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Wang Y, Wang J, Guo H, Wu X, Hao M, Zhang R. Integrative transcriptome and metabolome analysis reveals the mechanism of exogenous melatonin alleviating drought stress in maize roots. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 199:107723. [PMID: 37163805 DOI: 10.1016/j.plaphy.2023.107723] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 03/15/2023] [Accepted: 04/25/2023] [Indexed: 05/12/2023]
Abstract
Melatonin (MT) is essential for plant development and drought adaptation. However, the molecular and metabolic mechanisms underlying MT-induced drought tolerance in maize roots remain largely unclear. Herein, we investigated the effects of MT on drought tolerance in maize roots using integrated transcriptomic and metabolomic analyses, and identified MT-induced genes and metabolites associated with drought resistance. Compared with the untreated control plants, MT application alleviated the deleterious effects of drought on roots, by decreasing the malondialdehyde level and increasing the solute potential, eventually promoting root growth. Transcriptome and metabolome analysis demonstrated that MT significantly upregulates the expression of genes related to flavonoid biosynthesis (PAL, C4H, 4CL, HCT, CHS, CHI, F3'5'H, and DFR), activates drought-responsive transcription factors (ERFs, NACs, MYBs, and bHLHs), and regulates hormone signaling-related genes, especially ethylene response factors (ERF4, ERF81, and ERF110). Moreover, MT increased the accumulation of flavonoid metabolites, particularly apigenin, luteolin, and quercetin, under drought-stress conditions. These findings were further supported by quantitative real-time polymerase chain reaction analysis and total flavonoid measurements. Altogether, our findings suggest that MT promotes maize root growth during drought by regulating flavonoid synthesis pathways, transcription factors, and plant hormone signals. This study provides new insights into the complex mechanisms by which MT enhances crop resistance to drought damage.
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Affiliation(s)
- Yifan Wang
- College of Agronomy, Northwest A&F University, Shaanxi, Yangling, 712100, China
| | - Jiarui Wang
- College of Agronomy, Northwest A&F University, Shaanxi, Yangling, 712100, China
| | - Haoxue Guo
- College of Agronomy, Northwest A&F University, Shaanxi, Yangling, 712100, China
| | - Xi Wu
- College of Agronomy, Northwest A&F University, Shaanxi, Yangling, 712100, China
| | - Miaoyi Hao
- College of Agronomy, Northwest A&F University, Shaanxi, Yangling, 712100, China
| | - Renhe Zhang
- College of Agronomy, Northwest A&F University, Shaanxi, Yangling, 712100, China.
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Berni R, Leclercq CC, Roux P, Hausman JF, Renaut J, Guerriero G. A molecular study of Italian ryegrass grown on Martian regolith simulant. THE SCIENCE OF THE TOTAL ENVIRONMENT 2023; 854:158774. [PMID: 36108852 DOI: 10.1016/j.scitotenv.2022.158774] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Revised: 09/10/2022] [Accepted: 09/10/2022] [Indexed: 06/15/2023]
Abstract
In the last decade, the exploration of deep space has become the objective of the national space programs of many countries. The International Space Exploration Coordination Group has set a roadmap whose long-range strategy envisions the expansion of human presence in the solar system to progress with exploration and knowledge and to accelerate innovation. Crewed missions to Mars could be envisaged by 2040. In this scenario, finding ways to use the local resources for the provision of food, construction materials, propellants, pharmaceuticals is needed. Plants are important resources for deep space manned missions because they produce phytochemicals of pharmaceutical relevance, are sources of food and provide oxygen which is crucial in bioregenerative life support systems. Growth analysis and plant biomass yield have been previously evaluated on Martian regolith simulants; however, molecular approaches employing gene expression analysis and proteomics are still missing. The present work aims at filling this gap by providing molecular data on a representative member of the Poaceae, Lolium multiflorum Lam., grown on potting soil and a Martian regolith simulant (MMS-1). The molecular data were complemented with optical microscopy of root/leaf tissues and physico-chemical analyses. The results show that the plants grew for 2 weeks on regolith simulants. The leaves were bent downwards and chlorotic, the roots developed a lacunar aerenchyma and small brownish deposits containing Fe were observed. Gene expression analysis and proteomics revealed changes in transcripts related to the phenylpropanoid pathway, stress response, primary metabolism and proteins involved in translation and DNA methylation. Additionally, the growth of plants slightly but significantly modified the pH of the regolith simulants. The results here presented constitute a useful resource to get a comprehensive understanding of the major factors impacting the growth of plants on MMS-1.
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Affiliation(s)
- Roberto Berni
- Luxembourg Institute of Science and Technology (LIST), Environmental Research and Innovation (ERIN) Department, L-4940 Hautcharage, Luxembourg
| | - Céline C Leclercq
- Luxembourg Institute of Science and Technology (LIST), Environmental Research and Innovation (ERIN) Department, L-4940 Hautcharage, Luxembourg
| | - Philippe Roux
- Gembloux Agro-Bio Tech, TERRA Teaching and Research Centre, University of Liège, B-5030 Gembloux, Belgium
| | - Jean-Francois Hausman
- Luxembourg Institute of Science and Technology (LIST), Environmental Research and Innovation (ERIN) Department, L-4940 Hautcharage, Luxembourg
| | - Jenny Renaut
- Luxembourg Institute of Science and Technology (LIST), Environmental Research and Innovation (ERIN) Department, L-4940 Hautcharage, Luxembourg
| | - Gea Guerriero
- Luxembourg Institute of Science and Technology (LIST), Environmental Research and Innovation (ERIN) Department, L-4940 Hautcharage, Luxembourg.
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Huang WT, Zheng ZC, Hua D, Chen XF, Zhang J, Chen HH, Ye X, Guo JX, Yang LT, Chen LS. Adaptive responses of carbon and nitrogen metabolisms to nitrogen-deficiency in Citrus sinensis seedlings. BMC PLANT BIOLOGY 2022; 22:370. [PMID: 35879653 PMCID: PMC9316421 DOI: 10.1186/s12870-022-03759-7] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Accepted: 07/11/2022] [Indexed: 06/15/2023]
Abstract
BACKGROUND In China, nitrogen (N)-deficiency often occurs in Citrus orchards, which is one of the main causes of yield loss and fruit quality decline. Little information is known about the adaptive responses of Citrus carbon (C) and N metabolisms to N-deficiency. Seedlings of 'Xuegan' (Citrus sinensis (L.) Osbeck) were supplied with nutrient solution at an N concentration of 0 (N-deficiency), 5, 10, 15 or 20 mM for 10 weeks. Thereafter, we examined the effects of N supply on the levels of C and N in roots, stems and leaves, and the levels of organic acids, nonstructural carbohydrates, NH4+-N, NO3--N, total soluble proteins, free amino acids (FAAs) and derivatives (FAADs), and the activities of key enzymes related to N assimilation and organic acid metabolism in roots and leaves. RESULTS N-deficiency elevated sucrose export from leaves to roots, C and N distributions in roots and C/N ratio in roots, stems and leaves, thus enhancing root dry weight/shoot dry weight ratio and N use efficiency. N-deficient leaves displayed decreased accumulation of starch and total nonstructural carbohydrates (TNC) and increased sucrose/starch ratio as well as a partitioning trend of assimilated C toward to sucrose, but N-deficient roots displayed elevated accumulation of starch and TNC and reduced sucrose/starch ratio as well as a partitioning trend of assimilated C toward to starch. N-deficiency reduced the concentrations of most FAADs and the ratios of total FAADs (TFAADs)/N in leaves and roots. N-deficiency reduced the demand for C skeleton precursors for amino acid biosynthesis, thus lowering TFAADs/C ratio in leaves and roots. N-deficiency increased (decreased) the relative amounts of C-rich (N-rich) FAADs, thus increasing the molar ratio of C/N in TFAADs in leaves and roots. CONCLUSIONS Our findings corroborated our hypothesis that C and N metabolisms displayed adaptive responses to N-deficiency in C. sinensis seedlings, and that some differences existed between roots and leaves in N-deficiency-induced alterations of and C and N metabolisms.
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Affiliation(s)
- Wei-Tao Huang
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Zhi-Chao Zheng
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Dan Hua
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Xu-Feng Chen
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Jiang Zhang
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Huan-Huan Chen
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Xin Ye
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Jiu-Xin Guo
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Lin-Tong Yang
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
| | - Li-Song Chen
- Department of Resources and Environment, College of Resources and Environment, Fujian Agriculture and Forestry University, 15 Shangxiadian Road, Cangshan District, Fuzhou, 350002 China
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Mauceri A, Aci MM, Toppino L, Panda S, Meir S, Mercati F, Araniti F, Lupini A, Panuccio MR, Rotino GL, Aharoni A, Abenavoli MR, Sunseri F. Uncovering Pathways Highly Correlated to NUE through a Combined Metabolomics and Transcriptomics Approach in Eggplant. PLANTS 2022; 11:plants11050700. [PMID: 35270170 PMCID: PMC8912549 DOI: 10.3390/plants11050700] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2022] [Revised: 02/27/2022] [Accepted: 03/02/2022] [Indexed: 12/01/2022]
Abstract
Nitrogen (N) fertilization is one of the main inputs to increase crop yield and food production. However, crops utilize only 30–40% of N applied; the remainder is leached into the soil, causing environmental and health damage. In this scenario, the improvement of nitrogen-use efficiency (NUE) will be an essential strategy for sustainable agriculture. Here, we compared two pairs of NUE-contrasting eggplant (Solanum melongena L.) genotypes, employing GC-MS and UPLC-qTOF-MS-based technologies to determine the differential profiles of primary and secondary metabolites in root and shoot tissues, under N starvation as well as at short- and long-term N-limiting resupply. Firstly, differences in the primary metabolism pathways of shoots related to alanine, aspartate and glutamate; starch, sucrose and glycine; serine and threonine; and in secondary metabolites biosynthesis were detected. An integrated analysis between differentially accumulated metabolites and expressed transcripts highlighted a key role of glycine accumulation and the related glyA transcript in the N-use-efficient genotypes to cope with N-limiting stress. Interestingly, a correlation between both sucrose synthase (SUS)- and fructokinase (scrK)-transcript abundances, as well as D-glucose and D-fructose accumulation, appeared useful to distinguish the N-use-efficient genotypes. Furthermore, increased levels of L-aspartate and L-asparagine in the N-use-efficient genotypes at short-term low-N exposure were detected. Granule-bound starch synthase (WAXY) and endoglucanase (E3.2.1.4) downregulation at long-term N stress was observed. Therefore, genes and metabolites related to these pathways could be exploited to improve NUE in eggplant.
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Affiliation(s)
- Antonio Mauceri
- Department Agraria, University Mediterranea of Reggio Calabria, 89122 Reggio Calabria, Italy; (M.M.A.); (A.L.); (M.R.P.); (F.S.)
- Correspondence: (A.M.); (M.R.A.)
| | - Meriem Miyassa Aci
- Department Agraria, University Mediterranea of Reggio Calabria, 89122 Reggio Calabria, Italy; (M.M.A.); (A.L.); (M.R.P.); (F.S.)
| | - Laura Toppino
- CREA—Research Centre for Genomics and Bioinformatics, 26836 Montanaso Lombardo, Italy; (L.T.); (G.L.R.)
| | - Sayantan Panda
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot 7610001, Israel; (S.P.); (S.M.); (A.A.)
| | - Sagit Meir
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot 7610001, Israel; (S.P.); (S.M.); (A.A.)
| | - Francesco Mercati
- Institute Bioscience and Bioresources—National Research Council CNR, 90129 Palermo, Italy;
| | - Fabrizio Araniti
- Department of Agricultural and Environmental Sciences—Production, Territory, Agroenergy, University of Milano, 20133 Milan, Italy;
| | - Antonio Lupini
- Department Agraria, University Mediterranea of Reggio Calabria, 89122 Reggio Calabria, Italy; (M.M.A.); (A.L.); (M.R.P.); (F.S.)
| | - Maria Rosaria Panuccio
- Department Agraria, University Mediterranea of Reggio Calabria, 89122 Reggio Calabria, Italy; (M.M.A.); (A.L.); (M.R.P.); (F.S.)
| | - Giuseppe Leonardo Rotino
- CREA—Research Centre for Genomics and Bioinformatics, 26836 Montanaso Lombardo, Italy; (L.T.); (G.L.R.)
| | - Asaph Aharoni
- Department of Plant and Environmental Sciences, Weizmann Institute of Science, Rehovot 7610001, Israel; (S.P.); (S.M.); (A.A.)
| | - Maria Rosa Abenavoli
- Department Agraria, University Mediterranea of Reggio Calabria, 89122 Reggio Calabria, Italy; (M.M.A.); (A.L.); (M.R.P.); (F.S.)
- Correspondence: (A.M.); (M.R.A.)
| | - Francesco Sunseri
- Department Agraria, University Mediterranea of Reggio Calabria, 89122 Reggio Calabria, Italy; (M.M.A.); (A.L.); (M.R.P.); (F.S.)
- Institute Bioscience and Bioresources—National Research Council CNR, 90129 Palermo, Italy;
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He L, Teng L, Tang X, Long W, Wang Z, Wu Y, Liao L. Agro-morphological and metabolomics analysis of low nitrogen stress response in Axonopus compressus. AOB PLANTS 2021; 13:plab022. [PMID: 34234932 PMCID: PMC8256886 DOI: 10.1093/aobpla/plab022] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Accepted: 04/28/2021] [Indexed: 05/14/2023]
Abstract
Axonopus compressus also known as carpet grass is a robust, stoloniferous grass that can grow in minimal fertilization and resists well to abiotic and biotic stresses including low nitrogen (LN) stress. This study aimed at characterizing the agro-morphological and metabolome responses to LN in carpet grass leaves. Under LN stress, carpet grass increased yellowness of leaves and root dry matter while reduced turf quality and shoot dry weight. The metabolome comparison between samples from optimum and LN conditions indicated 304 differentially accumulated metabolites (DAMs), which could be classified into 12 major and 31 subclasses. The results revealed that the leaf tissues accumulated more anthocyanins and other flavonoid metabolites under LN stress. Conversely, amino acids, nucleic acids and their derivatives were reduced in response to LN stress. The overall evaluation of individual metabolites and pathways, and previous studies on metabolomes indicated that carpet grass reduced its energy consumption in leaves and increased the level of organic acid metabolism and secondary metabolism in order to resist LN stress conditions.
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Affiliation(s)
- Li He
- College of Life Science, Jinggangshan University, Ji’an, Jiangxi 343009, China
| | - Li Teng
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
| | - Xiaomin Tang
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
| | - Wanwan Long
- College of Life Science, Jinggangshan University, Ji’an, Jiangxi 343009, China
| | - Zhiyong Wang
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
| | - Yang Wu
- College of Life Science, Jinggangshan University, Ji’an, Jiangxi 343009, China
| | - Li Liao
- Key Laboratory of Genetics and Germplasm Innovation of Tropical Special Forest Trees and Ornamental Plants, Ministry of Education, College of Forestry, Hainan University, Haikou, Hainan 570228, China
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Sun X, Guo Z, Jiang Y, Qin L, Shi Z, Dong L, Xiong L, Yuan R, Deng W, Wu H, Liu Q, Xie F, Chen Y. Differential Metabolomic Responses of Kentucky Bluegrass Cultivars to Low Nitrogen Stress. FRONTIERS IN PLANT SCIENCE 2021; 12:808772. [PMID: 35154204 PMCID: PMC8831703 DOI: 10.3389/fpls.2021.808772] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 12/09/2021] [Indexed: 05/12/2023]
Abstract
Kentucky bluegrass (Poa pratensis L.) is a cool-season turfgrass species that responds strongly to nitrogen (N), but the metabolomic responses of this grass species to N supply is unknown. The N-tolerant cultivar Bluemoon and N-sensitive cultivar Balin were exposed to normal N (15 mM) and low N (0.5 mM) for 21 days for identification of differentially expressed metabolites (DEMs) between normal N and low N treatments. Balin had more reductions of chlorophyll and total soluble protein concentrations and a higher accumulation of superoxide radicals under low N stress. A total of 99 known DEMs were identified in either cultivar or both including 22 amino acids and derivatives, 16 carbohydrates, 29 organic acids, and 32 other metabolites. In Bluemoon, β-alanine metabolism was most enriched, followed by alanine, aspartate, and glutamate metabolism, biosynthesis of valine, leucine, and isoleucine biosynthesis, and glycine, serine, and threonine metabolism. In Balin, alanine, aspartate, and glutamate metabolism were most enriched, followed by the tricarboxylic acid (TCA), glyoxylate and decarbohydrate metabolism, and carbon fixation. Bluemoon generally maintained higher TCA cycle capacity and had more downregulated amino acids, while changes in more organic acids occurred in Balin under low N stress. Some metabolite changes by low-N stress were cultivar-specific. The results suggested that regulation of metabolites related to energy production or energy saving could contribute to low N tolerance in Kentucky bluegrass.
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Affiliation(s)
- Xiaoyang Sun
- College of Animal Science and Technology, Northeast Agricultural University, Harbin, China
| | - Zhixin Guo
- College of Horticulture, Northeast Agricultural University, Harbin, China
| | - Yiwei Jiang
- Department of Agronomy, Purdue University, West Lafayette, IN, United States
| | - Ligang Qin
- College of Animal Science and Technology, Northeast Agricultural University, Harbin, China
| | - Zhenjie Shi
- College of Horticulture, Northeast Agricultural University, Harbin, China
- College of Horticulture, Nanjing Agricultural University, Nanjing, China
| | - Lili Dong
- College of Horticulture, Northeast Agricultural University, Harbin, China
| | - Liangbing Xiong
- College of Horticulture, Northeast Agricultural University, Harbin, China
| | - Runli Yuan
- College of Horticulture, Northeast Agricultural University, Harbin, China
| | - Wenjing Deng
- College of Horticulture, Northeast Agricultural University, Harbin, China
| | - Hanfu Wu
- College of Horticulture, Northeast Agricultural University, Harbin, China
| | - Qingqing Liu
- College of Horticulture, Northeast Agricultural University, Harbin, China
| | - Fuchun Xie
- College of Animal Science and Technology, Northeast Agricultural University, Harbin, China
- Fuchun Xie,
| | - Yajun Chen
- College of Animal Science and Technology, Northeast Agricultural University, Harbin, China
- College of Horticulture, Northeast Agricultural University, Harbin, China
- *Correspondence: Yajun Chen,
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