestry University, Xinyang, 464000, Henan, China
- Department of Biological Sciences and Biotechnology, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Malaysia
| | - Xian-Peng Ning
- College of Horticulture, South China Agricultural University, Guangzhou, 10564, Guangdong, China
| | - Tian-Tian Gao
- College of Horticulture, South China Agricultural University, Guangzhou, 10564, Guangdong, China
| | - Shazrul Fazry
- Department of Food Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia
| | - Babul Airianah Othman
- Department of Food Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia
| | - Ahmad Abdul Kareem Najm
- Department of Food Sciences, Faculty of Science and Technology, Universiti Kebangsaan Malaysia, 43600, Bangi, Selangor, Malaysia.
| | - Douglas Law
- Faculty of Health and Life Sciences, INTI International University, 71800, Nilai, Negeri Sembilan, Malaysia.
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Liu H, Zhou H, Ye H, Gen F, Lei M, Li J, Wei W, Liu Z, Hou N, Zhao P. Integrated metabolomic and transcriptomic dynamic profiles of endopleura coloration during fruit maturation in three walnut cultivars. BMC PLANT BIOLOGY 2024; 24:109. [PMID: 38350847 PMCID: PMC10865529 DOI: 10.1186/s12870-024-04790-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2023] [Accepted: 02/01/2024] [Indexed: 02/15/2024]
Abstract
BACKGROUND The color of endopleura is a vital factor in determining the economic value and aesthetics appeal of nut. Walnuts (Juglans) are a key source of edible nuts, high in proteins, amino acids, lipids, carbohydrates. Walnut had a variety endopleura color as yellow, red, and purple. However, the regulation of walnut endopleura color remains little known. RESULTS To understand the process of coloration in endopleura, we performed the integrative analysis of transcriptomes and metabolomes at two developmental stages of walnut endopleura. We obtained total of 4,950 differentially expressed genes (DEGs) and 794 metabolites from walnut endopleura, which are involved in flavonoid and phenolic biosynthesis pathways. The enrichment analysis revealed that the cinnamic acid, coniferyl alcohol, naringenin, and naringenin-7-O-glucoside were important metabolites in the development process of walnut endopleura. Transcriptome and metabolome analyses revealed that the DEGs and differentially regulated metabolites (DRMs) were significantly enriched in flavonoid biosynthesis and phenolic metabolic pathways. Through co-expression analysis, CHS (chalcone synthase), CHI (chalcone isomerase), CCR (cinnamoyl CoA reductase), CAD (cinnamyl alcohol dehydrogenase), COMT (catechol-Omethyl transferase), and 4CL (4-coumaroyl: CoA-ligase) may be the key genes that potentially regulate walnut endopleura color in flavonoid biosynthesis and phenolic metabolic pathways. CONCLUSIONS This study illuminates the metabolic pathways and candidate genes that underlie the endopleura coloration in walnuts, lay the foundation for further study and provides insights into controlling nut's colour.
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Affiliation(s)
- Hengzhao Liu
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China
| | - Huijuan Zhou
- Xi'an Botanical Garden of Shaanxi Province (Institute of Botany of Shaanxi Province), Xi'an, 710061, Shaanxi, China
| | - Hang Ye
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China
| | - Fangdong Gen
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China
| | - Mengfan Lei
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China
| | - Jinhan Li
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China
| | - Wenjun Wei
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China
| | - Zhanlin Liu
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China
| | - Na Hou
- Laboratory of National Forestry and Grassland Administration on Biodiversity Conservation in Karst Mountainous Areas of Southwestern China, Guizhou Academy of Forestry, Guiyang, 55005, China.
| | - Peng Zhao
- Key Laboratory of Resource Biology and Biotechnology in Western China, Ministry of Education, College of Life Sciences, Northwest University, No. 229 Tabi Rd., Xi'an, 710069, China.
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Tian X, Xiang G, Lv H, Zhu L, Peng J, Li G, Mou C. Transcriptomic and metabolic analysis unveils the mechanism behind leaf color development in Disanthus cercidifolius var. longipes. Front Mol Biosci 2024; 11:1343123. [PMID: 38380429 PMCID: PMC10876866 DOI: 10.3389/fmolb.2024.1343123] [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: 11/23/2023] [Accepted: 01/17/2024] [Indexed: 02/22/2024] Open
Abstract
Introduction: Leaf coloration in Disanthus cercidifolius var. longipes results from the interplay of various pigments undergoing complex catalytic reactions. Methods: We aimed to elucidate the mechanisms of pigment biosynthesis affecting leaf color transition in D. cercidifolius var. longipes by analyzing variations in pigment accumulation and levels of gene expression. Results: We identified 468, 577, and 215 differential metabolites in green leaves (GL), gradual-color-changing leaves (GCCL), and red leaves (RL), respectively, with 94 metabolites shared across all comparisons. Metabolite accumulation patterns were similar among GL, GCCL, and RL, with flavonoids being the main differential metabolites. Delphinidin, malvidin, and petunidin derivatives were mostly accumulated in GCCL, whereas cyanidin, pelargonidin, and peonidin derivatives accumulated in RL. Transcriptome sequencing was used to identify differentially expressed genes. The expression of anthocyanin biosynthetic pathway genes was associated with anthocyanin accumulation patterns. Discussion: Our findings reveal that the content of delphinidin, malvidin, petunidin, and carotenoids collectively determines the gradual transition of leaf color from green in spring and summer to green, purple, and orange-yellow in early autumn, whereas the content of cyanidin, peonidin, pelargonidin, and carotenoids together causes the autumnal transition to red or orange-red colors as leaves of D. cercidifolius var. longipes age.
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Affiliation(s)
| | | | | | | | | | | | - Cun Mou
- Institute of Plant Conservation, Hunan Botanical Garden, Changsha, China
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21
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Wang S, Xing W, Wang L, Li W, Xie Z, Huang W. Red light alleviates Cd toxicity in Egeria densa by modifying carbon-nitrogen metabolism and boosting energy metabolism. AQUATIC TOXICOLOGY (AMSTERDAM, NETHERLANDS) 2024; 266:106804. [PMID: 38141498 DOI: 10.1016/j.aquatox.2023.106804] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Revised: 12/09/2023] [Accepted: 12/12/2023] [Indexed: 12/25/2023]
Abstract
Among the various pollutants detected in aquatic ecosystems, cadmium (Cd) is considered as one of the most hazardous. Freshwater macrophytes have been recognized as possible candidates for eliminating Cd from environment. Nevertheless, the impact of light quality on their ability to tolerate Cd toxicity remains unclear, and the underlying mechanisms have yet to be fully elucidated. In this study, we utilized physiological testing and metabolomics to explore the potential mechanisms by which light quality influences the ability of Egeria densa, a significant Cd hyperaccumulator, to withstand Cd toxicity. The study demonstrated that following Cd treatment, E. densa grown under red light exhibited superior photosynthetic efficiency compared to those grown under blue light, as evidenced by significantly increased photosynthetic rate, higher starch content, and greater activity of photosynthetic enzymes. Moreover, metabolomic analyses revealed that under Cd stress, E. densa grown under red light exhibited an enhanced glycolysis for increased energy production. Sucrose metabolism was also improved to generate sufficient sugar including glucose, fructose and mannose for osmotic adjustment. Moreover, under red light, the heightened production of α-ketoglutarate via tricarboxylic acid (TCA) cycle redirected nitrogen flow towards the synthesis of resilient substances such as γ-Aminobutyric Acid (GABA) and methionine. The production of these substances was ∼2.0 and 1.3 times greater than that of treatment with Cd under blue light, thereby improving E. densa's capacity to withstand Cd stress. This study represents the initial investigation into the possible mechanisms by which light quality influences the ability of E. densa to withstand Cd toxicity through regulating CN metabolism. Furthermore, these findings have the potential to improve phytoremediation strategies aimed at reducing Cd pollution.
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Affiliation(s)
- Shanwei Wang
- Aquatic Plant Research Center, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China; School of Environmental Studies, China University of Geosciences, Wuhan 430074, China
| | - Wei Xing
- Aquatic Plant Research Center, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China; Hubei Key Laboratory of Wetland Evolution & Ecological Restoration, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China
| | - Liyuan Wang
- Aquatic Plant Research Center, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China
| | - Wei Li
- Aquatic Plant Research Center, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China; School of Ecology and Environment, Tibet University, Lhasa, 850000, China; Yani Wetland Ecosystem Positioning Observation and Research Station, Tibet, China; Hubei Key Laboratory of Wetland Evolution & Ecological Restoration, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China
| | - Zuoming Xie
- School of Environmental Studies, China University of Geosciences, Wuhan 430074, China
| | - Wenmin Huang
- Aquatic Plant Research Center, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China; Hubei Key Laboratory of Wetland Evolution & Ecological Restoration, Wuhan Botanical Garden, Chinese Academy of Sciences, Wuhan 430074, China.
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22
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Li S, Wang Y, Shen Y, Zheng S, Liu H. Transcriptome Characterization of Pigment-Related Genes in Jujube (Ziziphus Jujuba Mill.) Peel at Different Growth Stages. Biochem Genet 2023; 61:2425-2442. [PMID: 37106171 DOI: 10.1007/s10528-023-10382-0] [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: 11/17/2022] [Accepted: 04/11/2023] [Indexed: 04/29/2023]
Abstract
One of the most important qualities of jujube fruit is its color. Chlorophyll, carotenoid, and anthocyanin all play important roles in the coloring of jujube fruit. However, few studies have focused on the pigment molecular mechanism. In the present study, jujube peels of 'Sanbianhong' in three growth stages were evaluated for their gene expression characteristics and gene regulation related to pigment formation using the transcriptome sequencing analysis. A total of 84.86 Gb of clean data were obtained in the analysis. In the FS1 vs. FS3, FS1 vs. FS5, and FS3 vs. FS5, 4,530, 11,012, and 9,072 differentially expressed genes (DEGs) were identified, respectively. The inter-group screening among the three comparisons yielded 1430 common DEGs. Among these DEGs, 27, 16, and 28 genes were enriched in chlorophyll, carotenoid, and anthocyanin metabolic pathways, respectively. Twelve genes were chosen at random, and the accuracy of the transcriptome data were confirmed using qRT-PCR. The molecular mechanism underlying the pigmentation of jujube fruit was elucidated at the transcriptome level, which would provide a scientific basis for the subsequent functional studies on the color-regulating genes of jujube fruits.
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Affiliation(s)
- Shipeng Li
- College of Life Science, Luoyang Normal University, Luoyang, Henan, China.
| | - Yian Wang
- College of Life Science, Luoyang Normal University, Luoyang, Henan, China
| | - Yuanyuan Shen
- College of Life Science, Luoyang Normal University, Luoyang, Henan, China
| | - Shipei Zheng
- College of Life Science, Luoyang Normal University, Luoyang, Henan, China
| | - Hongxia Liu
- College of Life Science, Luoyang Normal University, Luoyang, Henan, China
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23
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Pei L, Gao Y, Feng L, Zhang Z, Liu N, Yang B, Zhao N. Phenolic Acids and Flavonoids Play Important Roles in Flower Bud Differentiation in Mikania micrantha: Transcriptomics and Metabolomics. Int J Mol Sci 2023; 24:16550. [PMID: 38068873 PMCID: PMC10705899 DOI: 10.3390/ijms242316550] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/23/2023] [Revised: 11/13/2023] [Accepted: 11/17/2023] [Indexed: 12/18/2023] Open
Abstract
Mikania micrantha is a highly invasive vine, and its ability to sexually reproduce is a major obstacle to its eradication. The long-distance dissemination of M. micrantha depends on the distribution of seeds; therefore, inhibiting M. micrantha flowering and seed production is an effective control strategy. The number of blooms of M. micrantha differs at different altitudes (200, 900, and 1300 m). In this study, we used a combination of metabolomics and transcriptomics methods to study the patterns of metabolite accumulation in the flower buds of M. micrantha. Using LC-MS/MS, 658 metabolites were found in the flower buds of M. micrantha at three different altitudes (200, 900, and 1300 m). Flavonoids and phenolic acids were found to be the main differential metabolites, and their concentrations were lower at 900 m than at 200 m and 1300 m, with the concentrations of benzoic acid, ferulic acid, and caffeic acid being the lowest. The biosynthesis pathways for flavonoids and phenolic compounds were significantly enriched for differentially expressed genes (DEGs), according to the results of transcriptome analysis. The production of flavonoid and phenolic acids was strongly linked with the expressions of phenylalanine ammonia-lyase (PAL), caffeoyl-CoA O-methyltransferase (COMT), and 4-coumarate-CoA ligase (4CL), according to the results of the combined transcriptome and metabolome analysis. These genes' roles in the regulation of distinct phenolic acids and flavonoids during M. micrantha bud differentiation are still unknown. This study adds to our understanding of how phenolic acids and flavonoids are regulated in M. micrantha flower buds at various altitudes and identifies regulatory networks that may be involved in this phenomenon, offering a new approach for the prevention and management of M. micrantha.
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Affiliation(s)
- Ling Pei
- College of Life Sciences, Southwest Forestry University, Kunming 650224, China; (L.P.); (Y.G.); (L.F.); (Z.Z.)
| | - Yanzhu Gao
- College of Life Sciences, Southwest Forestry University, Kunming 650224, China; (L.P.); (Y.G.); (L.F.); (Z.Z.)
| | - Lichen Feng
- College of Life Sciences, Southwest Forestry University, Kunming 650224, China; (L.P.); (Y.G.); (L.F.); (Z.Z.)
| | - Zihan Zhang
- College of Life Sciences, Southwest Forestry University, Kunming 650224, China; (L.P.); (Y.G.); (L.F.); (Z.Z.)
| | - Naiyong Liu
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming 650224, China;
| | - Bin Yang
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming 650224, China;
| | - Ning Zhao
- College of Life Sciences, Southwest Forestry University, Kunming 650224, China; (L.P.); (Y.G.); (L.F.); (Z.Z.)
- Key Laboratory of Forest Disaster Warning and Control of Yunnan Province, Southwest Forestry University, Kunming 650224, China;
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24
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Yu L, Yue J, Dai Y, Zhang L, Wang Q, Yuan J. Characterization of color variation in bamboo sheath of Chimonobambusa hejiangensis by UPLC-ESI-MS/MS and RNA sequencing. BMC PLANT BIOLOGY 2023; 23:466. [PMID: 37803268 PMCID: PMC10557168 DOI: 10.1186/s12870-023-04494-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Accepted: 09/28/2023] [Indexed: 10/08/2023]
Abstract
BACKGROUND Chimonobambusa hejiangensis (C.hejiangensis) is a high-quality bamboo species native to China, known for its shoots that are a popular nutritional food. Three C.hejiangensis cultivars exhibit unique color variation in their shoot sheaths, however, the molecular mechanism behind this color change remains unclear. METHODS We investigated flavonoid accumulation in the three bamboo cultivar sheaths using metabolomics and transcriptomics. RESULTS UPLC-MS/MS identified 969 metabolites, with 187, 103, and 132 having differential accumulation in the yellow-sheath (YShe) vs. spot-sheath (SShe)/black-sheath (BShe) and SShe vs. BShe comparison groups. Flavonoids were the major metabolites that determined bamboo sheath color through differential accumulation of metabolites (DAMs) analysis. Additionally, there were 33 significantly differentially expressed flavonoid structural genes involved in the anthocyanin synthesis pathway based on transcriptome data. We conducted a KEGG analysis on DEGs and DAMs, revealing significant enrichment of phenylpropanoid and flavonoid biosynthetic pathways. Using gene co-expression network analysis, we identified nine structural genes and 29 transcription factors strongly linked to anthocyanin biosynthesis. CONCLUSION We identified a comprehensive regulatory network for flavonoid biosynthesis which should improve our comprehension of the molecular mechanisms responsible for color variation and flavonoid biosynthesis in bamboo sheaths.
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Affiliation(s)
- Lei Yu
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang District, Hangzhou, 311400, China
| | - Jinjun Yue
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang District, Hangzhou, 311400, China
| | - Yaxing Dai
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang District, Hangzhou, 311400, China
| | - Ling Zhang
- Forestry and Bamboo Bureau of Changning County, Sichuan Province, 644300, China
| | - Qiu Wang
- Forestry and Bamboo Bureau of Changning County, Sichuan Province, 644300, China
| | - Jinling Yuan
- Research Institute of Subtropical Forestry, Chinese Academy of Forestry, Fuyang District, Hangzhou, 311400, China.
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Wang X, Yang L, Geng X, Shi W, Chen Y, Lu C. Integrative analysis of metabolome and transcriptome reveals the different metabolite biosynthesis profiles related to palatability in winter and spring shoot in moso bamboo. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 202:107973. [PMID: 37598446 DOI: 10.1016/j.plaphy.2023.107973] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2023] [Revised: 08/04/2023] [Accepted: 08/15/2023] [Indexed: 08/22/2023]
Abstract
Moso bamboo winter shoot has good taste and rich nutritional value. To reveal the causes and regulatory mechanism of palatability deterioration from winter to spring shoot, a conjoint analysis of metabolome and transcriptome was conducted on winter and spring shoots of moso bamboo. Totally 909 metabolites were characterized for the first time. The significant increase of hydrolyzed tannin content intensified the bitterness of spring shoot, which was positively regulated by key metabolite (gallic acid) and genes (DAHPS, DHQS, DHQ, SDH) in the biosynthesis pathway of hydrolyzed tannin. The accumulation of lignified components enhanced the roughness of spring shoot, which was closely connected with the significant changes of important metabolites (cinnamic acid, ferulic acid, UDP-glucose and UDP-xylose) and up-regulation of most enzyme genes involved in the biosynthesis pathways of lignin, cellulose and hemicellulose. The present study provides theoretical support for understanding palatability transition and directional improvement of edible quality of moso bamboo shoots.
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Affiliation(s)
- Xiaojing Wang
- State Key Laboratory of Efficient Production of Forest Resources, National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China; School of Life Science, Peking University, Beijing, 100871, China.
| | - Lilin Yang
- Guizhou Provincial Key Laboratory for Biodiversity Conservation and Utilization in the Fanjing Mountain Region, Tongren University, Guizhou, 554300, China.
| | - Xin Geng
- State Key Laboratory of Efficient Production of Forest Resources, National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
| | - Weijia Shi
- State Key Laboratory of Efficient Production of Forest Resources, National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
| | - Yuzhen Chen
- State Key Laboratory of Efficient Production of Forest Resources, National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
| | - Cunfu Lu
- State Key Laboratory of Efficient Production of Forest Resources, National Engineering Research Center of Tree Breeding and Ecological Restoration, College of Biological Sciences and Biotechnology, Beijing Forestry University, Beijing, 100083, China.
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Chen Y, Li W, Jia K, Liao K, Liu L, Fan G, Zhang S, Wang Y. Metabolomic and transcriptomice analyses of flavonoid biosynthesis in apricot fruits. FRONTIERS IN PLANT SCIENCE 2023; 14:1210309. [PMID: 37534290 PMCID: PMC10390783 DOI: 10.3389/fpls.2023.1210309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/22/2023] [Accepted: 07/03/2023] [Indexed: 08/04/2023]
Abstract
Introduction Flavonoids, as secondary metabolites in plants, play important roles in many biological processes and responses to environmental factors. Methods Apricot fruits are rich in flavonoid compounds, and in this study, we performed a combined metabolomic and transcriptomic analysis of orange flesh (JN) and white flesh (ZS) apricot fruits. Results and discussion A total of 222 differentially accumulated flavonoids (DAFs) and 15855 differentially expressed genes (DEGs) involved in flavonoid biosynthesis were identified. The biosynthesis of flavonoids in apricot fruit may be regulated by 17 enzyme-encoding genes, namely PAL (2), 4CL (9), C4H (1), HCT (15), C3'H (4), CHS (2), CHI (3), F3H (1), F3'H (CYP75B1) (2), F3'5'H (4), DFR (4), LAR (1), FLS (3), ANS (9), ANR (2), UGT79B1 (6) and CYP81E (2). A structural gene-transcription factor (TF) correlation analysis yielded 3 TFs (2 bHLH, 1 MYB) highly correlated with 2 structural genes. In addition, we obtained 26 candidate genes involved in the biosynthesis of 8 differentially accumulated flavonoids metabolites in ZS by weighted gene coexpression network analysis. The candidate genes and transcription factors identified in this study will provide a highly valuable molecular basis for the in-depth study of flavonoid biosynthesis in apricot fruits.
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Affiliation(s)
- Yilin Chen
- College of Horticulture, Xinjiang Agricultural University, Urumqi, China
| | - Wenwen Li
- College of Horticulture, Xinjiang Agricultural University, Urumqi, China
- Postdoctoral Research Station of Crop Science, Xinjiang Agricultural University, Urumqi, China
| | - Kai Jia
- College of Horticulture, Xinjiang Agricultural University, Urumqi, China
| | - Kang Liao
- College of Horticulture, Xinjiang Agricultural University, Urumqi, China
| | - Liqiang Liu
- College of Horticulture, Xinjiang Agricultural University, Urumqi, China
| | - Guoquan Fan
- Luntai Fruit Tree Resource Nursery, Xinjiang Academy of Agricultural Sciences, Luntai, China
| | - Shikui Zhang
- Luntai Fruit Tree Resource Nursery, Xinjiang Academy of Agricultural Sciences, Luntai, China
| | - Yatong Wang
- Luntai Fruit Tree Resource Nursery, Xinjiang Academy of Agricultural Sciences, Luntai, China
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Sun Q, Zhou X, Yang L, Xu H, Zhou X. Integration of Phosphoproteomics and Transcriptome Studies Reveals ABA Signaling Pathways Regulate UV-B Tolerance in Rhododendron chrysanthum Leaves. Genes (Basel) 2023; 14:1153. [PMID: 37372333 DOI: 10.3390/genes14061153] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2023] [Revised: 05/22/2023] [Accepted: 05/23/2023] [Indexed: 06/29/2023] Open
Abstract
The influence of UV-B stress on the growth, development, and metabolism of alpine plants, such as the damage to DNA macromolecules, the decline in photosynthetic rate, and changes in growth, development, and morphology cannot be ignored. As an endogenous signal molecule, ABA demonstrates a wide range of responses to UV-B radiation, low temperature, drought, and other stresses. The typical effect of ABA on leaves is to reduce the loss of transpiration by closing the stomata, which helps plants resist abiotic and biological stress. The Changbai Mountains have a harsh environment, with low temperatures and thin air, so Rhododendron chrysanthum (R. chrysanthum) seedlings growing in the Changbai Mountains can be an important research object. In this study, a combination of physiological, phosphorylated proteomic, and transcriptomic approaches was used to investigate the molecular mechanisms by which abiotic stress leads to the phosphorylation of proteins in the ABA signaling pathway, and thereby mitigates UV-B radiation to R. chrysanthum. The experimental results show that a total of 12,289 differentially expressed genes and 109 differentially phosphorylated proteins were detected after UV-B stress in R. chrysanthum, mainly concentrated in plant hormone signaling pathways. Plants were treated with ABA prior to exposure to UV-B stress, and the results showed that ABA mitigated stomatal changes in plants, thus confirming the key role of endogenous ABA in plant adaptation to UV-B. We present a model that suggests a multifaceted R. chrysanthum response to UV-B stress, providing a theoretical basis for further elaboration of the mechanism of ABA signal transduction regulating stomata to resist UV-B radiation.
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Affiliation(s)
- Qi Sun
- Jilin Provincial Key Laboratory of Plant Resource Science and Green Production, Jilin Normal University, Siping 136000, China
| | - Xiangru Zhou
- Jilin Provincial Key Laboratory of Plant Resource Science and Green Production, Jilin Normal University, Siping 136000, China
| | - Liping Yang
- Jilin Provincial Key Laboratory of Plant Resource Science and Green Production, Jilin Normal University, Siping 136000, China
| | - Hongwei Xu
- Jilin Provincial Key Laboratory of Plant Resource Science and Green Production, Jilin Normal University, Siping 136000, China
| | - Xiaofu Zhou
- Jilin Provincial Key Laboratory of Plant Resource Science and Green Production, Jilin Normal University, Siping 136000, China
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Li S, Ou C, Wang F, Zhang Y, Ismail O, Elaziz YSA, Edris S, Jiang S, Li H. Mutant Ppbbx24-delgene positively regulates light-induced anthocyanin accumulation in the red pear.. [DOI: 10.1101/2023.05.19.541476] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/02/2023]
Abstract
AbstractAnthocyanins are pigments and nutrients in red pears regulated by BBX family genes. Herein, we characterized a 14-nucleotide deletion mutation in the coding region of thePpBBX24gene from ‘Red Zaosu’ pear (Pyrus pyrifoliaWhite Pear Group), namedPpbbx24-del. Genetic and biochemical approaches were used to compare the roles of PpBBX24 and Ppbbx24-del in anthocyanin accumulation.Ppbbx24-delplayed a positive role in anthocyanin biosynthesis of the ‘Red Zaosu’ pear peel by light treatment. Functional analyses based on overexpression in tobacco and transient overexpression in pear fruit peels showed thatPpbbx24-delpromoted anthocyanin accumulation. Cyanidin and peonidin were major differentially expressed anthocyanins, and transcript levels of some structural genes in the anthocyanin biosynthesis pathway were significantly increased. Protein interaction assays showed that PpBBX24 was located in the nucleus and interacted with PpHY5, whereas Ppbbx24-del was colocalized in the nucleoplasm and did not interact with PpHY5. PpHY5 and Ppbbx24-del had positive regulatory effects on the expression ofPpCHS,PpCHI, andPpMYB10when acting alone, but had cumulative effects on gene activation when acting simultaneously. Alone, PpBBX24 had no significant effect on the expression ofPpCHS,PpCHI, orPpMYB10, whereas it inhibited the activation effects of PpHY5 on downstream genes when it existed with PpHY5. Our study demonstrated that mutant Ppbbx24-del positively regulates the anthocyanin accumulation in pear. The results of this study clarify the mechanism and enrich the regulatory network of anthocyanin biosynthesis, which lays a theoretical foundation forPpbbx24-deluse to create red pear cultivars.
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Zhao B, Yu H, Liu D, Wang J, Feng X, He F, Qi T, Du C, Wang L, Wang H, Li F. Combined Transcriptome and Metabolome Analysis Reveals Adaptive Defense Responses to DON Induction in Potato. Int J Mol Sci 2023; 24:ijms24098054. [PMID: 37175760 PMCID: PMC10179060 DOI: 10.3390/ijms24098054] [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: 03/23/2023] [Revised: 04/24/2023] [Accepted: 04/25/2023] [Indexed: 05/15/2023] Open
Abstract
Phytophthora infestans poses a serious threat to potato production, storage, and processing. Understanding plant immunity triggered by fungal elicitors is important for the effective control of plant diseases. However, the role of the potato stress response to Fusarium toxin deoxynivalenol (DON)-induced stress is still not fully understood. In this study, the metabolites of DON-treated potato tubers were studied for four time intervals using UPLC-MS/MS. We identified 676 metabolites, and differential accumulation metabolite analysis showed that alkaloids, phenolic acids, and flavonoids were the major differential metabolites that directly determined defense response. Transcriptome data showed that differentially expressed genes (DEGs) were significantly enriched in phenylpropane and flavonoid metabolic pathways. Weighted gene co-expression network analysis (WGCNA) identified many hub genes, some of which modulate plant immune responses. This study is important for understanding the metabolic changes, transcriptional regulation, and physiological responses of active and signaling substances during DON induction, and it will help to design defense strategies against Phytophthora infestans in potato.
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Affiliation(s)
- Biao Zhao
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Hang Yu
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Agriculture, Guangxi University, Nanning 530005, China
| | - Dan Liu
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Jiaqi Wang
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Xu Feng
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Fumeng He
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Tianshuai Qi
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Chong Du
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Linlin Wang
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
| | - Haifeng Wang
- State Key Laboratory for Conservation and Utilization of Subtropical Agro-Bioresources, College of Agriculture, Guangxi University, Nanning 530005, China
| | - Fenglan Li
- College of Life Sciences, Northeast Agricultural University, Harbin 150030, China
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Mi X, Yang C, Qiao D, Tang M, Guo Y, Liang S, Li Y, Chen Z, Chen J. De novo full length transcriptome analysis of a naturally caffeine-free tea plant reveals specificity in secondary metabolic regulation. Sci Rep 2023; 13:6015. [PMID: 37045909 PMCID: PMC10097665 DOI: 10.1038/s41598-023-32435-5] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Accepted: 03/28/2023] [Indexed: 04/14/2023] Open
Abstract
Tea plants are crops with economic, health and cultural value. Catechin, caffeine and theanine are the main secondary metabolites of taste. In the process of germplasm collection, we found a resource in the Sandu Aquatic Autonomous County of Guizhou (SDT) that possessed significantly different characteristic metabolites compared with the cultivar 'Qiancha 1'. SDT is rich in theobromine and theophylline, possesses low levels of (-)-epicatechin-3-gallate, (-)-epigallocatechin-3-gallate, and theanine content, and is almost free of caffeine. However, research on this tea resource is limited. Full-length transcriptome analysis was performed to investigate the transcriptome and gene expression of these metabolites. In total, 78,809 unique transcripts were obtained, of which 65,263 were complete coding sequences. RNA-seq revealed 3415 differentially expressed transcripts in the tender leaves of 'Qiancha 1' and 'SDT'. Furthermore, 2665, 6231, and 2687 differentially expressed transcripts were found in different SDT tissues. These differentially expressed transcripts were enriched in flavonoid and amino acid metabolism processes. Co-expression network analysis identified five modules associated with metabolites and found that genes of caffeine synthase (TCS) may be responsible for the low caffeine content in SDT. Phenylalanine ammonia lyase (PAL), glutamine synthetase (GS), glutamate synthase (GOGAT), and arginine decarboxylase (ADC) play important roles in the synthesis of catechin and theanine. In addition, we identified that ethylene resposive factor (ERF) and WRKY transcription factors may be involved in theanine biosynthesis. Overall, our study provides candidate genes to improve understanding of the synthesis mechanisms of these metabolites and provides a basis for molecular breeding of tea plant.
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Affiliation(s)
- Xiaozeng Mi
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Chun Yang
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Dahe Qiao
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Mengsha Tang
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Yan Guo
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Sihui Liang
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Yan Li
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Zhengwu Chen
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China
| | - Juan Chen
- Tea Research Institute, Guizhou Academy of Agricultural Sciences, 1 Jin'nong Road, Guiyang, 550006, Guizhou, China.
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Li S, Shen Y, Zheng S, Zhu Q, Cai L, Wang Y, Zhao X. ZjFAS2 is involved in the fruit coloration in Ziziphus jujuba Mill. by regulating anthocyanin accumulation. FRONTIERS IN PLANT SCIENCE 2023; 14:1142757. [PMID: 36968382 PMCID: PMC10036858 DOI: 10.3389/fpls.2023.1142757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Accepted: 02/27/2023] [Indexed: 06/18/2023]
Abstract
Fruit color is one of the most important traits of jujube (Ziziphus jujuba Mill.). However, the differences in the pigments of different varieties of Jujube are not well studied. In addition, the genes responsible for fruit color and their underlying molecular mechanisms remain unclear. In this study, two jujube varieties, namely "Fengmiguan" (FMG) and "Tailihong" (TLH), were considered. The metabolites from jujube fruits were investigated using ultra-high-performance liquid chromatography/tandem mass spectrometry. Transcriptome was used to screen anthocyanin regulatory genes. The gene function was confirmed by overexpression and transient expression experiments. The gene expression was analyzed by quantitative reverse transcription polymerase chain reaction analyses and subcellular localization. Yeast-two-hybrid and bimolecular fluorescence complementation were used to screen and identify the interacting protein. These cultivars differed in color owing to their respective anthocyanin accumulation patterns. Three and seven types of anthocyanins were found in FMG and TLH, respectively, which played a key role in the process of fruit coloration. ZjFAS2 positively regulates anthocyanin accumulation. The expression profile of ZjFAS2 exhibited its different expression trends in different tissues and varieties. Subcellular localization experiments showed that ZjFAS2 was localized to the nucleus and membrane. A total of 36 interacting proteins were identified, and the possibility of ZjFAS2 interacting with ZjSHV3 to regulate jujube fruit coloration was studied. Herein, we investigated the role of anthocyanins in the different coloring patterns of the jujube fruits and provided a foundation for elucidating the molecular mechanism underlying jujube fruit coloration.
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Liu J, Zhang C, Jiang M, Ni Y, Xu Y, Wu W, Huang L, Newmaster SG, Kole C, Wu B, Liu C. Identification of circular RNAs of Cannabis sativa L. potentially involved in the biosynthesis of cannabinoids. PLANTA 2023; 257:72. [PMID: 36862222 DOI: 10.1007/s00425-023-04104-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Accepted: 02/21/2023] [Indexed: 06/18/2023]
Abstract
We identified circRNAs in the Cannabis sativa L. genome and examined their association with 28 cannabinoids in three tissues of C. sativa. Nine circRNAs are potentially involved in the biosynthesis of six cannabinoids. Cannabis sativa L. has been widely used in the production of medicine, textiles, and food for over 2500 years. The main bioactive compounds in C. sativa are cannabinoids, which have multiple important pharmacological actions. Circular RNAs (circRNAs) play essential roles in growth and development, stress resistance, and the biosynthesis of secondary metabolites. However, the circRNAs in C. sativa remain unknown. In this study, to explore the role of circRNAs in cannabinoid biosynthesis, we performed RNA-Seq and metabolomics analysis on the leaves, roots, and stems of C. sativa. We identified 741 overlapping circRNAs by three tools, of which 717, 16, and 8 circRNAs were derived from exonic, intronic, and intergenic, respectively. Functional enrichment analysis indicated that the parental genes (PGs) of circRNAs were enriched in many processes related to biological stress responses. We found that most of the circRNAs showed tissue-specific expression and 65 circRNAs were significantly correlated with their PGs (P < 0.05, |r|≥ 0.5). We also determined 28 cannabinoids by High-performance liquid chromatography-ESI-triple quadrupole-linear ion trap mass spectrometry. Ten circRNAs, including ciR0159, ciR0212, ciR0153, ciR0149, ciR0016, ciR0044, ciR0022, ciR0381, ciR0006, and ciR0025 were found to be associated with six cannabinoids by weighted gene co-expression network analysis. Twenty-nine of 53 candidate circRNAs, including 9 cannabinoids related were validated successfully using PCR amplification and Sanger sequencing. Taken together, all these results would help to enhance our acknowledge of the regulation of circRNAs, and lay the foundation for breeding new C. sativa cultivars with high cannabinoids through manipulating circRNAs.
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Affiliation(s)
- Jingting Liu
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China
| | - Chang Zhang
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China
| | - Mei Jiang
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China
| | - Yang Ni
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China
| | - Yicen Xu
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China
| | - Wuwei Wu
- Guangxi Botanical Garden of Medicinal Plants, Nanning, 530023, People's Republic of China
| | - Linfang Huang
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China
| | - Steven G Newmaster
- Natural Health Product Research Alliance, College of Biological Sciences, University of Guelph, Guelph, ON, N1G2W1, Canada
| | - Chittaranjan Kole
- International Climate Resilient Crop Genomics Consortium and International Phytomedomics and Nutriomics Consortium, Kolkata, 700094, India
| | - Bin Wu
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China.
| | - Chang Liu
- Institute of Medicinal Plant Development, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, 100193, People's Republic of China.
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Wang Z, An X, Chitrakar B, Li J, Yuan Y, Liu K, Nie X, Zhang Y, Zhao X, Zhao Z, Liu M, Ao C. Spatial and Temporal Distribution of Phenolic and Flavonoid Compounds in Sour Jujube (Ziziphus. Acidojujuba Cheng et Liu) and Their Antioxidant Activities. PLANT FOODS FOR HUMAN NUTRITION (DORDRECHT, NETHERLANDS) 2023; 78:46-51. [PMID: 36279034 DOI: 10.1007/s11130-022-01015-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 09/15/2022] [Accepted: 09/19/2022] [Indexed: 06/16/2023]
Abstract
In order to comprehensively analyze the antioxidant substances in sour jujube, total phenolic content (TPC) and total flavonoids contents (TFC) in different organs, including stem, leaf, flower, fruit pulp, and seed were analyzed for their contents and antioxidant activities. The results showed that leaves possessed significantly higher TPC and TFC (20.4 and 20.5 mg/g, respectively) than the other organs and have the highest antioxidant activity, which were also higher than the wild blueberry (A well-known for its high TPC). Subsequently, the variations in the antioxidant content and antioxidant activity of leaves were analyzed during leaf development. TPC in leaves sampled in may and august were significantly higher than that in other months, while the highest one was found in may. The n-hexane, ethyl acetate, n-butanol, and water fractions obtained from the main methanol extract of sour jujube leaves were evaluated for TPC and TFC and their antioxidant activity and it was found that ethyl acetate fraction displayed the highest TPC and TFC (184.5 and 193.3 mg/g, respectively), as well as the best antioxidant activity. In addition, using LC-MS and HPLC, ethyl acetate fraction was analyzed from qualitative and quantitative aspects; 31-one phenolic compounds, including catechin (33.0 mg/g), epigallocatechin (15.3 mg/g), quercetin 3-O-glucoside (11.4 mg/g), naringenin (6.7 mg/g), esculetin (4.8 mg/g), and chlorogenic acid (4.6 mg/g) were identified. Catechin, esculetin, epigallocatechin, chlorogenic acid, quercetin 3-O-glucoside, and naringenin exhibited high antioxidant activity. These results provide a theoretical basis for further study and utilization of flavonoid and polyphenols in sour jujube.
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Affiliation(s)
- Zijuan Wang
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China
| | - Xiaowen An
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China
| | - Bimal Chitrakar
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China
| | - Jiamin Li
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China
| | - Ye Yuan
- College of Horticulture, Hebei Agricultural University, 071000, Baoding, China
| | - Kexin Liu
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China
| | - Xinyu Nie
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China
| | - Yifan Zhang
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China
| | - Xin Zhao
- College of Horticulture, Hebei Agricultural University, 071000, Baoding, China
| | - Zhihui Zhao
- College of Horticulture, Hebei Agricultural University, 071000, Baoding, China
| | - Mengjun Liu
- College of Horticulture, Hebei Agricultural University, 071000, Baoding, China
| | - Changwei Ao
- College of Food Science and Technology, Hebei Agricultural University, 071000, Baoding, China.
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Xiao XO, Lin W, Feng E, Ou X. Transcriptome and metabolome response of eggplant against Ralstonia solanacearum infection. PeerJ 2023; 11:e14658. [PMID: 36647448 PMCID: PMC9840387 DOI: 10.7717/peerj.14658] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2022] [Accepted: 12/08/2022] [Indexed: 01/12/2023] Open
Abstract
Bacterial wilt is a soil-borne disease that represents ubiquitous threat to Solanaceae crops. The whole-root transcriptomes and metabolomes of bacterial wilt-resistant eggplant were studied to understand the response of eggplant to bacterial wilt. A total of 2,896 differentially expressed genes and 63 differences in metabolites were identified after inoculation with Ralstonia solanacearum. Further analysis showed that the biosynthesis pathways for phytohormones, phenylpropanoids, and flavonoids were altered in eggplant after inoculation with R. solanacearum. The results of metabolomes also showed that phytohormones played a key role in eggplant response to bacterial wilt. Integrated analyses of the transcriptomic and metabolic datasets indicated that jasmonic acid (JA) content and gene involved in the JA signaling pathway increased in response to bacterial wilt. These findings remarkably improve our understanding of the mechanisms of induced defense response in eggplant and will provide insights intothe development of disease-resistant varieties of eggplant.
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Affiliation(s)
- Xi Ou Xiao
- South Subtropical Crop Research Institute Chinese Academy of Tropical Agricultural Sciences (CATAS), Zhanjiang, Guangdong, China,Key Laboratory of Hainan Province for Postharvest Physiology and Technology of Tropical Horticultural Products, Zhanjiang, Guagndong, China,Zhanjiang City Key Laboratory for Tropical Crops Genetic Improvement, Zhanjiang, Guangdong, China
| | - Wenqiu Lin
- South Subtropical Crop Research Institute Chinese Academy of Tropical Agricultural Sciences (CATAS), Zhanjiang, Guangdong, China,Key Laboratory of Hainan Province for Postharvest Physiology and Technology of Tropical Horticultural Products, Zhanjiang, Guagndong, China,Zhanjiang City Key Laboratory for Tropical Crops Genetic Improvement, Zhanjiang, Guangdong, China
| | - Enyou Feng
- Zhanjiang Academy of Agricultural Sciences, Zhanjiang, Guangdong, China
| | - Xiongchang Ou
- South Subtropical Crop Research Institute Chinese Academy of Tropical Agricultural Sciences (CATAS), Zhanjiang, Guangdong, China,Key Laboratory of Hainan Province for Postharvest Physiology and Technology of Tropical Horticultural Products, Zhanjiang, Guagndong, China,Zhanjiang City Key Laboratory for Tropical Crops Genetic Improvement, Zhanjiang, Guangdong, China
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35
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Shen S, Zhan C, Yang C, Fernie AR, Luo J. Metabolomics-centered mining of plant metabolic diversity and function: Past decade and future perspectives. MOLECULAR PLANT 2023; 16:43-63. [PMID: 36114669 DOI: 10.1016/j.molp.2022.09.007] [Citation(s) in RCA: 89] [Impact Index Per Article: 44.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 09/06/2022] [Accepted: 09/11/2022] [Indexed: 06/15/2023]
Abstract
Plants are natural experts in organic synthesis, being able to generate large numbers of specific metabolites with widely varying structures that help them adapt to variable survival challenges. Metabolomics is a research discipline that integrates the capabilities of several types of research including analytical chemistry, statistics, and biochemistry. Its ongoing development provides strategies for gaining a systematic understanding of quantitative changes in the levels of metabolites. Metabolomics is usually performed by targeting either a specific cell, a specific tissue, or the entire organism. Considerable advances in science and technology over the last three decades have propelled us into the era of multi-omics, in which metabolomics, despite at an earlier developmental stage than genomics, transcriptomics, and proteomics, offers the distinct advantage of studying the cellular entities that have the greatest influence on end phenotype. Here, we summarize the state of the art of metabolite detection and identification, and illustrate these techniques with four case study applications: (i) comparing metabolite composition within and between species, (ii) assessing spatio-temporal metabolic changes during plant development, (iii) mining characteristic metabolites of plants in different ecological environments and upon exposure to various stresses, and (iv) assessing the performance of metabolomics as a means of functional gene identification , metabolic pathway elucidation, and metabolomics-assisted breeding through analyzing plant populations with diverse genetic variations. In addition, we highlight the prominent contributions of joint analyses of plant metabolomics and other omics datasets, including those from genomics, transcriptomics, proteomics, epigenomics, phenomics, microbiomes, and ion-omics studies. Finally, we discuss future directions and challenges exploiting metabolomics-centered approaches in understanding plant metabolic diversity.
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Affiliation(s)
- Shuangqian Shen
- Sanya Nanfan Research Institute of Hainan University, Hainan Yazhou Bay Seed Laboratory, Sanya 572025, China; College of Tropical Crops, Hainan University, Haikou 570228, China
| | - Chuansong Zhan
- Sanya Nanfan Research Institute of Hainan University, Hainan Yazhou Bay Seed Laboratory, Sanya 572025, China; College of Tropical Crops, Hainan University, Haikou 570228, China
| | - Chenkun Yang
- Sanya Nanfan Research Institute of Hainan University, Hainan Yazhou Bay Seed Laboratory, Sanya 572025, China; College of Tropical Crops, Hainan University, Haikou 570228, China
| | - Alisdair R Fernie
- Max Planck Institute of Molecular Plant Physiology, Potsdam-Golm 14476, Germany
| | - Jie Luo
- Sanya Nanfan Research Institute of Hainan University, Hainan Yazhou Bay Seed Laboratory, Sanya 572025, China; College of Tropical Crops, Hainan University, Haikou 570228, China.
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Chen G, Mostafa S, Lu Z, Du R, Cui J, Wang Y, Liao Q, Lu J, Mao X, Chang B, Gan Q, Wang L, Jia Z, Yang X, Zhu Y, Yan J, Jin B. The Jasmine (Jasminum sambac) Genome Provides Insight into the Biosynthesis of Flower Fragrances and Jasmonates. GENOMICS, PROTEOMICS & BIOINFORMATICS 2022:S1672-0229(22)00171-1. [PMID: 36587654 PMCID: PMC10372924 DOI: 10.1016/j.gpb.2022.12.005] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/08/2022] [Revised: 11/22/2022] [Accepted: 12/23/2022] [Indexed: 12/31/2022]
Abstract
Jasminum sambac (jasmine flower), a world-renowned plant appreciated for its exceptional flower fragrance, is of cultural and economic importance. However, the genetic basis of its fragrance is largely unknown. Here, we present the first de novo genome of J. sambac with 550.12 Mb (scaffold N50 = 40.10 Mb) assembled into 13 pseudochromosomes. Terpene synthase genes associated with flower fragrance are significantly amplified in the form of gene clusters through tandem duplications in the genome. Gene clusters within the salicylic acid/benzoic acid/theobromine (SABATH) and BAHD superfamilies were identified as related to the biosynthesis of phenylpropanoid/benzenoid compounds. Several key genes involved in jasmonate biosynthesis were duplicated, causing increased copy numbers. In addition, multi-omics analyses identified various aromatic compounds and many genes involved in fragrance biosynthesis pathways. Furthermore, the roles of JsTPS3 in β-ocimene biosynthesis, as well as JsAOC1 and JsAOS in jasmonic acid biosynthesis, were functionally validated. The genome assembled in this study for J. sambac offers a basic genetic resource for studying floral scent and jasmonate biosynthesis and provides a foundation for functional genomic research and variety improvements in Jasminum.
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Affiliation(s)
- Gang Chen
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China; College of Bioscience and Biotechnology, Yangzhou University, Yangzhou 225009, China
| | - Salma Mostafa
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China; Department of Floriculture, Faculty of Agriculture, Alexandria University, Alexandria 21526, Egypt
| | - Zhaogeng Lu
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China; Key Laboratory of Plant Functional Genomics of the Ministry of Education, Yangzhou University, Yangzhou 225009, China
| | - Ran Du
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Synthetic Biology, Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen 518120, China
| | - Jiawen Cui
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Yun Wang
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Qinggang Liao
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Synthetic Biology, Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen 518120, China
| | - Jinkai Lu
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Xinyu Mao
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Bang Chang
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Quan Gan
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Li Wang
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Zhichao Jia
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China
| | - Xiulian Yang
- College of Landscape Architecture, Nanjing Forestry University, Nanjing 210037, China
| | - Yingfang Zhu
- Institute of Plant Stress Biology, State Key Laboratory of Cotton Biology, Department of Biology, Henan University, Kaifeng 475001, China
| | - Jianbin Yan
- Shenzhen Branch, Guangdong Laboratory for Lingnan Modern Agriculture, Key Laboratory of Synthetic Biology, Ministry of Agriculture and Rural Affairs, Agricultural Genomics Institute at Shenzhen, Chinese Academy of Agricultural Sciences, Shenzhen 518120, China.
| | - Biao Jin
- College of Horticulture and Plant Protection, Yangzhou University, Yangzhou 225009, China; Key Laboratory of Plant Functional Genomics of the Ministry of Education, Yangzhou University, Yangzhou 225009, China.
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Combined Metabolomic and Quantitative RT-PCR Analyses Revealed the Synthetic Differences of 2-Acetyl-1-pyrroline in Aromatic and Non-Aromatic Vegetable Soybeans. Int J Mol Sci 2022; 23:ijms232314529. [PMID: 36498856 PMCID: PMC9738111 DOI: 10.3390/ijms232314529] [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: 09/21/2022] [Revised: 10/31/2022] [Accepted: 11/02/2022] [Indexed: 11/23/2022] Open
Abstract
Aroma is an important economic trait of vegetable soybeans, which greatly influences their market value. The 2-acetyl-1-pyrroline (2AP) is considered as an important substance affecting the aroma of plants. Although the 2AP synthesis pathway has been resolved, the differences of the 2AP synthesis in the aromatic and non-aromatic vegetable soybeans are unknown. In this study, a broad targeted metabolome analysis including measurement of metabolites levels and gene expression levels was performed to reveal pathways of aroma formation in the two developmental stages of vegetable soybean grains [35 (S5) and 40 (S6) days after anthesis] of the 'Zhexian No. 8' (ZX8, non-aromatic) and ZK1754 (aromatic). The results showed that the differentially accumulated metabolites (DAMs) of the two varieties can be classified into nine main categories including flavonoids, lipids, amino acids and derivatives, saccharides and alcohols, organic acids, nucleotides and derivatives, phenolic acids, alkaloids and vitamin, which mainly contributed to their phenotypic differences. Furthermore, in combination with the 2AP synthesis pathway, the differences of amino acids and derivatives were mainly involved in the 2AP synthesis. Furthermore, 2AP precursors' analysis revealed that the accumulation of 2AP mainly occurred from 1-pyrroline-5-carboxylate (P5C), not 4-aminobutyraldehyde (GABald). The quantitative RT-PCR showed that the associated synthetic genes were 1-pyrroline-5-carboxylate dehydrogenase (P5CDH), ∆1-pyrroline-5-carboxylate synthetase (P5CS), proline dehydrogenase (PRODH) and pyrroline-5-carboxylate reductase (P5CR), which further verified the synthetic pathway of 2AP. Furthermore, the betaine aldehyde dehydrogenase 2 (GmBADH2) mutant was not only vital for the occurrence of 2AP, but also for the synthesis of 4-aminobutyric acid (GABA) in vegetable soybean. Therefore, the differences of 2AP accumulation in aromatic and non-aromatic vegetable soybeans have been revealed, and it also provides an important theoretical basis for aromatic vegetable soybean breeding.
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Wu Y, Ma L, Zhang L, Zhang Y, Zhou H, Wang Y, Liu Y. Photosynthetic carbon and nitrogen metabolism of Camellia oleifera Abel during acclimation to low light conditions. JOURNAL OF PLANT PHYSIOLOGY 2022; 278:153814. [PMID: 36179398 DOI: 10.1016/j.jplph.2022.153814] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Revised: 09/10/2022] [Accepted: 09/10/2022] [Indexed: 06/16/2023]
Abstract
Tea-oil tree (Camellia oleifera Abel) is an important woody oil crop with high economic value. However, it has low photosynthetic production considering the low light intensity of its growth environment. To understand the acclimation mechanism of tea-oil trees to low light conditions, three light intensity treatments were conducted: high light (450-500 μmol. m-2. s-1), medium light (180-200 μmol. m-2. s-1), and low light (45-50 μmol. m-2. s-1). The carbon (C) and nitrogen (N) metabolism network were constructed by investigating the leaf anatomy, photosynthetic characteristics, N partitioning, transcriptome and metabolome. Results demonstrated that a larger proportion light energy was used for photochemical reactions in an environment with lower light intensity, which resulted in an increase in photosystem II photochemical efficiency and instantaneous light use efficiency (LUE) at the leaf level. As the light intensity increased, decreased electron transfer and carboxylation efficiencies, photorespiration and dark respiration rates, LUE at plant level, and N use efficiency (PNUE) were observed. Leaves trended to harvest more light using higher expression levels of light-harvesting protein genes, higher chlorophyll content, more granum and more tightly stacked granum lamella under lower light intensity. At transcriptional and metabolic levels, the TCA cycle, and the synthesis of starch and saccharides were weakened as light intensity decreased, while the Calvin cycle did not show the regularity between different treatments. Less N was distributed in Rubisco, respiration, and cell wall proteins as light decreased. Storage N was prominently accumulated in forms of amino acids (especially L-arginine) and amino acid derivatives as under medium and low light environments, to make up for C deficiency. Therefore, tea-oil trees actively improve light-harvesting capacity and enlarges the storage N pool to adapt to a low light environment, at the cost of a decrease of photosynthetic C assimilation and PNUE.
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Affiliation(s)
- Yang Wu
- Institute of Jiangxi Oil-tea Camellia, Jiujiang University, Jiujiang, Jiangxi Province, 332005, China
| | - Lin Ma
- Institute of Animal Science, Chinese Academy of Agricultural Sciences, Beijing, 100193, China
| | - Lisha Zhang
- Institute of Jiangxi Oil-tea Camellia, Jiujiang University, Jiujiang, Jiangxi Province, 332005, China
| | - Yan Zhang
- Institute of Jiangxi Oil-tea Camellia, Jiujiang University, Jiujiang, Jiangxi Province, 332005, China
| | - Huiwen Zhou
- Institute of Jiangxi Oil-tea Camellia, Jiujiang University, Jiujiang, Jiangxi Province, 332005, China.
| | - Yongjun Wang
- Institute of Agricultural Resources and Environment, Jilin Academy of Agricultural Sciences, Changchun, Jilin Province, 130033, China.
| | - Yanan Liu
- Institute of Jiangxi Oil-tea Camellia, Jiujiang University, Jiujiang, Jiangxi Province, 332005, China
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39
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Si C, Zeng D, Yu Z, Teixeira da Silva JA, Duan J, He C, Zhang J. Transcriptomic and metabolomic analyses reveal the main metabolites in Dendrobium officinale leaves during the harvesting period. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2022; 190:24-34. [PMID: 36088784 DOI: 10.1016/j.plaphy.2022.08.026] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/02/2022] [Revised: 08/25/2022] [Accepted: 08/28/2022] [Indexed: 06/15/2023]
Abstract
Dendrobium officinale, which is a medicine food homology plant, contains many metabolites, especially polysaccharides and flavonoids. Unlike flowers and stems, which are the most frequently harvested organs for a variety of uses, leaves tend to be discarded. This study assessed main metabolites in leaves to identify the most appropriate timing of collection during harvest, which was divided into three stages (S1-S3: 8, 10, and 11 months after sprouting, respectively). Metabolomic and transcriptomic analyses of S1-S3 were performed. Water-soluble polysaccharides (WSPs), flavonoids and free amino acids (FAAs) were detected in leaves. WSPs decreased from S1 to S3 but flavonoids and some FAAs (e.g., phophoserine) increased from S1 to S2, then decreased from S2 to S3. In all three stages, mannose was the dominant monosaccharide among WSPs, followed by glucose. In S2, 35 flavonoids were identified, the most abundant being rutin, schaftoside and vitexin, while 34 FAAs were identified in all three stages, the most abundant being tyrosine, phosphoserine and alanine. A total of 2584, 3414 and 2032 differentially expressed genes (DEGs) were discovered in S1 vs S2, S1 vs S3 and S1 vs S3, respectively. Correlation analysis revealed that five DEGs (DoSUS, DoXYLA, DoFRK, DoGMP, and DoCSLA), two DEGs (DoDFR, and DoANS) and a single DEG (DoPGAM) were involved in the metabolism of WSPs, flavonoids and phosphoserine, respectively. The findings of this study lay a foundation for the commercial exploitation of metabolites in the harvested leaves of D. officinale, and the use of detected DEGs in applied genetic studies.
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Affiliation(s)
- Can Si
- Key Laboratory of South China Agricultural Plant Molecular Analysis and Genetic Improvement & Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China
| | - Danqi Zeng
- Key Laboratory of South China Agricultural Plant Molecular Analysis and Genetic Improvement & Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China; University of the Chinese Academy of Sciences, Beijing, 100049, China
| | - Zhenming Yu
- Key Laboratory of South China Agricultural Plant Molecular Analysis and Genetic Improvement & Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China
| | | | - Jun Duan
- Key Laboratory of South China Agricultural Plant Molecular Analysis and Genetic Improvement & Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China
| | - Chunmei He
- Key Laboratory of South China Agricultural Plant Molecular Analysis and Genetic Improvement & Guangdong Provincial Key Laboratory of Applied Botany, South China Botanical Garden, Chinese Academy of Sciences, Guangzhou, 510650, China.
| | - Jianxia Zhang
- Guangdong Key Laboratory for Innovative Development and Utilization of Forest Plant Germplasm, South China Agricultural University, Guangzhou, 510642, China.
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Biosynthetic regulatory network of flavonoid metabolites in stems and leaves of Salvia miltiorrhiza. Sci Rep 2022; 12:18212. [PMID: 36307498 PMCID: PMC9616839 DOI: 10.1038/s41598-022-21517-5] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2022] [Accepted: 09/28/2022] [Indexed: 12/31/2022] Open
Abstract
Flavonoid secondary metabolites can treat and prevent many diseases, but systematic studies on regulation of the biosynthesis of such metabolites in aboveground parts of Salvia miltiorrhiza are lacking. In this study, metabonomic and transcriptomic analyses of different S. miltiorrhiza phenotypes were conducted to explore pathways of synthesis, catalysis, accumulation, and transport of the main flavonoid secondary metabolites regulating pigment accumulation. Tissue localization and quantitative analysis of flavonoid secondary metabolites were conducted by laser scanning confocal microscopy (LSCM). A total 3090 differentially expressed genes were obtained from 114,431 full-length unigenes in purple and green phenotypes, and 108 functional genes were involved in flavonoid biosynthesis. Five key phenylpropane structural genes (PAL, 4CL, ANS, 3AT, HCT) were highly differentially expressed, and four transcription factor genes (MYB, WRKY, bHLH, bZiP) were identified. In addition, six GST genes, nine ABC transporters, 22 MATE genes, and three SNARE genes were detected with key roles in flavonoid transport. According to LSCM, flavonoids were mainly distributed in epidermis, cortex, and collenchyma. Thus, comprehensive and systematic analyses were used to determine biosynthesis, accumulation, and transport of flavonoids in stems and leaves of different S. miltiorrhiza phenotypes. The findings will provide a reference for flavonoid production and cultivar selection.
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41
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Wan D, Wan Y, Zhang T, Wang R, Ding Y. Multi-omics analysis reveals the molecular changes accompanying heavy-grazing-induced dwarfing of Stipa grandis. FRONTIERS IN PLANT SCIENCE 2022; 13:995074. [PMID: 36407579 PMCID: PMC9673880 DOI: 10.3389/fpls.2022.995074] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/15/2022] [Accepted: 08/26/2022] [Indexed: 06/16/2023]
Abstract
Heavy grazing significantly reduces Stipa grandis growth. To enhance our understanding of plant responses to heavy grazing, we conducted transcriptomic, proteomic, and metabolic analyses of the leaves of non-grazed plants (NG) and heavy-grazing-induced dwarf plants (HG) of S. grandis. A total of 101 metabolites, 167 proteins, and 1,268 genes differed in abundance between the HG and NG groups. Analysis of Kyoto Encyclopedia of Genes and Genomes pathways among differentially accumulated metabolites (DAMs) revealed that the most enriched pathways were flavone and flavonol biosynthesis, tryptophan metabolism, and phenylpropanoid biosynthesis. An integrative analysis of differentially expressed genes (DEGs) and proteins, and DAMs in these three pathways was performed. Heavy-grazing-induced dwarfism decreased the accumulation of DAMs enriched in phenylpropanoid biosynthesis, among which four DAMs were associated with lignin biosynthesis. In contrast, all DAMs enriched in flavone and flavonol biosynthesis and tryptophan metabolism showed increased accumulation in HG compared with NG plants. Among the DAMs enriched in tryptophan metabolism, three were involved in tryptophan-dependent IAA biosynthesis. Some of the DEGs and proteins enriched in these pathways showed different expression trends. The results indicated that these pathways play important roles in the regulation of growth and grazing-associated stress adaptions of S. grandis. This study enriches the knowledge of the mechanism of heavy-grazing-induced growth inhibition of S. grandis and provides valuable information for restoration of the productivity in degraded grassland.
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Affiliation(s)
- Dongli Wan
- Institute of Grassland Research, Chinese Academy of Agricultural Sciences, Hohhot, China
| | - Yongqing Wan
- College of Life Sciences, Inner Mongolia Agricultural University, Hohhot, China
| | - Tongrui Zhang
- Institute of Grassland Research, Chinese Academy of Agricultural Sciences, Hohhot, China
| | - Ruigang Wang
- College of Life Sciences, Inner Mongolia Agricultural University, Hohhot, China
| | - Yong Ding
- Institute of Grassland Research, Chinese Academy of Agricultural Sciences, Hohhot, China
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42
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Lu D, Zhang L, Wu Y, Pan Q, Zhang Y, Liu P. An integrated metabolome and transcriptome approach reveals the fruit flavor and regulatory network during jujube fruit development. FRONTIERS IN PLANT SCIENCE 2022; 13:952698. [PMID: 36212371 PMCID: PMC9537746 DOI: 10.3389/fpls.2022.952698] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/25/2022] [Accepted: 08/22/2022] [Indexed: 06/16/2023]
Abstract
The fruit flavor is a key economic value attribute of jujube. Here we compared metabolomes and transcriptomes of "Mazao" (ST) and "Ping'anhuluzao" (HK) with unique flavors during fruit development. We identified 437 differential metabolites, mainly sugars, acids, and lipids. Fructose, glucose, mannose and citric acid, and malic acid are the determinants of sugar and acid taste of jujube fruit. Based on the transcriptome, 16,245 differentially expressed genes (DEGs) were identified, which were involved in "glucosyltransferase activity," "lipid binding," and "anion transmembrane transporter activity" processes. Both transcriptome and metabolome showed that developmental stages 2 and 3 were important transition periods for jujube maturation. Based on WGCNA and gene-metabolite correlation analysis, modules, and transcription factors (ZjHAP3, ZjTCP14, and ZjMYB78) highly related to sugar and acid were identified. Our results provide new insights into the mechanism of sugar and acid accumulation in jujube fruit and provide clues for the development of jujube with a unique flavor.
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Affiliation(s)
- Dongye Lu
- Beijing Academy of Agriculture and Forestry Sciences, Institute of Forestry and Pomology, Beijing, China
| | - Lei Zhang
- State Key Laboratory of Tree Genetics and Breeding, Key Laboratory of Tree Breeding and Cultivation of National Forestry and Grassland Administration, Research Institute of Forestry, Chinese Academy of Forestry, Beijing, China
| | - Yang Wu
- Beijing Academy of Agriculture and Forestry Sciences, Institute of Forestry and Pomology, Beijing, China
| | - Qinghua Pan
- Beijing Academy of Agriculture and Forestry Sciences, Institute of Forestry and Pomology, Beijing, China
| | - Yuping Zhang
- Beijing Academy of Agriculture and Forestry Sciences, Institute of Forestry and Pomology, Beijing, China
| | - Ping Liu
- Research Center of Chinese Jujube, Hebei Agricultural University, Baoding, China
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Liu X, Chen Y, Zhang J, He Y, Ya H, Gao K, Yang H, Xie W, Li L. Widely targeted metabolomics reveals stamen petaloid tissue of Paeonia lactiflora Pall. being a potential pharmacological resource. PLoS One 2022; 17:e0274013. [PMID: 36054136 PMCID: PMC9439255 DOI: 10.1371/journal.pone.0274013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 08/19/2022] [Indexed: 12/02/2022] Open
Abstract
Paeonia lactiflflora Pall. has a long edible and medicinal history because of the very high content of biologically active compounds. However, little information is available about the metabolic basis of pharmacological values of P. lactiflora flowers. In this study, we investigated metabolites in the different parts of P. lactiflora flowers, including petal, stamen petaloid tissue and stamen, by widely targeted metabolomics approach. A total of 1102 metabolites were identified, among which 313 and 410 metabolites showed differential accumulation in comparison groups of petal vs. stamen petaloid tissue and stamen vs. stamen petaloid tissue. Differential accumulated metabolites analysis and KEGG pathway analysis showed that the flavonoids were the most critical differential metabolites. Furthermore, difference accumulation of flavonoids, phenolic acids, tannins and alkaloids might lead to the differences in antioxidant activities and tyrosinase inhibition effects. Indeed, stamen petaloid tissue displayed better antioxidant and anti-melanin production activities than petal and stamen through experimental verification. These results not only expand our understanding of metabolites in P. lactiflora flowers, but also reveal that the stamen petaloid tissues of P. lactiflora hold the great potential as promising ingredients for pharmaceuticals, functional foods and skincare products.
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Affiliation(s)
- Xianghui Liu
- School of Food and Drug, Henan Functional Cosmetics Engineering Technology Research Center, Luoyang Normal University, Luoyang, Henan, China
| | - Ye Chen
- School of Food and Drug, Henan Functional Cosmetics Engineering Technology Research Center, Luoyang Normal University, Luoyang, Henan, China
| | - Jingxiao Zhang
- School of Food and Drug, Henan Functional Cosmetics Engineering Technology Research Center, Luoyang Normal University, Luoyang, Henan, China
| | - Yifan He
- Institute of Regulatory Science, Beijing Technology and Business University, Beijing, China
| | - Huiyuan Ya
- School of Food and Drug, Henan Functional Cosmetics Engineering Technology Research Center, Luoyang Normal University, Luoyang, Henan, China
- * E-mail:
| | - Kai Gao
- Peony Institute, Luoyang Academy of Agriculture and Forestry Sciences, Luoyang, Henan, China
| | - Huizhi Yang
- School of Food and Drug, Henan Functional Cosmetics Engineering Technology Research Center, Luoyang Normal University, Luoyang, Henan, China
| | - Wanyue Xie
- School of Food and Drug, Henan Functional Cosmetics Engineering Technology Research Center, Luoyang Normal University, Luoyang, Henan, China
| | - Lingmei Li
- School of Food and Drug, Henan Functional Cosmetics Engineering Technology Research Center, Luoyang Normal University, Luoyang, Henan, China
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Zhang C, Jiang Y, Liu C, Shi L, Li J, Zeng Y, Guo L, Wang S. Identification of Medicinal Compounds of Fagopyri Dibotryis Rhizome from Different Origins and Its Varieties Using UPLC-MS/MS-Based Metabolomics. Metabolites 2022; 12:metabo12090790. [PMID: 36144195 PMCID: PMC9503457 DOI: 10.3390/metabo12090790] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 08/16/2022] [Accepted: 08/22/2022] [Indexed: 11/16/2022] Open
Abstract
Fagopyrum dibotrys, being native to southwest China, is widely distributed in Yunnan, Guizhou Provinces and Chongqing City. However, the quality of medicinal materials growing in different origins varies greatly, and cannot meet the market demand for high-quality F. dibotrys. In this study, 648 metabolites were identified, and phenolic compounds of F. dibotrys from different origins were clearly separated by principal component analysis (PCA). Our results suggested that the medicinal differences of F. dibotrys from different origins can be elucidated via the variations in the abundance of the phenolic and flavonoid compounds. We found that the epicatechin, total flavonoids and total tannin content in Yunnan Qujing (YQ) and Yunnan Kunming (YK) were higher than those in Chongqing Shizhu (CS), Chongqing Fuling (CF) and Guizhou Bijie (GB), suggesting that Yunnan Province can be considered as one of the areas that produce high-quality medicinal materials. Additionally, 1,6-di-O-galloyl-β-D-glucose, 2,3-di-O-galloyl-D-glucose and gallic acid could be used as ideal marker compounds for the quality control of F. dibotrys from different origins caused by metabolites, and the F. dibotrys planted in Yunnan Province is well worth exploiting.
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Affiliation(s)
- Chengcai Zhang
- State Key Laboratory Breeding Base of Dao-Di Herbs, National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Yang Jiang
- Dexing Research and Training Center of Chinese Medical Sciences, Dexing 334220, China
| | - Changzheng Liu
- State Key Laboratory Breeding Base of Dao-Di Herbs, National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Linyuan Shi
- State Key Laboratory Breeding Base of Dao-Di Herbs, National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Jintong Li
- China National Traditional Chinese Medicine, Co., Ltd., Beijing 100191, China
| | - Yan Zeng
- China National Traditional Chinese Medicine, Co., Ltd., Beijing 100191, China
| | - Lanping Guo
- State Key Laboratory Breeding Base of Dao-Di Herbs, National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
- Correspondence: (L.G.); (S.W.)
| | - Sheng Wang
- State Key Laboratory Breeding Base of Dao-Di Herbs, National Resource Center for Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
- Dexing Research and Training Center of Chinese Medical Sciences, Dexing 334220, China
- Correspondence: (L.G.); (S.W.)
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45
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Lu D, Wu Y, Pan Q, Zhang Y, Qi Y, Bao W. Identification of key genes controlling L-ascorbic acid during Jujube ( Ziziphus jujuba Mill.) fruit development by integrating transcriptome and metabolome analysis. FRONTIERS IN PLANT SCIENCE 2022; 13:950103. [PMID: 35991405 PMCID: PMC9386341 DOI: 10.3389/fpls.2022.950103] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/22/2022] [Accepted: 07/14/2022] [Indexed: 06/15/2023]
Abstract
Chinese jujube (Ziziphus jujuba) is a vital economic tree native to China. Jujube fruit with abundant L-Ascorbic Acid (AsA) is an ideal material for studying the mechanism of AsA biosynthesis and metabolism. However, the key transcription factors regulating AsA anabolism in jujube have not been reported. Here, we used jujube variety "Mazao" as the experimental material, conducted an integrative analysis of transcriptome and metabolome to investigate changes in differential genes and metabolites, and find the key genes regulating AsA during jujube fruit growth. The results showed that AsA was mostly synthesized in the young stage and enlargement stage, ZjMDHAR gene takes an important part in the AsA recycling. Three gene networks/modules were highly correlated with AsA, among them, three genes were identified as candidates controlling AsA, including ZjERF17 (LOC107404975), ZjbZIP9 (LOC107406320), and ZjGBF4 (LOC107421670). These results provide new directions and insights for further study on the regulation mechanism of AsA in jujube.
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Hu H, Fei X, He B, Chen X, Ma L, Han P, Luo Y, Liu Y, Wei A. UPLC-MS/MS Profile Combined With RNA-Seq Reveals the Amino Acid Metabolism in Zanthoxylum bungeanum Leaves Under Drought Stress. Front Nutr 2022; 9:921742. [PMID: 35873434 PMCID: PMC9301252 DOI: 10.3389/fnut.2022.921742] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2022] [Accepted: 06/16/2022] [Indexed: 11/13/2022] Open
Abstract
Zanthoxylum bungeanum leaves have a unique taste and incomparable nutritional value and hence are popular as a food item and traditional medicine in China. However, the studies on the metabolites in Z. bungeanum leaves are quite limited, especially for amino acids. Therefore, this study explored the amino acid component in Z. bungeanum leaves and also the accumulation mechanism under drought stress in two Z. bungeanum cultivars using the widely targeted metabolome combined with transcriptome analysis. A total of 56 amino acids and their derivatives were identified in Z. bungeanum leaves, including eight essential amino acids. The total amino acid content with most individual amino acids increased under progressive drought stress. More differentially accumulated amino acids (DAAs) and differentially expressed genes (DEGs) were found in FJ (Z. bungeanum cv. ‘Fengjiao’) than in HJ (Z. bungeanum cv. ‘Hanjiao’). The orthogonal projections to latent structures discriminant analysis identified nine and seven indicator DAAs in FJ and HJ leaves, respectively. The weighted gene co-expression network analysis (WGCNA) showed that the green module was significantly correlated with most indicator DAAs and revealed the important role of FBA3, DELTA-OAT, PROC, and 15 transcription factor genes in regulating the amino acid synthesis. Furthermore, the correlation analysis and redundancy analysis (RDA) identified four candidate synthesis genes (ASNS, AK, ASPS, and PK) in amino acid biosynthesis pathway. This study provided useful information for the development of Z. bungeanum leaves in food and nutrition industry and also laid the foundations for future molecular breeding.
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Affiliation(s)
- Haichao Hu
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
| | - Xitong Fei
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
| | - Beibei He
- College of Horticulture, Northwest Agriculture and Forestry University, Xianyang, China
| | - Xin Chen
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
| | - Lei Ma
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
| | - Peilin Han
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
| | - Yingli Luo
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
| | - Yonghong Liu
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
| | - Anzhi Wei
- College of Forestry, Northwest Agriculture and Forestry University, Xianyang, China
- Research Centre for Engineering and Technology of Zanthoxylum State Forestry Administration, Xianyang, China
- *Correspondence: Anzhi Wei,
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47
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Roles of sunlight exposure on chemosensory characteristic of broad bean paste by untargeted profiling of volatile flavors and multivariate statistical analysis. Food Chem 2022; 381:132115. [DOI: 10.1016/j.foodchem.2022.132115] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2021] [Revised: 01/04/2022] [Accepted: 01/06/2022] [Indexed: 11/19/2022]
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Liu H, Xu M, Liu H, Zhao X. Iminodisuccinic acid enhances antioxidant and mineral element accumulation in young leaves of Ziziphus jujuba. OPEN CHEM 2022. [DOI: 10.1515/chem-2022-0147] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Abstract
Jujube leaf tea, which is made from the young leaves of Ziziphus jujuba, is a novel functional herb tea or infusion that inhibits the central nervous system. In the current study, the effects of iminodisuccinic acid (IDS), as a metal complexing agent, on mineral element content, oxidative damage, antioxidant enzyme activities, and antioxidant accumulation in the young and mature leaves of Z. jujuba were investigated. Results demonstrated that foliar fertilization with ionic (FeCl2 and ZnCl2) and chelated (Fe-IDS and Zn-IDS) fertilizers could drastically enhance iron and zinc contents, coupled with increased vitamin C level, glutathione accumulation, total phenolic content, and total antioxidant capacity (evaluated based on the Fe3+ reducing power of leaf extracts), compared with the control, particularly in young leaves. However, chelated fertilizers considerably reduced the chlorophyll level, H2O2 content, and lipid peroxidation rate than ionic fertilizers, particularly in young leaves. Compared with the control, chelated fertilizers induced greater superoxide dismutase and catalase activities, particularly in young leaves. Moreover, decreased enzyme activities were observed in the ionic fertilizer-treated leaves compared with the control-treated leaves. Thus, using a chelating agent could improve the accumulation of mineral elements and antioxidants in young leaves by reducing metal-mediated reactive oxygen species toxicity.
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Affiliation(s)
- Hongxia Liu
- Life Science College, Luoyang Normal University , Luoyang , 471934, Henan , China
| | - Mingyue Xu
- Life Science College, Luoyang Normal University , Luoyang , 471934, Henan , China
| | - Hui Liu
- Life Science College, Luoyang Normal University , Luoyang , 471934, Henan , China
| | - Xusheng Zhao
- Life Science College, Luoyang Normal University , Luoyang , 471934, Henan , China
- Jujube Research Center, Luoyang Normal University , Luoyang , 471934, Henan , China
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49
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Combined Transcriptome and Metabolome Analyses Reveal Candidate Genes Involved in Tangor ( Citrus reticulata × Citrus sinensis) Fruit Development and Quality Formation. Int J Mol Sci 2022; 23:ijms23105457. [PMID: 35628266 PMCID: PMC9141862 DOI: 10.3390/ijms23105457] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2022] [Revised: 04/29/2022] [Accepted: 05/11/2022] [Indexed: 02/06/2023] Open
Abstract
Tangor, an important citrus type, is a hybrid of orange and mandarin and possesses their advantageous characteristics. Fruit quality is an important factor limiting the development of the citrus industry and highly depends on fruit development and ripening programs. However, fruit development and quality formation have not been completely explored in mandarin-orange hybrids. We sequenced the metabolome and transcriptome of three mandarin-orange hybrid cultivars at the early fruiting [90 days after full bloom (DAFB)], color change (180 DAFB), and ripening (270 DAFB) stages. Metabolome sequencing was performed to preliminarily identify the accumulation patterns of primary and secondary metabolites related to fruit quality and hormones regulating fruit development. Transcriptome analysis showed that many genes related to primary metabolism, secondary metabolism, cell wall metabolism, phytohormones, and transcriptional regulation were up-regulated in all three cultivars during fruit development and ripening. Additionally, multiple key genes were identified that may play a role in sucrose, citric acid and flavonoid accumulation, cell wall modification, and abscisic acid signaling, which may provide a valuable resource for future research on enhancement of fruit quality of hybrid citrus. Overall, this study provides new insights into the molecular basis of pulp growth and development regulation and fruit quality formation in mandarin-orange hybrids.
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50
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Li M, Li J, Tan H, Luo Y, Zhang Y, Chen Q, Wang Y, Lin Y, Zhang Y, Wang X, Tang H. Comparative metabolomics provides novel insights into the basis of petiole color differences in celery ( Apiumgraveolens L.). J Zhejiang Univ Sci B 2022; 23:300-314. [PMID: 35403385 DOI: 10.1631/jzus.b2100806] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
Plant metabolites are important for plant development and human health. Plants of celery (Apiumgraveolens L.) with different-colored petioles have been formed in the course of long-term evolution. However, the composition, content distribution, and mechanisms of accumulation of metabolites in different-colored petioles remain elusive. Using ultra-high performance liquid chromatography-tandem mass spectrometry (UHPLC-MS/MS), 1159 metabolites, including 100 lipids, 72 organic acids and derivatives, 83 phenylpropanoids and polyketides, and several alkaloids and terpenoids, were quantified in four celery cultivars, each with a different petiole color. There were significant differences in the types and contents of metabolites in celery with different-colored petioles, with the most striking difference between green celery and purple celery, followed by white celery and green celery. Annotated analysis of metabolic pathways showed that the metabolites of the different-colored petioles were significantly enriched in biosynthetic pathways such as anthocyanin, flavonoid, and chlorophyll pathways, suggesting that these metabolic pathways may play a key role in determining petiole color in celery. The content of chlorophyll in green celery was significantly higher than that in other celery cultivars, yellow celery was rich in carotenoids, and the content of anthocyanin in purple celery was significantly higher than that in the other celery cultivars. The color of the celery petioles was significantly correlated with the content of related metabolites. Among the four celery cultivars, the metabolites of the anthocyanin biosynthesis pathway were enriched in purple celery. The results of quantitative real-time polymerase chain reaction (qRT-PCR) suggested that the differential expression of the chalcone synthase (CHS) gene in the anthocyanin biosynthesis pathway might affect the biosynthesis of anthocyanin in celery. In addition, HPLC analysis revealed that cyanidin is the main pigment in purple celery. This study explored the differences in the types and contents of metabolites in celery cultivars with different-colored petioles and identified key substances for color formation. The results provide a theoretical basis and technical support for genetic improvement of celery petiole color.
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Affiliation(s)
- Mengyao Li
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Jie Li
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Haohan Tan
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Ya Luo
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Yong Zhang
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Qing Chen
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Yan Wang
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China.,Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Yuanxiu Lin
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China.,Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Yunting Zhang
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China.,Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Xiaorong Wang
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China.,Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China
| | - Haoru Tang
- College of Horticulture, Sichuan Agricultural University, Chengdu 611130, China. .,Institute of Pomology and Olericulture, Sichuan Agricultural University, Chengdu 611130, China.
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