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Berkner MO, Weise S, Reif JC, Schulthess AW. Genomic prediction reveals unexplored variation in grain protein and lysine content across a vast winter wheat genebank collection. FRONTIERS IN PLANT SCIENCE 2024; 14:1270298. [PMID: 38273944 PMCID: PMC10808176 DOI: 10.3389/fpls.2023.1270298] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 10/31/2023] [Indexed: 01/27/2024]
Abstract
Globally, wheat (Triticum aestivum L.) is a major source of proteins in human nutrition despite its unbalanced amino acid composition. The low lysine content in the protein fraction of wheat can lead to protein-energy-malnutrition prominently in developing countries. A promising strategy to overcome this problem is to breed varieties which combine high protein content with high lysine content. Nevertheless, this requires the incorporation of yet undefined donor genotypes into pre-breeding programs. Genebank collections are suspected to harbor the needed genetic diversity. In the 1970s, a large-scale screening of protein traits was conducted for the wheat genebank collection in Gatersleben; however, this data has been poorly mined so far. In the present study, a large historical dataset on protein content and lysine content of 4,971 accessions was curated, strictly corrected for outliers as well as for unreplicated data and consolidated as the corresponding adjusted entry means. Four genomic prediction approaches were compared based on the ability to accurately predict the traits of interest. High-quality phenotypic data of 558 accessions was leveraged by engaging the best performing prediction model, namely EG-BLUP. Finally, this publication incorporates predicted phenotypes of 7,651 accessions of the winter wheat collection. Five accessions were proposed as donor genotypes due to the combination of outstanding high protein content as well as lysine content. Further investigation of the passport data suggested an association of the adjusted lysine content with the elevation of the collecting site. This publicly available information can facilitate future pre-breeding activities.
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Affiliation(s)
- Marcel O. Berkner
- Breeding Research Department, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben, Seeland, Germany
| | - Stephan Weise
- Genebank Department, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben, Seeland, Germany
| | - Jochen C. Reif
- Breeding Research Department, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben, Seeland, Germany
| | - Albert W. Schulthess
- Breeding Research Department, Leibniz Institute of Plant Genetics and Crop Plant Research (IPK) Gatersleben, Seeland, Germany
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2
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Korth N, Parsons L, Van Haute MJ, Yang Q, Hurst P, Schnable JC, Holding DR, Benson AK. The Unique Seed Protein Composition of Quality Protein Popcorn Promotes Growth of Beneficial Bacteria From the Human Gut Microbiome. Front Microbiol 2022; 13:921456. [PMID: 35910657 PMCID: PMC9330393 DOI: 10.3389/fmicb.2022.921456] [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: 04/15/2022] [Accepted: 06/01/2022] [Indexed: 11/13/2022] Open
Abstract
The effects of fiber, complex carbohydrates, lipids, and small molecules from food matrices on the human gut microbiome have been increasingly studied. Much less is known about how dietary protein can influence the composition and function of the gut microbial community. Here, we used near-isogenic maize lines of conventional popcorn and quality-protein popcorn (QPP) to study the effects of the opaque-2 mutation and associated quality-protein modifiers on the human gut microbiome. Opaque-2 blocks the synthesis of major maize seed proteins (α-zeins), resulting in a compensatory synthesis of new seed proteins that are nutritionally beneficial with substantially higher levels of the essential amino acids lysine and tryptophan. We show that QPP lines stimulate greater amounts of butyrate production by human gut microbiomes in in vitro fermentation of popped and digested corn from parental and QPP hybrids. In human gut microbiomes derived from diverse individuals, bacterial taxa belonging to the butyrate-producing family Lachnospiraceae, including the genera Coprococcus and Roseburia were consistently increased when fermenting QPP vs. parental popcorn lines. We conducted molecular complementation to further demonstrate that lysine-enriched seed protein can stimulate growth and butyrate production by microbes through distinct pathways. Our data show that organisms such as Coprococcus can utilize lysine and that other gut microbes, such as Roseburia spp., instead, utilize fructoselysine produced during thermal processing (popping) of popcorn. Thus, the combination of seed composition in QPP and interaction of protein adducts with carbohydrates during thermal processing can stimulate the growth of health-promoting, butyrate-producing organisms in the human gut microbiome through multiple pathways.
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Affiliation(s)
- Nate Korth
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Leandra Parsons
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Mallory J. Van Haute
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Qinnan Yang
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Preston Hurst
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - James C. Schnable
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - David R. Holding
- Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation–Beadle Center for Biotechnology, University of Nebraska–Lincoln, Lincoln, NE, United States
| | - Andrew K. Benson
- Nebraska Food for Health Center, University of Nebraska–Lincoln, Lincoln, NE, United States
- Department of Food Science and Technology, University of Nebraska–Lincoln, Lincoln, NE, United States
- *Correspondence: Andrew K. Benson,
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3
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Vitale A, Pedrazzini E. StresSeed: The Unfolded Protein Response During Seed Development. FRONTIERS IN PLANT SCIENCE 2022; 13:869008. [PMID: 35432435 PMCID: PMC9008589 DOI: 10.3389/fpls.2022.869008] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Accepted: 03/03/2022] [Indexed: 06/14/2023]
Abstract
During seed development, the endoplasmic reticulum (ER) takes care of the synthesis and structural maturation of very high amounts of storage proteins in a relatively short time. The ER must thus adjust its extension and machinery to optimize this process. The major signaling mechanism to maintain ER homeostasis is the unfolded protein response (UPR). Both storage proteins that assemble into ER-connected protein bodies and those that are delivered to protein storage vacuoles stimulate the UPR, but its extent and features are specific for the different storage protein classes and even for individual members of each class. Furthermore, evidence exists for anticipatory UPR directly connected to the development of storage seed cells and for selective degradation of certain storage proteins soon after their synthesis, whose signaling details are however still largely unknown. All these events are discussed, also in the light of known features of mammalian UPR.
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4
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Shrestha V, Yobi A, Slaten ML, Chan YO, Holden S, Gyawali A, Flint-Garcia S, Lipka AE, Angelovici R. Multiomics approach reveals a role of translational machinery in shaping maize kernel amino acid composition. PLANT PHYSIOLOGY 2022; 188:111-133. [PMID: 34618082 PMCID: PMC8774818 DOI: 10.1093/plphys/kiab390] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/04/2020] [Accepted: 07/21/2021] [Indexed: 06/13/2023]
Abstract
Maize (Zea mays) seeds are a good source of protein, despite being deficient in several essential amino acids. However, eliminating the highly abundant but poorly balanced seed storage proteins has revealed that the regulation of seed amino acids is complex and does not rely on only a handful of proteins. In this study, we used two complementary omics-based approaches to shed light on the genes and biological processes that underlie the regulation of seed amino acid composition. We first conducted a genome-wide association study to identify candidate genes involved in the natural variation of seed protein-bound amino acids. We then used weighted gene correlation network analysis to associate protein expression with seed amino acid composition dynamics during kernel development and maturation. We found that almost half of the proteome was significantly reduced during kernel development and maturation, including several translational machinery components such as ribosomal proteins, which strongly suggests translational reprogramming. The reduction was significantly associated with a decrease in several amino acids, including lysine and methionine, pointing to their role in shaping the seed amino acid composition. When we compared the candidate gene lists generated from both approaches, we found a nonrandom overlap of 80 genes. A functional analysis of these genes showed a tight interconnected cluster dominated by translational machinery genes, especially ribosomal proteins, further supporting the role of translation dynamics in shaping seed amino acid composition. These findings strongly suggest that seed biofortification strategies that target the translation machinery dynamics should be considered and explored further.
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Affiliation(s)
- Vivek Shrestha
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65211, USA
| | - Abou Yobi
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65211, USA
| | - Marianne L Slaten
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65211, USA
| | - Yen On Chan
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65211, USA
| | - Samuel Holden
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65211, USA
| | - Abiskar Gyawali
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65211, USA
| | - Sherry Flint-Garcia
- U.S. Department of Agriculture-Agricultural Research Service, Columbia, Missouri 65211, USA
| | - Alexander E Lipka
- Department of Crop Sciences, University of Illinois, Urbana, Illinois 61801, USA
| | - Ruthie Angelovici
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65211, USA
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5
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Roodt D. Multi-omics approach highlights new targets for amino acid composition change in maize kernels. PLANT PHYSIOLOGY 2022; 188:22-23. [PMID: 35051285 PMCID: PMC8774733 DOI: 10.1093/plphys/kiab466] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2021] [Accepted: 09/21/2021] [Indexed: 06/14/2023]
Affiliation(s)
- Danielle Roodt
- Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria, South Africa
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6
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Jia S, Yobi A, Naldrett MJ, Alvarez S, Angelovici R, Zhang C, Holding DR. Deletion of maize RDM4 suggests a role in endosperm maturation as well as vegetative and stress-responsive growth. JOURNAL OF EXPERIMENTAL BOTANY 2020; 71:5880-5895. [PMID: 32667993 DOI: 10.1093/jxb/eraa325] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2020] [Accepted: 07/10/2020] [Indexed: 06/11/2023]
Abstract
Opaque kernels in maize may result from mutations in many genes, such as OPAQUE-2. In this study, a maize null mutant of RNA-DIRECTED DNA METHYLATION 4 (RDM4) showed an opaque kernel phenotype, as well as plant developmental delay, male sterility, and altered response to cold stress. We found that in opaque kernels, all zein proteins were reduced and amino acid content was changed, including increased lysine. Transcriptomic and proteomic analysis confirmed the zein reduction and proteomic rebalancing of non-zein proteins, which was quantitatively and qualitatively different from opaque-2. Global transcriptional changes were found in endosperm and leaf, including many transcription factors and tissue-specific expressed genes. Furthermore, of the more than 8000 significantly differentially expressed genes in wild type in response to cold, a significant proportion (25.9% in moderate cold stress and 40.8% in near freezing stress) were not differentially expressed in response to cold in rdm4, suggesting RDM4 may participate in regulation of abiotic stress tolerance. This initial characterization of maize RDM4 provides a basis for further investigating its function in endosperm and leaf, and as a regulator of normal and stress-responsive development.
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Affiliation(s)
- Shangang Jia
- College of Grassland Science and Technology, China Agricultural University, Beijing, China
- Key Laboratory of Pratacultural Science, Beijing Municipality, Beijing, China
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, Beadle Center for Biotechnology, University of Nebraska, Lincoln, NE, USA
| | - Abou Yobi
- Bond Life Sciences Center, Division of Biological Sciences, Interdisciplinary Plant Group, University of Missouri, Columbia, MO, USA
| | - Michael J Naldrett
- Proteomics and Metabolomics Core facility, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Sophie Alvarez
- Proteomics and Metabolomics Core facility, University of Nebraska-Lincoln, Lincoln, NE, USA
| | - Ruthie Angelovici
- Bond Life Sciences Center, Division of Biological Sciences, Interdisciplinary Plant Group, University of Missouri, Columbia, MO, USA
| | - Chi Zhang
- School of Biological Sciences, Center for Plant Science Innovation, Beadle Center for Biotechnology, University of Nebraska, Lincoln, NE, USA
| | - David R Holding
- Department of Agronomy and Horticulture, Center for Plant Science Innovation, Beadle Center for Biotechnology, University of Nebraska, Lincoln, NE, USA
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7
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Yobi A, Bagaza C, Batushansky A, Shrestha V, Emery ML, Holden S, Turner-Hissong S, Miller ND, Mawhinney TP, Angelovici R. The complex response of free and bound amino acids to water stress during the seed setting stage in Arabidopsis. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2020; 102:838-855. [PMID: 31901179 DOI: 10.1111/tpj.14668] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Accepted: 12/20/2019] [Indexed: 06/10/2023]
Abstract
Free amino acids (FAAs) and protein-bound amino acids (PBAAs) in seeds play an important role in seed desiccation, longevity, and germination. However, the effect that water stress has on these two functional pools, especially when imposed during the crucial seed setting stage is unclear. To better understand these effects, we exposed Arabidopsis plants at the seed setting stage to a range of water limitation and water deprivation conditions and then evaluated physiological, metabolic, and proteomic parameters, with special focus on FAAs and PBAAs. We found that in response to severe water limitation, seed yield decreased, while seed weight, FAA, and PBAA content per seed increased. Nevertheless, the composition of FAAs and PBAAs remained unaltered. In response to severe water deprivation, however, both seed yield and weight were reduced. In addition, major alterations were observed in both FAA and proteome compositions, which indicated that both osmotic adjustment and proteomic reprogramming occurred in these naturally desiccation-tolerant organs. However, despite the major proteomic alteration, the PBAA composition did not change, suggesting that the proteomic reprogramming was followed by a proteomic rebalancing. Proteomic rebalancing has not been observed previously in response to stress, but its occurrence under stress strongly suggests its natural function. Together, our data show that the dry seed PBAA composition plays a key role in seed fitness and therefore is rigorously maintained even under severe water stress, while the FAA composition is more plastic and adaptable to changing environments, and that both functional pools are distinctly regulated.
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Affiliation(s)
- Abou Yobi
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Clement Bagaza
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Albert Batushansky
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Vivek Shrestha
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Marianne L Emery
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Samuel Holden
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Sarah Turner-Hissong
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Nathan D Miller
- Department of Botany, University of Wisconsin, Madison, WI, 53706, USA
| | - Thomas P Mawhinney
- Department of Biochemistry, University of Missouri, Columbia, MO, 65211, USA
| | - Ruthie Angelovici
- Division of Biological Sciences, Interdisciplinary Plant Group, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
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8
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Sethi M, Kumar S, Singh A, Chaudhary DP. Temporal profiling of essential amino acids in developing maize kernel of normal, opaque- 2 and QPM germplasm. PHYSIOLOGY AND MOLECULAR BIOLOGY OF PLANTS : AN INTERNATIONAL JOURNAL OF FUNCTIONAL PLANT BIOLOGY 2020; 26:341-351. [PMID: 32158139 PMCID: PMC7036386 DOI: 10.1007/s12298-019-00724-x] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/16/2019] [Revised: 09/27/2019] [Accepted: 10/16/2019] [Indexed: 06/01/2023]
Abstract
Maize, an important cereal crop, has a poor quality of endosperm protein due to the deficiency of essential amino acids, especially lysine and tryptophan. Discovery of mutants such as opaque-2 led to the development of nutritionally improved maize with a higher concentration of lysine and tryptophan. However, the pleiotropic effects associated with opaque-2 mutants necessitated the development of nutritionally improved hard kernel genotype, the present-day quality protein maize (QPM). The aim of present study was to analyze and compare the temporal profile of lysine and tryptophan in the developing maize kernel of normal, opaque-2 and QPM lines. A declining trend in protein along with tryptophan and lysine content was observed with increasing kernel maturity in the experimental genotypes. However, opaque-2 retained the maximum concentration of lysine (3.43) and tryptophan (1.09) at maturity as compared to QPM (lysine-3.05, tryptophan-0.99) and normal (lysine-1.99, tryptophan-0.45) lines. Opaque-2 mutation affects protein quality but has no effect on protein quantity. All maize types are nutritionally rich at early stages of kernel development indicating that early harvest for cattle feed would ensure a higher intake of lysine and tryptophan. Two promising lines (CML44 and HKI 1105) can be used for breeding high value corn for cattle feed or human food in order to fill the protein inadequacy gap. Variation in lysine and tryptophan content within QPM lines revealed that differential expression of endosperm modifiers with varying genetic background significantly affects nutritional quality, indicating that identification of alleles affecting amino acid composition can further facilitate QPM breeding program.
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Affiliation(s)
- Mehak Sethi
- Department of Biochemistry, College of Basic Sciences and Humanities, Punjab Agricultural University, Ludhiana, Punjab 141004 India
| | - Sanjeev Kumar
- Department of Biochemistry, College of Basic Sciences and Humanities, Punjab Agricultural University, Ludhiana, Punjab 141004 India
| | - Alla Singh
- ICAR-Indian Institute of Maize Research, Ludhiana, Punjab 141004 India
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9
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Zheng X, Li Q, Li C, An D, Xiao Q, Wang W, Wu Y. Intra-Kernel Reallocation of Proteins in Maize Depends on VP1-Mediated Scutellum Development and Nutrient Assimilation. THE PLANT CELL 2019; 31:2613-2635. [PMID: 31530735 PMCID: PMC6881121 DOI: 10.1105/tpc.19.00444] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/11/2019] [Revised: 07/24/2019] [Accepted: 09/16/2019] [Indexed: 05/05/2023]
Abstract
During maize (Zea mays) seed development, the endosperm functions as the major organ for storage of photoassimilate, serving to nourish the embryo. α-Zeins and globulins (GLBs) predominantly accumulate in the maize endosperm and embryo, respectively. Here, we show that suppression of α-zeins by RNA interference (αRNAi) in the endosperm results in more GLB1 being synthesized in the embryo, thereby markedly increasing the size and number of protein storage vacuoles. Glb genes are strongly expressed in the middle-to-upper section of the scutellum, cells of which are significantly enlarged by αRNAi induction. Elimination of GLBs caused an apparent reduction in embryo protein level, regardless of whether α-zeins were expressed or suppressed in the endosperm, indicating that GLBs represent the dominant capacity for storage of amino acids allocated from the endosperm. It appears that protein reallocation is mostly regulated at the transcriptional level. Genes differentially expressed between wild-type and αRNAi kernels are mainly involved in sulfur assimilation and nutrient metabolism, and many are transactivated by VIVIPAROUS1 (VP1). In vp1 embryos, misshapen scutellum cells contain notably less cellular content and are unable to respond to αRNAi induction. Our results demonstrate that VP1 is essential for scutellum development and protein reallocation from the endosperm to embryo.
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Affiliation(s)
- Xixi Zheng
- National Key Laboratory of Plant Molecular Genetics, Chinese Academy of Science Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology & Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200032, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Qi Li
- National Key Laboratory of Plant Molecular Genetics, Chinese Academy of Science Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology & Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200032, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Changsheng Li
- School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Dong An
- School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Qiao Xiao
- National Key Laboratory of Plant Molecular Genetics, Chinese Academy of Science Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology & Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200032, China
- University of Chinese Academy of Sciences, Beijing 100049, China
| | - Wenqin Wang
- School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Yongrui Wu
- National Key Laboratory of Plant Molecular Genetics, Chinese Academy of Science Center for Excellence in Molecular Plant Sciences, Institute of Plant Physiology & Ecology, Shanghai Institutes for Biological Sciences, Chinese Academy of Sciences, Shanghai 200032, China
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10
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Qu J, Xu S, Tian X, Li T, Wang L, Zhong Y, Xue J, Guo D. Comparative transcriptomics reveals the difference in early endosperm development between maize with different amylose contents. PeerJ 2019; 7:e7528. [PMID: 31523504 PMCID: PMC6717500 DOI: 10.7717/peerj.7528] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/08/2019] [Accepted: 07/22/2019] [Indexed: 01/06/2023] Open
Abstract
In seeds, the endosperm is a crucial organ that plays vital roles in supporting embryo development and determining seed weight and quality. Starch is the predominant storage carbohydrate of the endosperm and accounts for ∼70% of the mature maize kernel weight. Nonetheless, because starch biosynthesis is a complex process that is orchestrated by multiple enzymes, the gene regulatory networks of starch biosynthesis, particularly amylose and amylopectin biosynthesis, have not been fully elucidated. Here, through high-throughput RNA sequencing, we developed a temporal transcriptome atlas of the endosperms of high-amylose maize and common maize at 5-, 10-, 15- and 20-day after pollination and found that 21,986 genes are involved in the programming of the high-amylose and common maize endosperm. A coexpression analysis identified multiple sequentially expressed gene sets that are closely correlated with cellular and metabolic programmes and provided valuable insight into the dynamic reprogramming of the transcriptome in common and high-amylose maize. In addition, a number of genes and transcription factors were found to be strongly linked to starch synthesis, which might help elucidate the key mechanisms and regulatory networks underlying amylose and amylopectin biosynthesis. This study will aid the understanding of the spatiotemporal patterns and genetic regulation of endosperm development in different types of maize and provide valuable genetic information for the breeding of starch varieties with different contents.
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Affiliation(s)
- Jianzhou Qu
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
| | - Shutu Xu
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
| | - Xiaokang Tian
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
| | - Ting Li
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
| | - Licheng Wang
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
| | - Yuyue Zhong
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
| | - Jiquan Xue
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
| | - Dongwei Guo
- The Key Laboratory of Biology and Genetics Improvement of Maize in Arid Area of Northwest Region, Ministry of Agriculture and Rural Affairs, College of Agronomy, Northwest A&F University, Yangling, Shaanxi, China.,Maize Engineering Technology Research Centre of Shaanxi Province, Yangling, Shaanxi, China
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11
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Niu L, Ding H, Zhang J, Wang W. Proteomic Analysis of Starch Biosynthesis in Maize Seeds. STARCH-STARKE 2019. [DOI: 10.1002/star.201800294] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022]
Affiliation(s)
- Liangjie Niu
- State Key Laboratory of Wheat & Maize Crop ScienceCollege of Life SciencesHenan Agricultural UniversityZhengzhouP. R. China
| | - Huiying Ding
- State Key Laboratory of Wheat & Maize Crop ScienceCollege of Life SciencesHenan Agricultural UniversityZhengzhouP. R. China
| | - Jinghua Zhang
- State Key Laboratory of Wheat & Maize Crop ScienceCollege of Life SciencesHenan Agricultural UniversityZhengzhouP. R. China
| | - Wei Wang
- State Key Laboratory of Wheat & Maize Crop ScienceCollege of Life SciencesHenan Agricultural UniversityZhengzhouP. R. China
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12
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Ren Y, Yobi A, Marshall L, Angelovici R, Rodriguez O, Holding DR. Generation and Evaluation of Modified Opaque-2 Popcorn Suggests a Route to Quality Protein Popcorn. FRONTIERS IN PLANT SCIENCE 2018; 9:1803. [PMID: 30574157 PMCID: PMC6291453 DOI: 10.3389/fpls.2018.01803] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/03/2018] [Accepted: 11/20/2018] [Indexed: 06/01/2023]
Abstract
Introducing traits from dent corn to popcorn is challenging because it is difficult to recover adequate popping characteristics. QPM (Quality Protein Maize) is a dent corn variety carrying the opaque-2 (o2) mutation, specifying increased amounts of normally limiting essential amino acids, and modifier genes which restore the wild type vitreous kernel phenotype. In this study, we introgressed o2 and selected for endosperm modification using vitreousness and high 27-kD gamma zein content. In this way, we recovered high-lysine, fully poppable Quality Protein Popcorn (QPP). BC2F4 individuals with vitreous kernels were confirmed to be o2 mutants by both genotyping and SDS-PAGE. Amino acid profiling of BC2F4 individuals showed that they all have significantly increased lysine compared with popcorn parental lines. Principal Component Analysis of the amino acid profiles showed that all introgressions were grouped with corresponding QPM parental lines. Popping analysis of the BC2F5 individuals showed that while there is variability in popping volume between lines, some lines show equivalent popping to the popcorn parent. In this proof-of-concept study for QPP, we have shown that it is possible to rapidly recover sufficient popcorn characteristics in a modified o2 background using simple phenotypic, biochemical and genetic selection. Furthermore, this shows increased γ-zein is an acceptable substitute for α-zein for full poppability. Since we have developed multiple QPP introgressions, this gives good scope for ongoing hybrid production and future evaluation of agronomic performance and selection of elite hybrids. In a wider context, this study shows the potential for breeding beneficial traits into popcorn for agronomic improvement.
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Affiliation(s)
- Ying Ren
- Department of Agronomy and Horticulture, University of Nebraska – Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation – Beadle Center for Biotechnology, University of Nebraska, Lincoln, NE, United States
| | - Abou Yobi
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, MO, United States
| | - Leandra Marshall
- Department of Agronomy and Horticulture, University of Nebraska – Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation – Beadle Center for Biotechnology, University of Nebraska, Lincoln, NE, United States
| | - Ruthie Angelovici
- Division of Biological Sciences and Interdisciplinary Plant Group, University of Missouri, Columbia, MO, United States
| | - Oscar Rodriguez
- Department of Agronomy and Horticulture, University of Nebraska – Lincoln, Lincoln, NE, United States
| | - David R. Holding
- Department of Agronomy and Horticulture, University of Nebraska – Lincoln, Lincoln, NE, United States
- Center for Plant Science Innovation – Beadle Center for Biotechnology, University of Nebraska, Lincoln, NE, United States
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13
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Yobi A, Angelovici R. A High-Throughput Absolute-Level Quantification of Protein-Bound Amino Acids in Seeds. ACTA ACUST UNITED AC 2018; 3:e20084. [PMID: 30408333 DOI: 10.1002/cppb.20084] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
In this unit, we describe a high-throughput absolute quantification protocol for 16 protein-bound amino acids (PBAAs) that combines a microscale protein hydrolysis step and an absolute quantification step using multiple reaction monitoring-based liquid chromatography-tandem mass spectrometry detection. The approach facilitates analysis of a few hundred samples per week by using a 96-well-plate extraction setup and avoiding use of additives. Importantly, the method uses only ∼3 mg of tissue per sample and includes 12 heavy-amino-acid internal standards to enable quantification of the absolute levels of PBAAs with high precision, accuracy, and reproducibility. The protocol described herein has been optimized for seed samples but is applicable to other plant tissues. © 2018 by John Wiley & Sons, Inc.
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Affiliation(s)
- Abou Yobi
- Bond Life Sciences Center, Division of Biological Sciences, Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri
| | - Ruthie Angelovici
- Bond Life Sciences Center, Division of Biological Sciences, Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri
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14
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15
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Li A, Jia S, Yobi A, Ge Z, Sato SJ, Zhang C, Angelovici R, Clemente TE, Holding DR. Editing of an Alpha-Kafirin Gene Family Increases, Digestibility and Protein Quality in Sorghum. PLANT PHYSIOLOGY 2018; 177:1425-1438. [PMID: 29925584 PMCID: PMC6084649 DOI: 10.1104/pp.18.00200] [Citation(s) in RCA: 70] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/14/2018] [Accepted: 06/02/2018] [Indexed: 05/24/2023]
Abstract
Kafirins are the major storage proteins in sorghum (Sorghum bicolor) grains and form protein bodies with poor digestibility. Since kafirins are devoid of the essential amino acid lysine, they also impart poor protein quality to the kernel. The α-kafirins, which make up most of the total kafirins, are largely encoded by the k1C family of highly similar genes. We used a clustered regularly interspaced short palindromic repeats (CRISPR)/CRISPR-associated protein 9 (Cas9) gene editing approach to target the k1C genes to create variants with reduced kafirin levels and improved protein quality and digestibility. A single guide RNA was designed to introduce mutations in a conserved region encoding the endoplasmic reticulum signal peptide of α-kafirins. Sequencing of kafirin PCR products revealed extensive edits in 25 of 26 events in one or multiple k1C family members. T1 and T2 seeds showed reduced α-kafirin levels, and selected T2 events showed significantly increased grain protein digestibility and lysine content. Thus, a single consensus single guide RNA carrying target sequence mismatches is sufficient for extensive editing of all k1C genes. The resulting quality improvements can be deployed rapidly for breeding and the generation of transgene-free, improved cultivars of sorghum, a major crop worldwide.
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Affiliation(s)
- Aixia Li
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska, Lincoln, Nebraska 68588
| | - Shangang Jia
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska, Lincoln, Nebraska 68588
| | - Abou Yobi
- Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65201
| | - Zhengxiang Ge
- Center for Biotechnology, University of Nebraska, Lincoln, Nebraska 68588
| | - Shirley J Sato
- Center for Biotechnology, University of Nebraska, Lincoln, Nebraska 68588
| | - Chi Zhang
- School of Biological Sciences and Center for Plant Science Innovation, University of Nebraska, Lincoln, Nebraska 68588
| | - Ruthie Angelovici
- Interdisciplinary Plant Group, University of Missouri, Columbia, Missouri 65201
| | - Thomas E Clemente
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska, Lincoln, Nebraska 68588
| | - David R Holding
- Department of Agronomy and Horticulture and Center for Plant Science Innovation, University of Nebraska, Lincoln, Nebraska 68588
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Sarika K, Hossain F, Muthusamy V, Zunjare RU, Baveja A, Goswami R, Thirunavukkarasu N, Jha SK, Gupta HS. Opaque16, a high lysine and tryptophan mutant, does not influence the key physico-biochemical characteristics in maize kernel. PLoS One 2018; 13:e0190945. [PMID: 29309428 PMCID: PMC5757932 DOI: 10.1371/journal.pone.0190945] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2017] [Accepted: 12/24/2017] [Indexed: 11/18/2022] Open
Abstract
The enhancement of lysine and tryptophan in maize is so far basedon opaque2(o2) mutant, that along with the endosperm-modifiersled to development of Quality Protein Maize[QPM]. Though many mutants improving the endospermic protein quality were discovered, they could not be successfully deployed. Recently discovered opaque16 (o16)mutant enhances the lysine and tryptophan content in maize endosperm. In the present study, the influence of o16 on the endosperm modification was analyzed in four F2 populations, two each segregating for o16 allele alone and in combination with o2. The recessive o16o16 seed endosperm was found to be vitreousphenotypically similar to wild-O16O16. The mutant did not influence the degree of kernel opaqueness in o2o2 genetic background as opaqueness in o2o2/O16O16 and o2o2/o16o16 was similar. Grain hardness of o16o16 was comparable with the normal and QPM maize. The pattern of microscopic organization of proteinaceous matrix and starch granules, and zein profiling of the storage protein in o16o16 were found to be similar with normal maize endosperm, but distinct from the o2o2-soft genotype. The pattern in o2o2/o16o16 was unique and different from o2o2 and o16o16 as well. Here we demonstrated the effects of o16 on physico-biochemical characteristics of endosperm and report of o16 possessing negligible influence on kernel modification and hardness, which holds a great significance in maize quality breeding programme.
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Affiliation(s)
- Konsam Sarika
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Firoz Hossain
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Vignesh Muthusamy
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Rajkumar U. Zunjare
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Aanchal Baveja
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Rajat Goswami
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | | | - Sunil K. Jha
- Division of Post-harvest and Technology, ICAR-Indian Agricultural Research Institute, New Delhi, India
| | - Hari S. Gupta
- Division of Genetics, ICAR-Indian Agricultural Research Institute, New Delhi, India
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17
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Abstract
Background Barley seed proteins are of prime importance to the brewing industry, human and animal nutrition and in plant breeding for cultivar identification. To obtain comprehensive proteomic data from seeds, total protein from a two-rowed (Conrad) and a six-rowed (Lacey) barley cultivar were precipitated in acetone, digested in-solution, and the resulting peptides were analyzed by nano-liquid chromatography coupled with tandem mass spectrometry. Results The raw mass spectra data searched against Uniprot’s Barley database using in-house Mascot search engine identified 1168 unique proteins. Gene Ontology (GO) analysis indicated that the majority of the seed proteins were cytosolic, with catalytic activity and associated with carbohydrate metabolism. Spectral counting analysis showed that there are 20 differentially abundant seed proteins between the two-rowed Conrad and six-rowed Lacey cultivars. Conclusion This study paves the way for the use of a top-down gel-free proteomics strategy in barley for investigating more complex traits such as malting quality. Differential abundance of hordoindoline proteins impact the seed hardness trait of barley cultivars. Electronic supplementary material The online version of this article (doi:10.1186/s12864-016-3408-5) contains supplementary material, which is available to authorized users.
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Affiliation(s)
- Ramamurthy Mahalingam
- USDA, Agricultural Research Service, Cereal Crops Research Unit, 502 Walnut Street, Madison, WI, 53726, USA.
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18
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Gayral M, Elmorjani K, Dalgalarrondo M, Balzergue SM, Pateyron S, Morel MH, Brunet S, Linossier L, Delluc C, Bakan B, Marion D. Responses to Hypoxia and Endoplasmic Reticulum Stress Discriminate the Development of Vitreous and Floury Endosperms of Conventional Maize ( Zea mays) Inbred Lines. FRONTIERS IN PLANT SCIENCE 2017; 8:557. [PMID: 28450877 PMCID: PMC5390489 DOI: 10.3389/fpls.2017.00557] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/10/2017] [Accepted: 03/28/2017] [Indexed: 05/17/2023]
Abstract
Major nutritional and agronomical issues relating to maize (Zea mays) grains depend on the vitreousness/hardness of its endosperm. To identify the corresponding molecular and cellular mechanisms, most studies have been conducted on opaque/floury mutants, and recently on Quality Protein Maize, a reversion of an opaque2 mutation by modifier genes. These mutant lines are far from conventional maize crops. Therefore, a dent and a flint inbred line were chosen for analysis of the transcriptome, amino acid, and sugar metabolites of developing central and peripheral endosperm that is, the forthcoming floury and vitreous regions of mature seeds, respectively. The results suggested that the formation of endosperm vitreousness is clearly associated with significant differences in the responses of the endosperm to hypoxia and endoplasmic reticulum stress. This occurs through a coordinated regulation of energy metabolism and storage protein (i.e., zein) biosynthesis during the grain-filling period. Indeed, genes involved in the glycolysis and tricarboxylic acid cycle are up-regulated in the periphery, while genes involved in alanine, sorbitol, and fermentative metabolisms are up-regulated in the endosperm center. This spatial metabolic regulation allows the production of ATP needed for the significant zein synthesis that occurs at the endosperm periphery; this finding agrees with the zein-decreasing gradient previously observed from the sub-aleurone layer to the endosperm center. The massive synthesis of proteins transiting through endoplasmic reticulum elicits the unfolded protein responses, as indicated by the splicing of bZip60 transcription factor. This splicing is relatively higher at the center of the endosperm than at its periphery. The biological responses associated with this developmental stress, which control the starch/protein balance, leading ultimately to the formation of the vitreous and floury regions of mature endosperm, are discussed.
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Affiliation(s)
- Mathieu Gayral
- Biopolymers, Interactions, Assemblies, Institut National de la Recherche AgronomiqueNantes, France
| | - Khalil Elmorjani
- Biopolymers, Interactions, Assemblies, Institut National de la Recherche AgronomiqueNantes, France
| | - Michèle Dalgalarrondo
- Biopolymers, Interactions, Assemblies, Institut National de la Recherche AgronomiqueNantes, France
| | - Sandrine M. Balzergue
- POPS (transcriptOmic Platform of iPS2) Platform, Centre National de la Recherche Scientifique, Institute of Plant Sciences Paris Saclay, Institut National de la Recherche Agronomique, Université Paris-Sud, Université Evry, Université Paris-SaclayOrsay, France
- Institute of Plant Sciences Paris-Saclay, Paris Diderot, Sorbonne Paris-CitéOrsay, France
| | - Stéphanie Pateyron
- POPS (transcriptOmic Platform of iPS2) Platform, Centre National de la Recherche Scientifique, Institute of Plant Sciences Paris Saclay, Institut National de la Recherche Agronomique, Université Paris-Sud, Université Evry, Université Paris-SaclayOrsay, France
- Institute of Plant Sciences Paris-Saclay, Paris Diderot, Sorbonne Paris-CitéOrsay, France
| | - Marie-Hélène Morel
- Agropolymer Engineering and Emerging Technologies, Institut National de la Recherche AgronomiqueMontpellier, France
| | | | | | | | - Bénédicte Bakan
- Biopolymers, Interactions, Assemblies, Institut National de la Recherche AgronomiqueNantes, France
| | - Didier Marion
- Biopolymers, Interactions, Assemblies, Institut National de la Recherche AgronomiqueNantes, France
- *Correspondence: Didier Marion
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Wang G, Wang G, Wang J, Du Y, Yao D, Shuai B, Han L, Tang Y, Song R. Comprehensive proteomic analysis of developing protein bodies in maize (Zea mays) endosperm provides novel insights into its biogenesis. JOURNAL OF EXPERIMENTAL BOTANY 2016; 67:6323-6335. [PMID: 27789589 PMCID: PMC5181578 DOI: 10.1093/jxb/erw396] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
Prolamins, the major cereal seed storage proteins, are sequestered and accumulated in the lumen of the endoplasmic reticulum (ER), and are directly assembled into protein bodies (PBs). The content and composition of prolamins are the key determinants for protein quality and texture-related traits of the grain. Concomitantly, the PB-inducing fusion system provides an efficient target to produce therapeutic and industrial products in plants. However, the proteome of the native PB and the detailed mechanisms underlying its formation still need to be determined. We developed a method to isolate highly purified and intact PBs from developing maize endosperm and conducted proteomic analysis of intact PBs of zein, a class of prolamine protein found in maize. We thus identified 1756 proteins, which fall into five major categories: metabolic pathways, response to stimulus, transport, development, and growth, as well as regulation. By comparing the proteomes of crude and enriched extractions of PBs, we found substantial evidence for the following conclusions: (i) ribosomes, ER membranes, and the cytoskeleton are tightly associated with zein PBs, which form the peripheral border; (ii) zein RNAs are probably transported and localized to the PB-ER subdomain; and (iii) ER chaperones are essential for zein folding, quality control, and assembly into PBs. We futher confirmed that OPAQUE1 (O1) cannot directly interact with FLOURY1 (FL1) in yeast, suggesting that the interaction between myosins XI and DUF593-containing proteins is isoform-specific. This study provides a proteomic roadmap for dissecting zein PB biogenesis and reveals an unexpected diversity and complexity of proteins in PBs.
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Affiliation(s)
- Guifeng Wang
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
- Coordinated Crop Biology Research Center, Beijing 100193, P.R. China
| | - Gang Wang
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
- Coordinated Crop Biology Research Center, Beijing 100193, P.R. China
| | - Jiajia Wang
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
| | - Yulong Du
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
| | - Dongsheng Yao
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
| | - Bilian Shuai
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
| | - Liang Han
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
| | - Yuanping Tang
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
| | - Rentao Song
- Shanghai Key Laboratory of Bio-Energy Crops, School of Life Sciences, Shanghai University, Shanghai 200444, P.R. China, and
- Coordinated Crop Biology Research Center, Beijing 100193, P.R. China
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