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Liu Z, Zhu X, Mohsin A, Sun H, Du L, Yin Z, Zhuang Y, Guo M. Uncovering the Role of Hydroxycinnamoyl Transferase in Boosting Chlorogenic Acid Accumulation in Carthamus tinctorius Cells under Methyl Jasmonate Elicitation. Int J Mol Sci 2024; 25:2710. [PMID: 38473957 DOI: 10.3390/ijms25052710] [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: 02/07/2024] [Revised: 02/17/2024] [Accepted: 02/22/2024] [Indexed: 03/14/2024] Open
Abstract
Chlorogenic acids (CGAs) are bioactive compounds widely used in the food, pharmaceutical, and cosmetic industries. Carthamus tinctorius is an important economic crop, and its suspension cells are rich in CGAs. However, little is known about the biosynthesis and regulation of CGAs in Carthamus tinctorius cells. This study first elucidated the regulatory mechanism of CGA biosynthesis in methyl jasmonate (MeJA)-treated Carthamus tinctorius cells and the role of the MeJA-responsive hydroxycinnamoyl transferase (HCT) gene in enhancing their CGA accumulation. Firstly, temporal changes in intracellular metabolites showed that MeJA increased the intracellular CGA content up to 1.61-fold to 100.23 mg·g-1. Meanwhile, 31 primary metabolites showed significant differences, with 6 precursors related to increasing CGA biosynthesis. Secondly, the transcriptome data revealed 3637 new genes previously unannotated in the Carthamus tinctorius genome and 3653 differentially expressed genes. The genes involved in the plant signaling pathway and the biosynthesis of CGAs and their precursors showed a general up-regulation, especially the HCT gene family, which ultimately promoted CGA biosynthesis. Thirdly, the expression of a newly annotated and MeJA-responsive HCT gene (CtHCT, CtNewGene_3476) was demonstrated to be positively correlated with CGA accumulation in the cells, and transient overexpression of CtHCT enhanced CGA accumulation in tobacco. Finally, in vitro catalysis kinetics and molecular docking simulations revealed the ability and mechanism of the CtHCT protein to bind to various substrates and catalyze the formation of four hydroxycinnamic esters, including CGAs. These findings strengthened our understanding of the regulatory mechanism of CGA biosynthesis, thereby providing theoretical support for the efficient production of CGAs.
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Affiliation(s)
- Zebo Liu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Xiaofeng Zhu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Ali Mohsin
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Huijie Sun
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Linxiao Du
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Zhongping Yin
- Jiangxi Key Laboratory of Natural Products and Functional Foods, Jiangxi Agricultural University, Nanchang 330045, China
| | - Yingping Zhuang
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
| | - Meijin Guo
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, Shanghai 200237, China
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Lobato-Tapia CA, Moreno-Hernández Y, Olivo-Vidal ZE. In Silico Studies of Four Compounds of Cecropia obtusifolia against Malaria Parasite. Molecules 2023; 28:6912. [PMID: 37836757 PMCID: PMC10574735 DOI: 10.3390/molecules28196912] [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: 08/10/2023] [Revised: 09/04/2023] [Accepted: 09/05/2023] [Indexed: 10/15/2023] Open
Abstract
Malaria is a disease that affects many people in the world. In Mexico, malaria remains an active disease in certain regions, particularly in the states of Chiapas and Chihuahua. While antimalarial effects have been attributed to some species of Cecropia in various countries, no such studies have been conducted in Mexico. Therefore, the objective of this study was to evaluate the in silico antimalarial activity of some active compounds identified according to the literature in the species of Cecropia obtusifolia, belonging to the Cecropiaceae family, such as ursolic acid, α-amyrin, chrysin, and isoorientin. These compounds were evaluated with specific molecular docking and molecular dynamics (MD) studies using three different malarial targets with the PDB codes 1CET, 2BL9, and 4ZL4 as well as the prediction of their pharmacokinetic (Pk) properties. Docking analysis revealed the following best binding energies (kcal/mol): isoorientin-1CET (-9.1), isoorientin-2BL9 (-8.8), and chrysin-4ZL4 (-9.6). MD simulation validated the stability of the complexes. Pharmacokinetics analysis suggested that the compounds would generally perform well if administered. Therefore, these results suggest that these compounds may be used as potential drugs for the treatment of malaria.
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Affiliation(s)
- Carlos Alberto Lobato-Tapia
- Departamento de Ingeniería en Biotecnología, Universidad Politécnica Metropolitana de Puebla, Popocatépetl s/n, Reserva Territorial Atlixcáyotl, Tres Cerritos, Puebla 72480, Mexico
| | - Yolotl Moreno-Hernández
- Departamento de Salud, El Colegio de la Frontera Sur Unidad Villahermosa, Carretrea Federal Villa-Hermosa-Reforma Km 15.5, Ra. Guineo Segunda Sección, C.P., Villahermosa 86280, Mexico;
| | - Zendy Evelyn Olivo-Vidal
- Departamento de Salud, El Colegio de la Frontera Sur Unidad Villahermosa, Carretrea Federal Villa-Hermosa-Reforma Km 15.5, Ra. Guineo Segunda Sección, C.P., Villahermosa 86280, Mexico;
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Cadena-Zamudio JD, Monribot-Villanueva JL, Pérez-Torres CA, Alatorre-Cobos F, Guerrero-Analco JA, Ibarra-Laclette E. Non-Targeted Metabolomic Analysis of Arabidopsis thaliana (L.) Heynh: Metabolic Adaptive Responses to Stress Caused by N Starvation. Metabolites 2023; 13:1021. [PMID: 37755301 PMCID: PMC10535036 DOI: 10.3390/metabo13091021] [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: 08/28/2023] [Revised: 09/12/2023] [Accepted: 09/15/2023] [Indexed: 09/28/2023] Open
Abstract
As sessile organisms, plants develop the ability to respond and survive in changing environments. Such adaptive responses maximize phenotypic and metabolic fitness, allowing plants to adjust their growth and development. In this study, we analyzed the metabolic plasticity of Arabidopsis thaliana in response to nitrate deprivation by untargeted metabolomic analysis and using wild-type (WT) genotypes and the loss-of-function nia1/nia2 double mutant. Secondary metabolites were identified using seedlings grown on a hydroponic system supplemented with optimal or limiting concentrations of N (4 or 0.2 mM, respectively) and harvested at 15 and 30 days of age. Then, spectral libraries generated from shoots and roots in both ionization modes (ESI +/-) were compared. Totals of 3407 and 4521 spectral signals (m/z_rt) were obtained in the ESI+ and ESI- modes, respectively. Of these, approximately 50 and 65% were identified as differentially synthetized/accumulated. This led to the presumptive identification of 735 KEGG codes (metabolites) belonging to 79 metabolic pathways. The metabolic responses in the shoots and roots of WT genotypes at 4 mM of N favor the synthesis/accumulation of metabolites strongly related to growth. In contrast, for the nia1/nia2 double mutant (similar as the WT genotype at 0.2 mM N), metabolites identified as differentially synthetized/accumulated help cope with stress, regulating oxidative stress and preventing programmed cell death, meaning that metabolic responses under N starvation compromise growth to prioritize a defensive response.
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Affiliation(s)
- Jorge David Cadena-Zamudio
- Red de Estudios Moleculares Avanzados (REMAV), Instituto de Ecología, A.C. (INECOL), Xalapa 91073, Veracruz, Mexico; (J.D.C.-Z.); (J.L.M.-V.); (C.-A.P.-T.); (J.A.G.-A.)
| | - Juan Luis Monribot-Villanueva
- Red de Estudios Moleculares Avanzados (REMAV), Instituto de Ecología, A.C. (INECOL), Xalapa 91073, Veracruz, Mexico; (J.D.C.-Z.); (J.L.M.-V.); (C.-A.P.-T.); (J.A.G.-A.)
| | - Claudia-Anahí Pérez-Torres
- Red de Estudios Moleculares Avanzados (REMAV), Instituto de Ecología, A.C. (INECOL), Xalapa 91073, Veracruz, Mexico; (J.D.C.-Z.); (J.L.M.-V.); (C.-A.P.-T.); (J.A.G.-A.)
- Consejo Nacional de Ciencia y Tecnología, Unidad de Bioquímica y Biología Molecular de Plantas, Merida 97205, Yucatan, Mexico;
| | - Fulgencio Alatorre-Cobos
- Consejo Nacional de Ciencia y Tecnología, Unidad de Bioquímica y Biología Molecular de Plantas, Merida 97205, Yucatan, Mexico;
- Centro de Investigación Científica de Yucatán (CICY), Unidad de Biotecnología, Merida 97205, Yucatan, Mexico
| | - José Antonio Guerrero-Analco
- Red de Estudios Moleculares Avanzados (REMAV), Instituto de Ecología, A.C. (INECOL), Xalapa 91073, Veracruz, Mexico; (J.D.C.-Z.); (J.L.M.-V.); (C.-A.P.-T.); (J.A.G.-A.)
| | - Enrique Ibarra-Laclette
- Red de Estudios Moleculares Avanzados (REMAV), Instituto de Ecología, A.C. (INECOL), Xalapa 91073, Veracruz, Mexico; (J.D.C.-Z.); (J.L.M.-V.); (C.-A.P.-T.); (J.A.G.-A.)
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Meng X, Liu X, Tan J, Sheng Q, Zhang D, Li B, Zhang J, Zhang F, Chen H, Cui T, Li M, Zhang S. From Xiaoke to diabetes mellitus: a review of the research progress in traditional Chinese medicine for diabetes mellitus treatment. Chin Med 2023; 18:75. [PMID: 37349778 DOI: 10.1186/s13020-023-00783-z] [Citation(s) in RCA: 15] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2023] [Accepted: 06/09/2023] [Indexed: 06/24/2023] Open
Abstract
Diabetes mellitus (DM) is a chronic metabolic disorder characterized by hyperglycemia resulting from insulin secretion defects or insulin resistance. The global incidence of DM has been gradually increasing due to improvements in living standards and changes in dietary habits, making it a major non-communicable disease that poses a significant threat to human health and life. The pathogenesis of DM remains incompletely understood till now, and current pharmacotherapeutic interventions are largely inadequate, resulting in relapses and severe adverse reactions. Although DM is not explicitly mentioned in traditional Chinese medicine (TCM) theory and clinical practice, it is often classified as "Xiaoke" due to similarities in etiology, pathogenesis, and symptoms. With its overall regulation, multiple targets, and personalized medication approach, TCM treatment can effectively alleviate the clinical manifestations of DM and prevent or treat its complications. Furthermore, TCM exhibits desirable therapeutic effects with minimal side effects and a favorable safety profile. This paper provides a comprehensive comparison and contrast of Xiaoke and DM by examining the involvement of TCM in their etiology, pathogenesis, treatment guidelines, and other relevant aspects based on classical literature and research reports. The current TCM experimental research on the treatment of DM by lowering blood glucose levels also be generalized. This innovative focus not only illuminates the role of TCM in DM treatment, but also underscores the potential of TCM in DM management.
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Affiliation(s)
- Xianglong Meng
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
- Shanxi Key Laboratory of Tradition Herbal Medicines Processing, Jinzhong, 030619, Shanxi, China
| | - Xiaoqin Liu
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
- Shanxi Key Laboratory of Tradition Herbal Medicines Processing, Jinzhong, 030619, Shanxi, China
| | - Jiaying Tan
- The First Affiliated Hospital of Hunan University of Chinese Medicine, Changsha, 410021, Hunan, China
| | - Qi Sheng
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
- Guangxi University of Chinese Medicine, Nanning, 530001, Guangxi, China
| | - Dingbang Zhang
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
| | - Bin Li
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
| | - Jia Zhang
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
| | - Fayun Zhang
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
| | - Hongzhou Chen
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
| | - Tao Cui
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
| | - Minghao Li
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China
| | - Shuosheng Zhang
- Shanxi University of Chinese Medicine, Jinzhong, 030619, Shanxi, China.
- Shanxi Key Laboratory of Tradition Herbal Medicines Processing, Jinzhong, 030619, Shanxi, China.
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Peng Y, Pan R, Liu Y, Medison MB, Shalmani A, Yang X, Zhang W. LncRNA-mediated ceRNA regulatory network provides new insight into chlorogenic acid synthesis in sweet potato. PHYSIOLOGIA PLANTARUM 2022; 174:e13826. [PMID: 36377281 DOI: 10.1111/ppl.13826] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/26/2022] [Revised: 11/07/2022] [Accepted: 11/08/2022] [Indexed: 06/16/2023]
Abstract
Sweet potato (Ipomoea batatas L.) is considered a highly nutritional and economical crop due to its high contents of bioactive substances, such as anthocyanin and chlorogenic acid (CGA), especially in leaves and stems. The roles of noncoding RNAs (ncRNA), including long noncoding RNA (lncRNA) and microRNA (miRNA), in CGA synthesis, are still unknown. In this study, the differentially expressed (DE) mRNAs, miRNAs, and lncRNAs in two leafy vegetable genotypes "FS7-6-14-7" (high CGA content) and "FS7-6" (low CGA content) were identified. The cis-regulation between lncRNA and mRNA was analyzed. Then, the CGA synthesis-related modules MEBlue and MEYellow were identified to detect trans-regulation mRNA-lncRNA pairs. The GO and KEGG annotations suggested that mRNA in these two modules was significantly enriched in the secondary metabolite synthesis biosynthesis category. A competing endogenous RNAs (ceRNA) network, including 8730 miRNA-mRNA and 444 miRNA-lncRNA pairs, was constructed by DEmiRNA target prediction. Then, a CGA synthesis-related ceRNA network was obtained with lncRNA and mRNA from MEBlue and MEYellow. Finally, one relational pair, MSTRG.47662.1/mes-miR398/itb04g00990, was selected for functional validation. Overexpression of lncRNA MSTRG.47662.1 and mRNA itb04g00990 increased CGA content in both tobacco and sweet potato callus, while overexpression of miRNA mes-miR398 decreased CGA content. Meanwhile, regression analysis of the expression patterns demonstrated that MSTRG.47662.1, acting as a ceRNA, promoted itb04g00990 expression by competitively binding mes-miR398 in CGA synthesis in sweet potato. Our results provide insights into how ncRNA-mediated ceRNA regulatory networks likely contribute to CGA synthesis in leafy sweet potato.
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Affiliation(s)
- Ying Peng
- Research Center of Crop Stresses Resistance Technologies/Hubei Collaborative Innovation Center for Grain Industry, Yangtze University, Jingzhou, China
| | - Rui Pan
- Research Center of Crop Stresses Resistance Technologies/Hubei Collaborative Innovation Center for Grain Industry, Yangtze University, Jingzhou, China
| | - Yi Liu
- Research Center of Crop Stresses Resistance Technologies/Hubei Collaborative Innovation Center for Grain Industry, Yangtze University, Jingzhou, China
- Institute of Food Crops/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Hubei Academy of Agricultural Sciences, Wuhan, China
| | - Milca Banda Medison
- Research Center of Crop Stresses Resistance Technologies/Hubei Collaborative Innovation Center for Grain Industry, Yangtze University, Jingzhou, China
| | - Abdullah Shalmani
- State Key Laboratory of Crop Stress Biology in Arid Areas, College of Life Sciences, Northwest A&F University, Yangling, China
| | - Xinsun Yang
- Institute of Food Crops/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Hubei Academy of Agricultural Sciences, Wuhan, China
| | - Wenying Zhang
- Research Center of Crop Stresses Resistance Technologies/Hubei Collaborative Innovation Center for Grain Industry, Yangtze University, Jingzhou, China
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Guo Q, Han J, Li C, Hou X, Zhao C, Wang Q, Wu J, Mur LAJ. Defining key metabolic roles in osmotic adjustment and ROS homeostasis in the recretohalophyte Karelinia caspia under salt stress. PHYSIOLOGIA PLANTARUM 2022; 174:e13663. [PMID: 35249230 PMCID: PMC9311275 DOI: 10.1111/ppl.13663] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/13/2021] [Revised: 02/11/2022] [Accepted: 03/04/2022] [Indexed: 06/14/2023]
Abstract
The recretohalophyte Karelinia caspia is of forage and medical value and can remediate saline soils. We here assess the contribution of primary/secondary metabolism to osmotic adjustment and ROS homeostasis in Karelinia caspia under salt stress using multi-omic approaches. Computerized phenomic assessments, tests for cellular osmotic changes and lipid peroxidation indicated that salt treatment had no detectable physical effect on K. caspia. Metabolomic analysis indicated that amino acids, saccharides, organic acids, polyamine, phenolic acids, and vitamins accumulated significantly with salt treatment. Transcriptomic assessment identified differentially expressed genes closely linked to the changes in above primary/secondary metabolites under salt stress. In particular, shifts in carbohydrate metabolism (TCA cycle, starch and sucrose metabolism, glycolysis) as well as arginine and proline metabolism were observed to maintain a low osmotic potential. Chlorogenic acid/vitamin E biosynthesis was also enhanced, which would aid in ROS scavenging in the response of K. caspia to salt. Overall, our findings define key changes in primary/secondary metabolism that are coordinated to modulate the osmotic balance and ROS homeostasis to contribute to the salt tolerance of K. caspia.
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Affiliation(s)
- Qiang Guo
- Institute of Grassland, Flowers, and EcologyBeijing Academy of Agriculture and Forestry SciencesBeijingChina
| | - Jiwan Han
- College of SoftwareShanxi Agricultural UniversityTaiguChina
| | - Cui Li
- Institute of Grassland, Flowers, and EcologyBeijing Academy of Agriculture and Forestry SciencesBeijingChina
| | - Xincun Hou
- Institute of Grassland, Flowers, and EcologyBeijing Academy of Agriculture and Forestry SciencesBeijingChina
| | - Chunqiao Zhao
- Institute of Grassland, Flowers, and EcologyBeijing Academy of Agriculture and Forestry SciencesBeijingChina
| | - Qinghai Wang
- Institute of Grassland, Flowers, and EcologyBeijing Academy of Agriculture and Forestry SciencesBeijingChina
| | - Juying Wu
- Institute of Grassland, Flowers, and EcologyBeijing Academy of Agriculture and Forestry SciencesBeijingChina
| | - Luis A. J. Mur
- College of SoftwareShanxi Agricultural UniversityTaiguChina
- Institute of Biological, Environmental, and Rural SciencesAberystwyth UniversityAberystwythUK
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Liu Y, Su W, Wang L, Lei J, Chai S, Zhang W, Yang X. Integrated transcriptome, small RNA and degradome sequencing approaches proffer insights into chlorogenic acid biosynthesis in leafy sweet potato. PLoS One 2021; 16:e0245266. [PMID: 33481815 PMCID: PMC7822329 DOI: 10.1371/journal.pone.0245266] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2020] [Accepted: 12/26/2020] [Indexed: 12/22/2022] Open
Abstract
Leafy sweet potato is rich in total phenolics (TP) which play key roles in health protection, the chlorogenic acid (CGA) constitutes the major components of phenolic compounds in leafy sweet potato. Unfortunately, the mechanism of CGA biosynthesis in leafy sweet potato is unclear. To dissect the mechanisms of CGA biosynthesis, we performed transcriptome, small RNA (sRNA) and degradome sequencing of one low-CGA content and one high-CGA content genotype at two stages. A total of 2,333 common differentially expressed genes (DEGs) were identified, and the enriched DEGs were related to photosynthesis, starch and sucrose metabolism and phenylpropanoid biosynthesis. The functional genes, such as CCR, CCoAOMT and HCT in the CGA biosynthetic pathway were down-regulated, indicating that the way to lignin was altered, and two possible CGA biosynthetic routes were hypothesized. A total of 38 DE miRNAs were identified, and 1,799 targets were predicated for 38 DE miRNAs by using in silico approaches. The target genes were enriched in lignin and phenylpropanoid catabolic processes. Transcription factors (TFs) such as apetala2/ethylene response factor (AP2/ERF) and Squamosa promoter binding protein-like (SPL) predicated in silico were validated by degradome sequencing. Association analysis of the DE miRNAs and transcriptome datasets identified that miR156 family negatively targeted AP2/ERF and SPL. Six mRNAs and six miRNAs were validated by qRT-PCR, and the results showed that the expression levels of the mRNAs and miRNAs were consistent with the sequencing data. This study established comprehensive functional genomic resources for the CGA biosynthesis, and provided insights into the molecular mechanisms involving in this process. The results also enabled the first perceptions of the regulatory roles of mRNAs and miRNAs, and offered candidate genes for leafy sweet potato improvements.
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Affiliation(s)
- Yi Liu
- Engineering Research Centre of Ecology and Agricultural Use of Wetland, Ministry of Education/Hubei Collaborative Innovation Center for Grain Industry, Yangtze University, Jingzhou, China
- Food Crops Institute, Hubei Academy of Agricultural Sciences/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Wuhan, China
| | - Wenjin Su
- Food Crops Institute, Hubei Academy of Agricultural Sciences/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Wuhan, China
| | - Lianjun Wang
- Food Crops Institute, Hubei Academy of Agricultural Sciences/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Wuhan, China
| | - Jian Lei
- Food Crops Institute, Hubei Academy of Agricultural Sciences/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Wuhan, China
| | - Shasha Chai
- Food Crops Institute, Hubei Academy of Agricultural Sciences/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Wuhan, China
| | - Wenying Zhang
- Engineering Research Centre of Ecology and Agricultural Use of Wetland, Ministry of Education/Hubei Collaborative Innovation Center for Grain Industry, Yangtze University, Jingzhou, China
| | - Xinsun Yang
- Food Crops Institute, Hubei Academy of Agricultural Sciences/Hubei Engineering and Technology Research Centre of Sweet Potato/Hubei Key Laboratory of Food Crop Germplasm and Genetic Improvement, Wuhan, China
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