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Durney C, Boussageon R, El-Mjiyad N, Wipf D, Courty PE. Arbuscular mycorrhizal symbiosis with Rhizophagus irregularis DAOM197198 modifies the root transcriptome of walnut trees. MYCORRHIZA 2024; 34:341-350. [PMID: 38801470 DOI: 10.1007/s00572-024-01152-w] [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: 03/25/2024] [Accepted: 05/08/2024] [Indexed: 05/29/2024]
Abstract
Walnut trees are cultivated and exploited worldwide for commercial timber and nut production. They are heterografted plants, with the rootstock selected to grow in different soil types and conditions and to provide the best anchorage, vigor, and resistance or tolerance to soil borne pests and diseases. However, no individual rootstock is tolerant of all factors that impact walnut production. In Europe, Juglans regia is mainly used as a rootstock. Like most terrestrial plants, walnut trees form arbuscular mycorrhizal symbioses, improving water and nutrient uptake and providing additional ecosystem services. Effects of arbuscular mycorrhizal symbiosis on root gene regulation, however, has never been assessed. We analyzed the response of one rootstock of J. regia to colonization by the arbuscular mycorrhizal fungus Rhizophagus irregularis DAOM197198. Plant growth as well as the nitrogen and phosphorus concentrations in roots and shoots were significantly increased in mycorrhizal plants versus non-colonized plants. In addition, we have shown that 1,549 genes were differentially expressed, with 832 and 717 genes up- and down-regulated, respectively. The analysis also revealed that some rootstock genes involved in plant nutrition through the mycorrhizal pathway, are regulated similarly as in other mycorrhizal woody species: Vitis vinifera and Populus trichocarpa. In addition, an enrichment analysis performed on GO and KEGG pathways revealed some regulation specific to J. regia (i.e., the juglone pathway). This analysis reinforces the role of arbuscular mycorrhizal symbiosis on root gene regulation and on the need to finely study the effects of diverse arbuscular mycorrhizal fungi on root gene regulation, but also of the scion on the functioning of an arbuscular mycorrhizal fungus in heterografted plants such as walnut tree.
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Affiliation(s)
- Célien Durney
- Agroécologie INRAE, Institut Agro, Univ. Bourgogne Franche-Comté, F-21000, Dijon, France
| | - Raphael Boussageon
- Plant-Soil Interactions, Department of Agroecology and Environment, Agroscope, Zurich, Switzerland
| | - Noureddine El-Mjiyad
- Agroécologie INRAE, Institut Agro, Univ. Bourgogne Franche-Comté, F-21000, Dijon, France
| | - Daniel Wipf
- Agroécologie INRAE, Institut Agro, Univ. Bourgogne Franche-Comté, F-21000, Dijon, France
| | - Pierre-Emmanuel Courty
- Agroécologie INRAE, Institut Agro, Univ. Bourgogne Franche-Comté, F-21000, Dijon, France.
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Abbattista R, Feinberg NG, Snodgrass IF, Newman JW, Dandekar AM. Unveiling the "hidden quality" of the walnut pellicle: a precious source of bioactive lipids. FRONTIERS IN PLANT SCIENCE 2024; 15:1395543. [PMID: 38957599 PMCID: PMC11217525 DOI: 10.3389/fpls.2024.1395543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/04/2024] [Accepted: 05/30/2024] [Indexed: 07/04/2024]
Abstract
Tree nut consumption has been widely associated with various health benefits, with walnuts, in particular, being linked with improved cardiovascular and neurological health. These benefits have been attributed to walnuts' vast array of phenolic antioxidants and abundant polyunsaturated fatty acids. However, recent studies have revealed unexpected clinical outcomes related to walnut consumption, which cannot be explained simply with the aforementioned molecular hallmarks. With the goal of discovering potential molecular sources of these unexplained clinical outcomes, an exploratory untargeted metabolomics analysis of the isolated walnut pellicle was conducted. This analysis revealed a myriad of unusual lipids, including oxylipins and endocannabinoids. These lipid classes, which are likely present in the pellicle to enhance the seeds' defenses due to their antimicrobial properties, also have known potent bioactivities as mammalian signaling molecules and homeostatic regulators. Given the potential value of this tissue for human health, with respect to its "bioactive" lipid fraction, we sought to quantify the amounts of these compounds in pellicle-enriched waste by-products of mechanized walnut processing in California. An impressive repertoire of these compounds was revealed in these matrices, and in notably significant concentrations. This discovery establishes these low-value agriculture wastes promising candidates for valorization and translation into high-value, health-promoting products; as these molecules represent a potential explanation for the unexpected clinical outcomes of walnut consumption. This "hidden quality" of the walnut pellicle may encourage further consumption of walnuts, and walnut industries may benefit from a revaluation of abundant pellicle-enriched waste streams, leading to increased sustainability and profitability through waste upcycling.
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Affiliation(s)
- Ramona Abbattista
- Department of Plant Sciences, University of California, Davis, Davis, CA, United States
| | - Noah G. Feinberg
- Department of Plant Sciences, University of California, Davis, Davis, CA, United States
| | - Isabel F. Snodgrass
- West Coast Metabolomics Center, Genome Center, University of California, Davis, Davis, CA, United States
| | - John W. Newman
- Western Human Nutrition Research Center, United States Department of Agriculture, Davis, CA, United States
- West Coast Metabolomics Center, Genome Center, University of California, Davis, Davis, CA, United States
- Department of Nutrition, University of California, Davis, Davis, CA, United States
| | - Abhaya M. Dandekar
- Department of Plant Sciences, University of California, Davis, Davis, CA, United States
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Zhang D, Ye N, Li M, Dai G, Ma Y, Wang Y, Liu C, Ma H. Walnut green husk extract enhances the effect of chlorine dioxide on kernel quality and antioxidant properties of fresh-eating walnuts during their shelf life. Food Chem 2023; 428:136797. [PMID: 37418879 DOI: 10.1016/j.foodchem.2023.136797] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2023] [Revised: 06/30/2023] [Accepted: 07/01/2023] [Indexed: 07/09/2023]
Abstract
Fresh-eating walnuts are perishable and become mildewed during shelf life, limiting their sales span. The effects of chlorine dioxide (ClO2) alone and its combination with walnut green husk extract (WGHE) on shelf stored fresh walnuts were investigated to develop a pollution-free preservative for the produce. The initial development of mildew incidence was delayed by both treatments under 25 °C, whereas, WGHE + ClO2 acted more effectively than ClO2 under 5 °C. The WGHE + ClO2 treatment presented superior effects on improving moisture, soluble sugar and total phenol content, alleviating loss of oil and unsaturated fatty acid and delaying peroxide value increase of walnut kernels at both temperatures. Both treatments inhibited the activities of three lipolytic enzymes and two oxidases at 25 °C and 5 °C, WGHE + ClO2 acted more effectively at 5 °C. The results guide the combined application of WGHE with ClO2 on shelf preservation of fresh walnut.
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Affiliation(s)
- Dongli Zhang
- College of Life Science, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Niu Ye
- College of Life Science, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Mingrui Li
- College of Life Science, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Guoli Dai
- College of Life Science, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Yanping Ma
- College of Forestry, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Yifan Wang
- College of Life Science, Northwest A&F University, Yangling, Shaanxi 712100, China
| | - Chaobin Liu
- College of Forestry, Northwest A&F University, Yangling, Shaanxi 712100, China.
| | - Huiling Ma
- College of Life Science, Northwest A&F University, Yangling, Shaanxi 712100, China.
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Liang M, Zhang X, Dong Q, Li H, Guo S, Luan H, Jia P, Yang M, Qi G. Metabolomics and Transcriptomics Provide Insights into Lipid Biosynthesis in the Embryos of Walnut ( Juglans regia L.). PLANTS (BASEL, SWITZERLAND) 2023; 12:538. [PMID: 36771622 PMCID: PMC9921657 DOI: 10.3390/plants12030538] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Revised: 12/31/2022] [Accepted: 01/05/2023] [Indexed: 06/18/2023]
Abstract
Walnut (Juglans regia L.) is an important woody oilseed tree species due to its commercial value. However, the regulation mechanism of walnut oil accumulation is still poorly understood, which restricted the breeding and genetic improvement of high-quality oil-bearing walnuts. In order to explore the metabolic mechanism that regulates the synthesis of walnut oil, we used transcriptome sequencing technology and metabolome technology to comprehensively analyze the key genes and metabolites involved in oil synthesis of the walnut embryo at 60, 90, and 120 days after pollination (DAP). The results showed that the oil and protein contents increased gradually during fruit development, comprising 69.61% and 18.32% of the fruit, respectively, during ripening. Conversely, the contents of soluble sugar and starch decreased gradually during fruit development, comprising 2.14% and 0.84%, respectively, during ripening. Transcriptome sequencing generated 40,631 unigenes across 9 cDNA libraries. We identified 51 and 25 candidate unigenes related to the biosynthesis of fatty acid and the biosynthesis of triacylglycerol (TAG), respectively. The expression levels of the genes encoding Acetyl-CoA carboxylase (ACCase), long-chain acyl-CoA synthetases (LACS), 3-oxoacyl-ACP synthase II (KASII), and glycerol-3-phosphate acyl transfer (GPAT) were upregulated at 60 DAP relative to the levels at 90 and 120 DAP, while the stearoyl-ACP-desaturase (SAD) and fatty acid desaturase 2 (FAD2) genes were highly abundantly expressed during all walnut developmental periods. We found that ABSCISIC ACID INSENSEITIVE3 (ABI3), WRINKLEDl (WRI1), LEAFY COTYLEDON1 (LEC1), and FUSCA3 (FUS3) may be key transcription factors involved in lipid synthesis. Additionally, the metabolomics analysis detected 706 metabolites derived from 18 samples, among which, 4 are implicated in the TAG synthesis, 2 in the glycolysis pathway, and 5 in the tricarboxylic acid cycle (TCA cycle) pathway. The combined analysis of the related genes and metabolites in TAG synthesis showed that phospholipid:diacylglycerol acyltransferase (PDAT) genes were highly abundantly expressed across walnut fruit developmental periods, and their downstream metabolite TAG gradually accumulated with the progression of fruit development. The FAD2 gene showed consistently higher expression during fruit development, and its downstream metabolites 18:2-PC and 18:3-PC gradually accumulated. The ACCase, LACS, SAD, FAD2, and PDAT genes may be crucial genes required for walnut oil synthesis. Our data will enrich public databases and provide new insights into functional genes related to lipid metabolism in walnut.
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Affiliation(s)
- Manman Liang
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
| | - Xuemei Zhang
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
- Technology Innovation Center of Hebei Province, Xingtai 054000, China
- Institute of Walnut Industry Technology of Hebei Province (Xingtai), Lincheng 054300, China
| | - Qinglong Dong
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
- Technology Innovation Center of Hebei Province, Xingtai 054000, China
- Institute of Walnut Industry Technology of Hebei Province (Xingtai), Lincheng 054300, China
| | - Han Li
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
- Technology Innovation Center of Hebei Province, Xingtai 054000, China
- Institute of Walnut Industry Technology of Hebei Province (Xingtai), Lincheng 054300, China
| | - Suping Guo
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
- Technology Innovation Center of Hebei Province, Xingtai 054000, China
- Institute of Walnut Industry Technology of Hebei Province (Xingtai), Lincheng 054300, China
| | - Haoan Luan
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
- Technology Innovation Center of Hebei Province, Xingtai 054000, China
- Institute of Walnut Industry Technology of Hebei Province (Xingtai), Lincheng 054300, China
| | - Peng Jia
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
- Technology Innovation Center of Hebei Province, Xingtai 054000, China
- Institute of Walnut Industry Technology of Hebei Province (Xingtai), Lincheng 054300, China
| | - Minsheng Yang
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
| | - Guohui Qi
- College of Forestry, Hebei Agricultural University, Baoding 071001, China
- Technology Innovation Center of Hebei Province, Xingtai 054000, China
- Institute of Walnut Industry Technology of Hebei Province (Xingtai), Lincheng 054300, China
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Song H, Cong Z, Wang C, He M, Liu C, Gao P. Research progress on Walnut oil: Bioactive compounds, health benefits, extraction methods, and medicinal uses. J Food Biochem 2022; 46:e14504. [PMID: 36369998 DOI: 10.1111/jfbc.14504] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 10/21/2022] [Accepted: 10/25/2022] [Indexed: 11/13/2022]
Abstract
Walnut oil is extracted from walnut kernels (Juglans regia Linne) or iron walnut kernels (Juhlans sigillata Dode). The percentage of oil in walnuts is 52%-70%. The main constituents in oil are fatty acids, phenols, sterols, squalene, melatonin, vitamins, and minerals. Many extraction methods such as supercritical carbon dioxide extraction, maceration, modified "bligh and dyer extraction," aqueous enzymatic extraction, ultrasonic extraction, soxhlet extraction, and cold-press extraction methods are reported in the literature. Walnut oil showed anti-inflammatory, antitumor, antioxidant, immunomodulatory, neuroprotective, cardioprotective, antidiabetic, and antihyperlipidemic activities. The reported data in the literature suggest that walnut oil has many health benefits. This review summarizes the extraction methods, bioactive constituents, health benefits, and pharmacological actions of walnut oil. PRACTICAL APPLICATIONS: Walnut oil is a natural vegetable oil of significant importance due to their nutritional, and intelligence-boosting benefits. Several factors, including the processing parameters and the phytochemical profile, affect walnut oil products' flavor and color. In addition, storage environment of walnut oil can also affect walnut oil quality. Apart from the predominant ingredient fatty acids, the chemical composition of walnut oil comprises phenols, sterols, squalene, melatonin, vitamins, and minerals. These bioactive compounds are of potential value owing to their health-promoting benefits, including antioxidant, antitumor, and cholesterol-lowering effects. Many chemical constituents were isolated from walnut oil; however, all the compounds are not explored for their possible medicinal value. Thus, clinical studies, exploration of the therapeutic potential and the molecular mechanisms of all the compounds, and development of convenient dosage forms either for therapeutic or functional food purposes are warranted.
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Affiliation(s)
- Huaying Song
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Zhufeng Cong
- Shandong Institute of Cancer Prevention and Treatment, Jinan, China
| | - Changlin Wang
- College of Traditional Chinese Medicine, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Mengyuan He
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Congying Liu
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
| | - Peng Gao
- College of Pharmacy, Shandong University of Traditional Chinese Medicine, Jinan, China
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6
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Shi W, Zhang D, Ma Z. Transcriptome Analysis of Genes Involved in Fatty Acid and Lipid Biosynthesis in Developing Walnut ( Juglans regia L.) Seed Kernels from Qinghai Plateau. PLANTS (BASEL, SWITZERLAND) 2022; 11:3207. [PMID: 36501246 PMCID: PMC9737478 DOI: 10.3390/plants11233207] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Revised: 11/13/2022] [Accepted: 11/20/2022] [Indexed: 06/17/2023]
Abstract
Walnut (Juglans regia) is an important woody oil-bearing plant with high nutritional value. For better understanding of the underlying molecular mechanisms of its oil accumulation in the Qinghai Plateau, in this study we monitored walnut fruit development, and 15 cDNA libraries were constructed from walnut seed kernels collected at 72, 79, 93, 118 and 135 days after flowering (DAF). The candidate genes were identified using sequencing and expression analysis. The results showed that the oil content in the kernels increased dramatically in late July and reached the maximum value of 69% in mature seed. More than 90% of the oils were unsaturated fatty acids (UFAs) and linoleic acid (18:2) was the predominant UFA accumulated in mature seed. Differentially expressed genes (DEGs) in 15 KEGG pathways of lipid metabolism were detected. We identified 119 DEGs related to FA de novo biosynthesis (38 DEGs), FA elongation and desaturation (39 DEGs), triacylglycerol (TAG) assembly (24 DEGs), oil bodies (12 DEGs), and transcription factors (TFs, 6 DEGs). The abundantly expressed oleosins, caleosins and steroleosins may be important for timely energy reserve in oil bodies. Weighted gene coexpression network analysis (WGCNA) showed that AP2/ERF and bHLH were the key TFs, and were co-expressed with ACC1, α-CT, BCCP, MAT, KASII, LACS, FATA, and PDCT. Our transcriptome data will enrich public databases and provide new insights into functional genes related to the seed kernel lipid metabolism and oil accumulation in J. regia.
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Kang MJ, Suh JH. Metabolomics as a tool to evaluate nut quality and safety. Trends Food Sci Technol 2022. [DOI: 10.1016/j.tifs.2022.11.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
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Cao N, Li X, Zhang W, Wang Q, Liang Y, Zhou F, Xiao X. Research progress of signaling pathways of the natural substances intervene dyslipidemia (Review). Exp Ther Med 2022; 24:494. [PMID: 35813312 PMCID: PMC9257764 DOI: 10.3892/etm.2022.11421] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Accepted: 05/25/2022] [Indexed: 11/27/2022] Open
Abstract
Dyslipidemia is an umbrella term for a range of lipid metabolic disorders in the body. This condition has been widely reported to greatly increase the risk of cardiovascular diseases, threatening human health. In recent years, advances in molecular biology have deepened understanding of the dyslipidemia-related signaling pathways and specific mechanisms underlying dyslipidemia. Signaling pathways possess the ability to transmit an extracellular signal to the inside of the cell, leading to specific biological effects. Lipid metabolism disorders and lipid levels in the blood are frequently affected by aberrant alterations in the dyslipidemia-related signaling pathways. Therefore, further investigations into these pathways are required for the prevention and treatment of dyslipidemia. The present review summarizes the characteristics of six dyslipidemia-associated signaling pathways: Peroxisome proliferator-activated receptor, adenosine monophosphate-activated protein kinase, farnesoid X receptor, forkhead box O, adipocytokine and cyclic adenosine monophosphate signaling pathways. In particular, specific focus was placed on previous experimental studies and reports on the intervention effects of natural substances (compounds from animals, plants, marine organisms and microorganisms) on dyslipidemia.
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Affiliation(s)
- Ningning Cao
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Jinghai, Tianjin 301617, P.R. China
| | - Xiaoxuan Li
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Jinghai, Tianjin 301617, P.R. China
| | - Wanjing Zhang
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Jinghai, Tianjin 301617, P.R. China
| | - Qingguo Wang
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Jinghai, Tianjin 301617, P.R. China
| | - Yujuan Liang
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Jinghai, Tianjin 301617, P.R. China
| | - Fujun Zhou
- State Key Laboratory of Drug Delivery Technology and Pharmacokinetics, Binhai, Tianjin 300301, P.R. China
| | - Xuefeng Xiao
- School of Chinese Materia Medica, Tianjin University of Traditional Chinese Medicine, Jinghai, Tianjin 301617, P.R. China
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Zheng J, Yang C, Zheng X, Yan S, Qu F, Zhao J, Pei Y. Lipidomic, Transcriptomic, and BSA-660K Single Nucleotide Polymorphisms Profiling Reveal Characteristics of the Cuticular Wax in Wheat. FRONTIERS IN PLANT SCIENCE 2021; 12:794878. [PMID: 34899814 PMCID: PMC8652291 DOI: 10.3389/fpls.2021.794878] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 10/26/2021] [Indexed: 05/15/2023]
Abstract
Plant epidermal wax helps protect plants from adverse environmental conditions, maintains the function of tissues and organs, and ensures normal plant development. However, the constituents of epidermal wax and the regulatory mechanism of their biosynthesis in wheat have not been fully understood. Wheat varieties with different wax content, Jinmai47 and Jinmai84, were selected to comparatively analyze their waxy components and genetic characteristics, using a combination of lipidomic, transcriptomic, and BSA-Wheat 660K chip analysis. Through lipidomic analysis, 1287 lipid molecules were identified representing 31 lipid subclasses. Among these, Diacylglycerols (DG), (O-acyl)-ω-hydroxy fatty acids (OAHFA), wax ester (WE), Triacylglycerols (TG), and Monoradylglycerols (MG) accounted for 96.4% of the total lipids in Jinmai84 and 94.5% in Jinmai47. DG, OAHFA, and WE were higher in Jinmai84 than in Jinmai47 with the content of OAHFA 2.88-fold greater and DG 1.66-fold greater. Transcriptome sequence and bioinformatics analysis revealed 63 differentially expressed genes related to wax biosynthesis. Differentially expressed genes (DEGs) were found to be involved with the OAHFA, DG, and MG of synthesis pathways, which enriched the wax metabolism pathway. Non-glaucous and glaucous bulks from a mapping population were used to identify single nucleotide polymorphisms (SNP) via 660K chip analysis. Two loci centered on chromosomes 2D and 4B were detected and the locus on 4B is likely novel. These data improve understanding of complex lipid metabolism for cuticular wax biosynthesis in wheat and lay the foundation for future detailed investigation of mechanisms regulating wax metabolism.
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Affiliation(s)
- Jun Zheng
- State Key Laboratory of Sustainable Dryland Agriculture, Institute of Wheat Research, Shanxi Agricultural University, Linfen, China
- College of Life Science, Shanxi University, Taiyuan, China
| | - Chenkang Yang
- College of Life Science, Shanxi University, Taiyuan, China
| | - Xingwei Zheng
- State Key Laboratory of Sustainable Dryland Agriculture, Institute of Wheat Research, Shanxi Agricultural University, Linfen, China
| | - Suxian Yan
- State Key Laboratory of Sustainable Dryland Agriculture, Institute of Wheat Research, Shanxi Agricultural University, Linfen, China
| | - Fei Qu
- State Key Laboratory of Sustainable Dryland Agriculture, Institute of Wheat Research, Shanxi Agricultural University, Linfen, China
| | - Jiajia Zhao
- State Key Laboratory of Sustainable Dryland Agriculture, Institute of Wheat Research, Shanxi Agricultural University, Linfen, China
| | - Yanxi Pei
- College of Life Science, Shanxi University, Taiyuan, China
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