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Samsami H, Maali-Amiri R. Global insights into intermediate metabolites: Signaling, metabolic divergence and stress response modulation in plants. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2024; 213:108862. [PMID: 38917735 DOI: 10.1016/j.plaphy.2024.108862] [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: 01/18/2024] [Revised: 04/17/2024] [Accepted: 06/18/2024] [Indexed: 06/27/2024]
Abstract
Climate change-induced environmental stresses pose significant challenges to plant survival and agricultural productivity. In response, many plants undergo genetic reprogramming, resulting in profound alterations in metabolic pathways and the production of diverse secondary metabolites. As a critical molecular junction, intermediate metabolites by targeted intensification or suppression of subpathways channel cell resources into a multifaceted array of functions such as cell signals, photosynthesis, energy metabolism, ROS homeostasis, producing defensive and protective molecules, epigenetic regulation and stress memory, phytohormones biosynthesis and cell wall architecture under stress conditions. Unlike the well-established functions of end products, intermediate metabolites are context-dependent and produce enigmatic alternatives during stress. As key components of signal transduction pathways, intermediate metabolites with relay and integration of stress signals ensure responses to stress combinations. Investigating efficient metabolic network pathways and their role in regulating unpredictable paths from upstream to downstream levels can unlock their full potential to shape the future of agriculture and ensure global food security. Here, we summarized the activity of some intermediate metabolites, from the perception step to tolerance responses to stress factors.
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Affiliation(s)
- Hanna Samsami
- Department of Agronomy and Plant Breeding, College of Agriculture and Natural Resources, University of Tehran, Karaj, 31587-77871, Iran
| | - Reza Maali-Amiri
- Department of Agronomy and Plant Breeding, College of Agriculture and Natural Resources, University of Tehran, Karaj, 31587-77871, Iran.
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John Martin JJ, Song Y, Hou M, Zhou L, Liu X, Li X, Fu D, Li Q, Cao H, Li R. Multi-Omics Approaches in Oil Palm Research: A Comprehensive Review of Metabolomics, Proteomics, and Transcriptomics Based on Low-Temperature Stress. Int J Mol Sci 2024; 25:7695. [PMID: 39062936 PMCID: PMC11277459 DOI: 10.3390/ijms25147695] [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: 06/01/2024] [Revised: 07/05/2024] [Accepted: 07/10/2024] [Indexed: 07/28/2024] Open
Abstract
Oil palm (Elaeis guineensis Jacq.) is a typical tropical oil crop with a temperature of 26-28 °C, providing approximately 35% of the total world's vegetable oil. Growth and productivity are significantly affected by low-temperature stress, resulting in inhibited growth and substantial yield losses. To comprehend the intricate molecular mechanisms underlying the response and acclimation of oil palm under low-temperature stress, multi-omics approaches, including metabolomics, proteomics, and transcriptomics, have emerged as powerful tools. This comprehensive review aims to provide an in-depth analysis of recent advancements in multi-omics studies on oil palm under low-temperature stress, including the key findings from omics-based research, highlighting changes in metabolite profiles, protein expression, and gene transcription, as well as including the potential of integrating multi-omics data to reveal novel insights into the molecular networks and regulatory pathways involved in the response to low-temperature stress. This review also emphasizes the challenges and prospects of multi-omics approaches in oil palm research, providing a roadmap for future investigations. Overall, a better understanding of the molecular basis of the response of oil palm to low-temperature stress will facilitate the development of effective breeding and biotechnological strategies to improve the crop's resilience and productivity in changing climate scenarios.
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Affiliation(s)
- Jerome Jeyakumar John Martin
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
| | - Yuqiao Song
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
- School of Life Sciences, Henan University, Kaifeng 475001, China
| | - Mingming Hou
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
- School of Life Sciences, Henan University, Kaifeng 475001, China
| | - Lixia Zhou
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
| | - Xiaoyu Liu
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
| | - Xinyu Li
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
| | - Dengqiang Fu
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
| | - Qihong Li
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
| | - Hongxing Cao
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
| | - Rui Li
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (J.J.J.M.); (Y.S.); (M.H.); (L.Z.); (X.L.); (X.L.); (D.F.); (Q.L.)
- Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China
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Bittencourt CB, Carvalho da Silva TL, Rodrigues Neto JC, Leão AP, de Aquino Ribeiro JA, Maia ADHN, de Sousa CAF, Quirino BF, Souza Júnior MT. Molecular Interplay between Non-Host Resistance, Pathogens and Basal Immunity as a Background for Fatal Yellowing in Oil Palm ( Elaeis guineensis Jacq.) Plants. Int J Mol Sci 2023; 24:12918. [PMID: 37629099 PMCID: PMC10454536 DOI: 10.3390/ijms241612918] [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: 07/18/2023] [Revised: 08/08/2023] [Accepted: 08/13/2023] [Indexed: 08/27/2023] Open
Abstract
An oil palm (Elaeis guineensis Jacq.) bud rod disorder of unknown etiology, named Fatal Yellowing (FY) disease, is regarded as one of the top constraints with respect to the growth of the palm oil industry in Brazil. FY etiology has been a challenge embraced by several research groups in plant pathology throughout the last 50 years in Brazil, with no success in completing Koch's postulates. Most recently, the hypothesis of having an abiotic stressor as the initial cause of FY has gained ground, and oxygen deficiency (hypoxia) damaging the root system has become a candidate for stress. Here, a comprehensive, large-scale, single- and multi-omics integration analysis of the metabolome and transcriptome profiles on the leaves of oil palm plants contrasting in terms of FY symptomatology-asymptomatic and symptomatic-and collected in two distinct seasons-dry and rainy-is reported. The changes observed in the physicochemical attributes of the soil and the chemical attributes and metabolome profiles of the leaves did not allow the discrimination of plants which were asymptomatic or symptomatic for this disease, not even in the rainy season, when the soil became waterlogged. However, the multi-omics integration analysis of enzymes and metabolites differentially expressed in asymptomatic and/or symptomatic plants in the rainy season compared to the dry season allowed the identification of the metabolic pathways most affected by the changes in the environment, opening an opportunity for additional characterization of the role of hypoxia in FY symptom intensification. Finally, the initial analysis of a set of 56 proteins/genes differentially expressed in symptomatic plants compared to the asymptomatic ones, independent of the season, has presented pieces of evidence suggesting that breaks in the non-host resistance to non-adapted pathogens and the basal immunity to adapted pathogens, caused by the anaerobic conditions experienced by the plants, might be linked to the onset of this disease. This set of genes might offer the opportunity to develop biomarkers for selecting oil palm plants resistant to this disease and to help pave the way to employing strategies to keep the safety barriers raised and strong.
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Affiliation(s)
- Cleiton Barroso Bittencourt
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37203-202, MG, Brazil; (C.B.B.); (T.L.C.d.S.)
| | | | - Jorge Cândido Rodrigues Neto
- The Brazilian Agricultural Research Corporation, Embrapa Agroenergy, Brasília 70770-901, DF, Brazil; (J.C.R.N.); (A.P.L.); (J.A.d.A.R.); (B.F.Q.)
| | - André Pereira Leão
- The Brazilian Agricultural Research Corporation, Embrapa Agroenergy, Brasília 70770-901, DF, Brazil; (J.C.R.N.); (A.P.L.); (J.A.d.A.R.); (B.F.Q.)
| | - José Antônio de Aquino Ribeiro
- The Brazilian Agricultural Research Corporation, Embrapa Agroenergy, Brasília 70770-901, DF, Brazil; (J.C.R.N.); (A.P.L.); (J.A.d.A.R.); (B.F.Q.)
| | | | | | - Betania Ferraz Quirino
- The Brazilian Agricultural Research Corporation, Embrapa Agroenergy, Brasília 70770-901, DF, Brazil; (J.C.R.N.); (A.P.L.); (J.A.d.A.R.); (B.F.Q.)
| | - Manoel Teixeira Souza Júnior
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37203-202, MG, Brazil; (C.B.B.); (T.L.C.d.S.)
- The Brazilian Agricultural Research Corporation, Embrapa Agroenergy, Brasília 70770-901, DF, Brazil; (J.C.R.N.); (A.P.L.); (J.A.d.A.R.); (B.F.Q.)
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Jurado-Mañogil C, Barba-Espín G, Hernández JA, Diaz-Vivancos P. Comparative metabolomic analysis between tomato and halophyte plants under intercropping conditions. PHYSIOLOGIA PLANTARUM 2023; 175:e13971. [PMID: 37616015 DOI: 10.1111/ppl.13971] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/02/2023] [Revised: 06/19/2023] [Accepted: 06/26/2023] [Indexed: 08/25/2023]
Abstract
Halophyte-based intercropping appears nowadays as a valuable approach in soil remediation and agriculture. In this work, intercropping between the halophyte Arthrocaulon macrostachyum and tomato (Solanum lycopersicum var. Sargento) was studied in both plant species using comparative mass spectrometry-based metabolomics coupled to metabolic pathway predictions. A significant number of changes in metabolites was observed in the halophyte. In terms of alteration of specific metabolic pathways, intercropping conditions stimulated sugar and starch metabolisms in tomato, whereas in the halophyte, intercropping mainly altered amino acid-related pathways. In addition, arginine and proline metabolism were commonly affected in both tomato and halophyte plants. Moreover, metabolomic changes were associated with physiological alterations in tomato. In this sense, mild oxidative stress was induced in intercropped tomato plants, which, in turn, could trigger signaling events leading to plant adjustment to intercropping conditions. This study represents the first approach toward understanding intercropping interactions at the metabolome level and its effect on plant physiology, opening up prospects for further characterization of this crop cultivation strategy.
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Li J, Liu W, Lian Y, Shi R, Wang Q, Zeb A. Single and combined toxicity of polystyrene nanoplastics and arsenic on submerged plant Myriophyllum verticillatum L. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2023; 194:513-523. [PMID: 36516538 DOI: 10.1016/j.plaphy.2022.12.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Revised: 11/30/2022] [Accepted: 12/09/2022] [Indexed: 06/17/2023]
Abstract
The contamination of nanoplastics (NPs) and heavy metals (HM) in water bodies has caused widespread concern, while their effects on submerged plants are poorly reported. Polystyrene nanoplastics (PSNPs) and arsenic (As) were used to assess their toxicity on Myriophyllum verticillatum L. via the orthogonal experiments. PSNPs significantly reduced the accumulation of As (17.24%-66.67%) in plant. Single As and high As-PSNPs treatments significantly inhibited plant growth, with a maximum reduction of 70.09% in the growth rate. The mineral nutrient content was significantly affected by PSNPs and As treatments. The antioxidant system was significantly inhibited, which was more pronounced in the roots. Similar findings were observed for soluble protein and soluble sugar. Some organic acids and amino acids showed down-regulation at high concentrations of As, leading to a decrease in the content of the mineral element and down-regulation of antioxidant enzyme synthesis. Furthermore, PSNPs could alleviate As toxicity under 0.1 mg/L As treatment but exacerbate As toxicity at 1 mg/L As dose. This study has important implications for the study of submerged plants exposed to co-contamination of microplastics and heavy metals, as well as the possible ecological risk assessment in freshwater.
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Affiliation(s)
- Jiantao Li
- MOE Key Laboratory of Pollution Processes and Environmental Criteria / Tianjin Key Laboratory of Urban Ecology Environmental Remediation and Pollution Control, College of Environmental Science and Engineering, Nankai University, Tianjin, 300350, PR China
| | - Weitao Liu
- MOE Key Laboratory of Pollution Processes and Environmental Criteria / Tianjin Key Laboratory of Urban Ecology Environmental Remediation and Pollution Control, College of Environmental Science and Engineering, Nankai University, Tianjin, 300350, PR China.
| | - Yuhang Lian
- MOE Key Laboratory of Pollution Processes and Environmental Criteria / Tianjin Key Laboratory of Urban Ecology Environmental Remediation and Pollution Control, College of Environmental Science and Engineering, Nankai University, Tianjin, 300350, PR China
| | - Ruiying Shi
- MOE Key Laboratory of Pollution Processes and Environmental Criteria / Tianjin Key Laboratory of Urban Ecology Environmental Remediation and Pollution Control, College of Environmental Science and Engineering, Nankai University, Tianjin, 300350, PR China
| | - Qi Wang
- MOE Key Laboratory of Pollution Processes and Environmental Criteria / Tianjin Key Laboratory of Urban Ecology Environmental Remediation and Pollution Control, College of Environmental Science and Engineering, Nankai University, Tianjin, 300350, PR China
| | - Aurang Zeb
- MOE Key Laboratory of Pollution Processes and Environmental Criteria / Tianjin Key Laboratory of Urban Ecology Environmental Remediation and Pollution Control, College of Environmental Science and Engineering, Nankai University, Tianjin, 300350, PR China
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Leão AP, Bittencourt CB, Carvalho da Silva TL, Rodrigues Neto JC, Braga ÍDO, Vieira LR, de Aquino Ribeiro JA, Abdelnur PV, de Sousa CAF, Souza Júnior MT. Insights from a Multi-Omics Integration (MOI) Study in Oil Palm ( Elaeis guineensis Jacq.) Response to Abiotic Stresses: Part Two-Drought. PLANTS (BASEL, SWITZERLAND) 2022; 11:plants11202786. [PMID: 36297811 PMCID: PMC9611107 DOI: 10.3390/plants11202786] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/05/2022] [Revised: 09/27/2022] [Accepted: 09/28/2022] [Indexed: 06/09/2023]
Abstract
Drought and salinity are two of the most severe abiotic stresses affecting agriculture worldwide and bear some similarities regarding the responses of plants to them. The first is also known as osmotic stress and shows similarities mainly with the osmotic effect, the first phase of salinity stress. Multi-Omics Integration (MOI) offers a new opportunity for the non-trivial challenge of unraveling the mechanisms behind multigenic traits, such as drought and salinity resistance. The current study carried out a comprehensive, large-scale, single-omics analysis (SOA) and MOI studies on the leaves of young oil palm plants submitted to water deprivation. After performing SOA, 1955 DE enzymes from transcriptomics analysis, 131 DE enzymes from proteomics analysis, and 269 DE metabolites underwent MOI analysis, revealing several pathways affected by this stress, with at least one DE molecule in all three omics platforms used. Moreover, the similarities and dissimilarities in the molecular response of those plants to those two abiotic stresses underwent mapping. Cysteine and methionine metabolism (map00270) was the most affected pathway in all scenarios evaluated. The correlation analysis revealed that 91.55% of those enzymes expressed under both stresses had similar qualitative profiles, corroborating the already known fact that plant responses to drought and salinity show several similarities. At last, the results shed light on some candidate genes for engineering crop species resilient to both abiotic stresses.
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Affiliation(s)
| | | | | | | | - Ítalo de Oliveira Braga
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37200-000, MG, Brazil
| | - Letícia Rios Vieira
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37200-000, MG, Brazil
| | | | | | | | - Manoel Teixeira Souza Júnior
- Embrapa Agroenergia, Brasília 70770-901, DF, Brazil
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37200-000, MG, Brazil
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Alhajhoj MR, Munir M, Sudhakar B, Ali-Dinar HM, Iqbal Z. Common and novel metabolic pathways related ESTs were upregulated in three date palm cultivars to ameliorate drought stress. Sci Rep 2022; 12:15027. [PMID: 36056140 PMCID: PMC9440037 DOI: 10.1038/s41598-022-19399-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 08/29/2022] [Indexed: 11/16/2022] Open
Abstract
Date palm is an important staple crop in Saudi Arabia, and about 400 different date palm cultivars grown here, only 50-60 of them are used commercially. The most popular and commercially consumed cultivars of these are Khalas, Reziz, and Sheshi, which are also widely cultivated across the country. Date palm is high water-demanding crop in oasis agriculture, with an inherent ability to tolerate drought stress. However, the mechanisms by which it tolerates drought stress, especially at the transcriptomic level, are still elusive. This study appraised the physiological and molecular response of three commercial date palm cultivars Khalas, Reziz, and Sheshi at two different field capacities (FC; 100% and 25%) levels. At 25% FC (drought stress), leaf relative water content, chlorophyll, photosynthesis, stomatal conductance, and transpiration were significantly reduced. However, leaf intercellular CO2 concentration and water use efficiency increased under drought stress. In comparison to cvs. Khalas and Reziz, date palm cv. Sheshi showed less tolerance to drought stress. A total of 1118 drought-responsive expressed sequence tags (ESTs) were sequenced, 345 from Khalas, 391 from Reziz, and 382 from Sheshi and subjected to functional characterization, gene ontology classification, KEGG pathways elucidation, and enzyme codes dissemination. Three date palm cultivars deployed a multivariate approach to ameliorate drought stress by leveraging common and indigenous molecular, cellular, biological, structural, transcriptional and reproductive mechanisms. Approximately 50% of the annotated ESTs were related to photosynthesis regulation, photosynthetic structure, signal transduction, auxin biosynthesis, osmoregulation, stomatal conductance, protein synthesis/turnover, active transport of solutes, and cell structure modulation. Along with the annotated ESTs, ca. 45% of ESTs were novel. Conclusively, the study provides novel clues and opens the myriads of genetic resources to understand the fine-tuned drought amelioration mechanisms in date palm.
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Affiliation(s)
- Mohammed Refdan Alhajhoj
- Department of Arid Land Agriculture, College of Agriculture and Food Sciences, King Faisal University, PO Box 31982, Al-Ahsa, Saudi Arabia
| | - Muhammad Munir
- Date Palm Research Center of Excellence, King Faisal University, PO Box 31982, Al-Ahsa, Saudi Arabia
| | - Balakrishnan Sudhakar
- Date Palm Research Center of Excellence, King Faisal University, PO Box 31982, Al-Ahsa, Saudi Arabia
| | - Hassan Muzzamil Ali-Dinar
- Date Palm Research Center of Excellence, King Faisal University, PO Box 31982, Al-Ahsa, Saudi Arabia
| | - Zafar Iqbal
- Central Laboratories, King Faisal University, PO Box 31982, Al-Ahsa, Saudi Arabia.
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Bittencourt CB, Carvalho da Silva TL, Rodrigues Neto JC, Vieira LR, Leão AP, de Aquino Ribeiro JA, Abdelnur PV, de Sousa CAF, Souza MT. Insights from a Multi-Omics Integration (MOI) Study in Oil Palm (Elaeis guineensis Jacq.) Response to Abiotic Stresses: Part One—Salinity. PLANTS 2022; 11:plants11131755. [PMID: 35807707 PMCID: PMC9269341 DOI: 10.3390/plants11131755] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/06/2022] [Revised: 06/24/2022] [Accepted: 06/27/2022] [Indexed: 12/13/2022]
Abstract
Oil palm (Elaeis guineensis Jacq.) is the number one source of consumed vegetable oil nowadays. It is cultivated in areas of tropical rainforest, where it meets its natural condition of high rainfall throughout the year. The palm oil industry faces criticism due to a series of practices that was considered not environmentally sustainable, and it finds itself under pressure to adopt new and innovative procedures to reverse this negative public perception. Cultivating this oilseed crop outside the rainforest zone is only possible using artificial irrigation. Close to 30% of the world’s irrigated agricultural lands also face problems due to salinity stress. Consequently, the research community must consider drought and salinity together when studying to empower breeding programs in order to develop superior genotypes adapted to those potential new areas for oil palm cultivation. Multi-Omics Integration (MOI) offers a new window of opportunity for the non-trivial challenge of unraveling the mechanisms behind multigenic traits, such as drought and salinity tolerance. The current study carried out a comprehensive, large-scale, single-omics analysis (SOA), and MOI study on the leaves of young oil palm plants submitted to very high salinity stress. Taken together, a total of 1239 proteins were positively regulated, and 1660 were negatively regulated in transcriptomics and proteomics analyses. Meanwhile, the metabolomics analysis revealed 37 metabolites that were upregulated and 92 that were downregulated. After performing SOA, 436 differentially expressed (DE) full-length transcripts, 74 DE proteins, and 19 DE metabolites underwent MOI analysis, revealing several pathways affected by this stress, with at least one DE molecule in all three omics platforms used. The Cysteine and methionine metabolism (map00270) and Glycolysis/Gluconeogenesis (map00010) pathways were the most affected ones, each one with 20 DE molecules.
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Affiliation(s)
- Cleiton Barroso Bittencourt
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37200-000, Brazil; (C.B.B.); (T.L.C.d.S.); (L.R.V.)
| | - Thalliton Luiz Carvalho da Silva
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37200-000, Brazil; (C.B.B.); (T.L.C.d.S.); (L.R.V.)
| | | | - Letícia Rios Vieira
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37200-000, Brazil; (C.B.B.); (T.L.C.d.S.); (L.R.V.)
| | - André Pereira Leão
- Embrapa Agroenergia, Brasília 70770-901, Brazil; (J.C.R.N.); (A.P.L.); (J.A.d.A.R.); (P.V.A.)
| | | | | | | | - Manoel Teixeira Souza
- Graduate Program of Plant Biotechnology, Federal University of Lavras, Lavras 37200-000, Brazil; (C.B.B.); (T.L.C.d.S.); (L.R.V.)
- Embrapa Agroenergia, Brasília 70770-901, Brazil; (J.C.R.N.); (A.P.L.); (J.A.d.A.R.); (P.V.A.)
- Correspondence: ; Tel.: +55-61-3448-3210
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