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Grubb LE, Scandola S, Mehta D, Khodabocus I, Uhrig RG. Quantitative Proteomic Analysis of Brassica Napus Reveals Intersections Between Nutrient Deficiency Responses. PLANT, CELL & ENVIRONMENT 2025; 48:1409-1428. [PMID: 39449274 PMCID: PMC11695800 DOI: 10.1111/pce.15216] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/24/2024] [Revised: 09/14/2024] [Accepted: 10/03/2024] [Indexed: 10/26/2024]
Abstract
Macronutrients such as nitrogen (N), phosphorus (P), potassium (K) and sulphur (S) are critical for plant growth and development. Field-grown canola (Brassica napus L.) is supplemented with fertilizers to maximize plant productivity, while deficiency in these nutrients can cause significant yield loss. A holistic understanding of the interplay between these nutrient deficiency responses in a single study and canola cultivar is thus far lacking, hindering efforts to increase the nutrient use efficiency of this important oil seed crop. To address this, we performed a comparative quantitative proteomic analysis of both shoot and root tissue harvested from soil-grown canola plants experiencing either nitrogen, phosphorus, potassium or sulphur deficiency. Our data provide critically needed insights into the shared and distinct molecular responses to macronutrient deficiencies in canola. Importantly, we find more conserved responses to the four different nutrient deficiencies in canola roots, with more distinct proteome changes in aboveground tissue. Our results establish a foundation for a more comprehensive understanding of the shared and distinct nutrient deficiency response mechanisms of canola plants and pave the way for future breeding efforts.
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Affiliation(s)
- L. E. Grubb
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
| | - S. Scandola
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Lethbridge Research and Development CentreAgriculture and Agri‐Food CanadaLethbridgeAlbertaCanada
| | - D. Mehta
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Department of BiosystemsKU LeuvenLeuvenBelgium
- Leuven Plant InstituteKU LeuvenLeuvenBelgium
- Leuven Institute for Single Cell OmicsKU LeuvenLeuvenBelgium
| | - I. Khodabocus
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
| | - R. G. Uhrig
- Department of Biological SciencesUniversity of AlbertaEdmontonAlbertaCanada
- Department of BiochemistryUniversity of AlbertaEdmontonAlbertaCanada
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Delamare J, Personeni E, Le Guédard M, Kim TH, Elie N, Bressan M, Cantat O, Dupas Q, Trinsoutrot-Gattin I, Prigent-Combaret C, Brunel-Muguet S. Effects of thermopriming and bacteria-mediated heat-stress acclimation strategies on seed yield and quality criteria in Brassica napus cv Aviso and Camelina sativa cv Calena. PLANTA 2025; 261:26. [PMID: 39760949 DOI: 10.1007/s00425-024-04600-1] [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: 07/26/2024] [Accepted: 12/20/2024] [Indexed: 01/07/2025]
Abstract
The effects of intense heat during the reproductive phase of two Brassica species-B. napus and C. sativa-could be alleviated by a prior gradual increase exposure and/or PGPR inoculation. Abct. Among extreme weather events caused by climate change, heat waves are one of the most threatening issues for food security. Heat stress is known to be particularly penalizing at the reproductive stage for oleaginous crops, such as oilseed rape and camelina, and is responsible for crop failures as a consequence of yield losses and lower quality of harvest plants parts. In this context, our study aims to analyze two acclimation strategies that rely on the induction of signals prior to an intense heat stress event, i.e., thermopriming (herein, a gradual increase in temperature) and bacteria inoculations (herein, two Plant Growth-Promoting Rhizobacteria (PGPR) were tested). In the two experiments, we assessed the expected beneficial effects of these two acclimation strategies on yield components, seed quality criteria (nutritional and related to dormancy). While thermopriming improved heat stress tolerance in B. napus cv Aviso by maintaining yield, seed nutritional quality and seed dormancy, the effects of the gradual increase prior to the heat stress were even more negative than the later intense heat stress event in C. sativa cv Calena which resulted in cumulated negative effects. The experimentation based on PGPR inoculation highlighted similar trends to thermopriming in B. napus cv Aviso but to a lesser extent. However, in C. sativa cv Calena, very weak effects of PGPR inoculation upon heat stress were observed. Finally, these two acclimation strategies were shown to help alleviate the impacts of intense heat stress but in a species-dependent manner. This study should be deepened by exploring the behaviors of more cultivars of oilseed rape and camelina in the perspective to generalize these results at the species scale.
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Affiliation(s)
- Jérémy Delamare
- Normandie Université, UNICAEN, INRAE, UMR 950 Ecophysiologie Végétale, Agronomie Et Nutritions N, C, S, Esplanade de La Paix CS14032, 14032, Caen Cedex 5, France
| | - Emmanuelle Personeni
- Normandie Université, UNICAEN, INRAE, UMR 950 Ecophysiologie Végétale, Agronomie Et Nutritions N, C, S, Esplanade de La Paix CS14032, 14032, Caen Cedex 5, France.
| | - Marina Le Guédard
- Univ. Bordeaux, CNRS, UMR 5200 Laboratoire de Biogenèse Membranaire (LBM), 71, Avenue Edouard Bourlaux, 33883 Cedex, Villenave d'Ornon, France
- LEB Aquitaine Transfert-ADERA, 71, Avenue Edouard Bourlaux, 33883, Villenave d'Ornon, France
| | - Tae Hwan Kim
- Normandie Université, UNICAEN, INRAE, UMR 950 Ecophysiologie Végétale, Agronomie Et Nutritions N, C, S, Esplanade de La Paix CS14032, 14032, Caen Cedex 5, France
- Division of Animal Science, Institute of Agricultural Science and Technology, College of Agriculture & Life Science, Chonnam National University, Gwangju, 61186, Republic of Korea
| | - Nicolas Elie
- Normandie Université, UNICAEN, Federative Structure 4207 "Normandie Oncologie", Service Unit PLATON, Virtual'His Platform, Caen, France
- Normandie Université, UNICAEN, Service Unit EMERODE, Centre de Microscopie Appliquée À La Biologie, CMABio3, Caen, France
| | - Mélanie Bressan
- UniLaSalle, SFR NORVEGE FED 4277, AGHYLE Rouen UP 2018.C101, 76130, Mont Saint Aignan, France
| | - Olivier Cantat
- Normandie Université, CNRS, UMR 6266, Identité et Différenciation de l'Espace, de l'Environnement et des Sociétés, IDEES, Esplanade de la Paix, CS14032, 14032, Caen Cedex 5, France
| | - Quentin Dupas
- Normandie Université, UNICAEN, INRAE, UMR 950 Ecophysiologie Végétale, Agronomie Et Nutritions N, C, S, Esplanade de La Paix CS14032, 14032, Caen Cedex 5, France
| | | | - Claire Prigent-Combaret
- Université de Lyon, Université Claude Bernard Lyon 1, CNRS, INRAE, VetAgro Sup, UMR 5557 Ecologie Microbienne, 43 Bd du 11 Novembre 1918, 69622, Villeurbanne, France
| | - Sophie Brunel-Muguet
- Normandie Université, UNICAEN, INRAE, UMR 950 Ecophysiologie Végétale, Agronomie Et Nutritions N, C, S, Esplanade de La Paix CS14032, 14032, Caen Cedex 5, France
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Rosas MA, Alvarez JM, Sanguinet KA. The root hairless mutant buzz in Brachypodium distachyon shows increased nitrate uptake and signaling but does not affect overall nitrogen use efficiency. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024; 120:2738-2751. [PMID: 39570729 DOI: 10.1111/tpj.17143] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/12/2024] [Revised: 10/23/2024] [Accepted: 11/04/2024] [Indexed: 12/20/2024]
Abstract
Root systems are uniquely adapted to fluctuations in external nutrient availability. In response to suboptimal nitrogen conditions, plants adopt a root foraging strategy that favors a deeper and more branched root architecture, enabling them to explore and acquire soil resources. This response is gradually suppressed as nitrogen conditions improve. However, the root hairless mutant buzz in Brachypodium distachyon shows a constitutive nitrogen-foraging phenotype with increased root growth and root branching under nitrate-rich conditions. To investigate how this unique root structure and root hair morphology in the buzz mutant affects nitrate metabolism, we measured the expression of nitrate-responsive genes, nitrate uptake and accumulation, nitrate reductase activity, and nitrogen use efficiency. We found that nitrate responses were upregulated by low nitrate conditions in buzz relative to wild type and correlated with increased expression of nitrate transport genes. In addition, buzz mutants showed increased nitrate uptake and a higher accumulation of nitrate in shoots. The buzz mutant also showed increased nitrate reductase activity in the shoots under low nitrate conditions. However, developmentally mature wild-type and buzz plants grown under low nitrate had similar nitrogen use efficiencies. These findings suggest that BUZZ influences nitrate signaling and that enhanced responsiveness to nitrate is required in buzz seedlings to compensate for the lack of root hairs. These data question the importance of root hairs in enhancing nitrate uptake and expand our understanding of how root hairs in grasses affect physiological responses to low nitrate availability.
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Affiliation(s)
- Miguel A Rosas
- Department of Crop and Soil Sciences, Washington State University, Pullman, Washington, 99164, USA
- Molecular Plant Sciences Graduate Program, Washington State University, Pullman, Washington, 99164, USA
| | - José M Alvarez
- Centro de Biotecnología Vegetal, Facultad de Ciencias de la Vida, Universidad Andrés Bello, 8370035, Santiago, Chile
- Agencia Nacional de Investigación y Desarrollo-Millennium Science Initiative Program, Millennium Institute for Integrative Biology (iBio), 7500565, Santiago, Chile
- Agencia Nacional de Investigación y Desarrollo-Millennium Nucleus in Data Science for Plant Resilience (Phytolearning), 8370186, Santiago, Chile
| | - Karen A Sanguinet
- Department of Crop and Soil Sciences, Washington State University, Pullman, Washington, 99164, USA
- Molecular Plant Sciences Graduate Program, Washington State University, Pullman, Washington, 99164, USA
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Aubert M, Clouet V, Guilbaud F, Berardocco S, Marnet N, Bouchereau A, Dellero Y. Sink-source driven metabolic acclimation of winter oilseed rape leaves (Brassica napus L.) to drought. JOURNAL OF PLANT PHYSIOLOGY 2024; 303:154377. [PMID: 39522458 DOI: 10.1016/j.jplph.2024.154377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/24/2024] [Revised: 09/27/2024] [Accepted: 11/03/2024] [Indexed: 11/16/2024]
Abstract
The crop cycle of winter oilseed rape (WOSR) incorporates source-to-sink remobilisation during the vegetative stage as a principal factor influencing the ultimate seed yield. These processes are supported by the coordinated activity of the plant's central metabolism. However, climate change-induced drought will affect the metabolic acclimation of WOSR sink/source relationships at this vegetative stage, with consequences that remain to be determined. In this study, we subjected WOSR to severe soil dehydration for 18 days and analysed the physiological and metabolic acclimation of sink and source leaves along the kinetics in combination with measurements of enzymatic activities and transcript levels. Overall, the acclimation of WOSR to drought led to subtle regulations of central metabolism in relation to leaf growth and Pro-induced osmotic adjustment. Notably, sink leaves drastically reduced their growth and transiently accumulated starch. Subsequent starch degradation correlated with the induction of beta-amylases, sucrose transporters, pyrroline-5-carboxylate synthases and proline accumulation. The functioning of the tricarboxylic acid cycle was also altered in sink leaves, as evidenced by variations in citrate, malate and associated enzymatic activities. The metabolic origin of Pro in sink leaves is discussed in relation to Pro accumulation in source leaves and the up-regulation of amino acid permease 1 and glutamine synthetase genes.
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Affiliation(s)
- Mathieu Aubert
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, France.
| | - Vanessa Clouet
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, France.
| | - Florian Guilbaud
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, France.
| | - Solenne Berardocco
- Metabolic Profiling and Metabolomic Platform (P2M2), MetaboHUB-Grand-Ouest, France.
| | - Nathalie Marnet
- Metabolic Profiling and Metabolomic Platform (P2M2), MetaboHUB-Grand-Ouest, France.
| | - Alain Bouchereau
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, France; Metabolic Profiling and Metabolomic Platform (P2M2), MetaboHUB-Grand-Ouest, France.
| | - Younès Dellero
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, France; Metabolic Profiling and Metabolomic Platform (P2M2), MetaboHUB-Grand-Ouest, France.
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Albert B, Dellero Y, Leport L, Aubert M, Bouchereau A, Le Cahérec F. Low Nitrogen Input Mitigates Quantitative but Not Qualitative Reconfiguration of Leaf Primary Metabolism in Brassica napus L. Subjected to Drought and Rehydration. PLANTS (BASEL, SWITZERLAND) 2024; 13:969. [PMID: 38611498 PMCID: PMC11013775 DOI: 10.3390/plants13070969] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 03/19/2024] [Accepted: 03/21/2024] [Indexed: 04/14/2024]
Abstract
In the context of climate change and the reduction of mineral nitrogen (N) inputs applied to the field, winter oilseed rape (WOSR) will have to cope with low-N conditions combined with water limitation periods. Since these stresses can significantly reduce seed yield and seed quality, maintaining WOSR productivity under a wide range of growth conditions represents a major goal for crop improvement. N metabolism plays a pivotal role during the metabolic acclimation to drought in Brassica species by supporting the accumulation of osmoprotective compounds and the source-to-sink remobilization of nutrients. Thus, N deficiency could have detrimental effects on the acclimation of WOSR to drought. Here, we took advantage of a previously established experiment to evaluate the metabolic acclimation of WOSR during 14 days of drought, followed by 8 days of rehydration under high- or low-N fertilization regimes. For this purpose, we selected three leaf ranks exhibiting contrasted sink/source status to perform absolute quantification of plant central metabolites. Besides the well-described accumulation of proline, we observed contrasted accumulations of some "respiratory" amino acids (branched-chain amino acids, lysineand tyrosine) in response to drought under high- and low-N conditions. Drought also induced an increase in sucrose content in sink leaves combined with a decrease in source leaves. N deficiency strongly decreased the levels of major amino acids and subsequently the metabolic response to drought. The drought-rehydration sequence identified proline, phenylalanine, and tryptophan as valuable metabolic indicators of WOSR water status for sink leaves. The results were discussed with respect to the metabolic origin of sucrose and some amino acids in sink leaves and the impact of drought on source-to-sink remobilization processes depending on N nutrition status. Overall, this study identified major metabolic signatures reflecting a similar response of oilseed rape to drought under low- and high-N conditions.
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Affiliation(s)
- Benjamin Albert
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, 35650 Le Rheu, France
| | - Younès Dellero
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, 35650 Le Rheu, France
- Metabolic Profiling and Metabolomic Platform (P2M2), MetaboHUB-Grand-Ouest, 31400 Toulouse, France
| | - Laurent Leport
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, 35650 Le Rheu, France
| | - Mathieu Aubert
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, 35650 Le Rheu, France
| | - Alain Bouchereau
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, 35650 Le Rheu, France
- Metabolic Profiling and Metabolomic Platform (P2M2), MetaboHUB-Grand-Ouest, 31400 Toulouse, France
| | - Françoise Le Cahérec
- Institute for Genetics, Environment and Plant Protection (IGEPP), National Research Institute for Agriculture, Food and Environment (INRAE), Institut Agro Rennes-Angers, Université Rennes, 35650 Le Rheu, France
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6
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Zhang H, Liu C, Lu X, Xia G. Evaluation of growth adaptation of Cinnamomum camphora seedlings in ionic rare earth tailings environment. Sci Rep 2023; 13:16910. [PMID: 37805611 PMCID: PMC10560214 DOI: 10.1038/s41598-023-44145-z] [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: 07/02/2023] [Accepted: 10/04/2023] [Indexed: 10/09/2023] Open
Abstract
The root system is an important organ for nutrient uptake and biomass accumulation in plants, while biomass allocation directly affects essential oils content, which plays an essential role in plant growth and development and resistance to adverse environmental conditions. This study was undertaken to investigate the differences and correlation of biomass allocation, root traits and essential oil content (EOC), as well as the adaptations of camphor tree with different chemical types to the ionic rare earth tailing sand habitats. Data from 1-year old cutting seedlings of C. camphora showed that the biomass of C. camphora cuttings was mainly distributed in root system, with the ratio of root biomass 49.9-72.13% and the ratio of root to canopy 1.00-2.64. The total biomass was significantly positively correlated with root length (RL), root surface area (RSA) and dry weight of fine roots (diameter ≤ 2 mm) (P < 0.05). Root biomass and leaf biomass were negatively and positively with specific root length (SRL) and specific root surface area (SRSA), respectively. Leaf biomass presented a positive effect on EOC (P < 0.05), with the correlation coefficient of 0.808. The suitability sort of these camphor trees was as follows: C. camphora β-linalool, C. camphora α-linaloolII, C. camphora α-linaloolI being better adapted to the ionic rare earth tailings substrate, C. camphora citral being the next, and C. porrectum β-linalool and C. camphora borneol being the least adaptive. EOC played a positive role in the adaptation of C. camphora (R2 = 0.6099, P < 0.05). Therefore camphor tree with linalool type is the appropriate choice in the ecological restoration of ionic rare earth tailings. The study could provide scientific recommendations for the ecological restoration of ionic rare earth tailings area combined with industrial development.
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Affiliation(s)
- H Zhang
- Jiangxi Provincial Engineering Research Center of Seed-Breeding and Utilization of Camphor Trees, Nanchang Institute of Technology, Nanchang, China.
| | - C Liu
- Yao Hu Honor School Nanchang Institute of Technology, Nanchang, China
| | - X Lu
- Jiangxi Provincial Engineering Research Center of Seed-Breeding and Utilization of Camphor Trees, Nanchang Institute of Technology, Nanchang, China
- Jiangxi Provincial Technology Innovation Center for Ecological Water Engineering in Poyang Lake Basin, Nanchang, China
| | - G Xia
- Jiangxi Provincial Engineering Research Center of Seed-Breeding and Utilization of Camphor Trees, Nanchang Institute of Technology, Nanchang, China
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Kim SH, Subramanian P, Hahn BS, Ha BK. High-Throughput Phenotypic Characterization and Diversity Analysis of Soybean Roots (Glycine max L.). PLANTS 2022; 11:plants11152017. [PMID: 35956495 PMCID: PMC9370148 DOI: 10.3390/plants11152017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/24/2022] [Revised: 07/21/2022] [Accepted: 07/29/2022] [Indexed: 11/16/2022]
Abstract
Soybean (Glycine max L.) is a crop native to Northeast Asia, including China, Korea, and Japan, but currently cultivated all over the world. The National Agrobiodiversity Center in Korea at the Rural Development Administration (RDA) conserves approximately 26,000 accessions and conducts characterizations of its accessions, to accumulate new information. Roots are essential organs of a plant, providing mechanical support, as well as aiding water and nutrient acquisition. Currently, not much information is available in international gene banks regarding root characterization. We studied the root phenotype of 374 soybean accessions, using a high-throughput method. Eight root morphological traits (RMT) were studied and we observed that the surface area (SA), number of forks (NF), and number of tips (NT) had a positive correlation with total length (LENGTH), and that link average length (LAL) and other traits all had a negative correlation. Additionally, the correlation between seed traits (height, width, and 100-seed weight) and root traits was confirmed for the first time in this experiment. The germplasms were divided into three clusters by k-means clustering, and orthogonal projections to latent structures discriminant analysis (OPLS-DA) was used to compare clusters. The most distinctive characteristics between clusters were total lateral average length (LAD) and total lateral average length (DIAM). Cluster 3 had the highest LENGTH, SA, NF, and NF, whereas cluster 1 had the smallest LENGTH, SA, and NF. We selected the top 10 accessions for each RMT, and IT208321, IT216313, and IT216137 were nominated as the best germplasms. These accessions can be recommended to breeders as materials for breeding programs. This is a preliminary report on the characterization of the root phenotype at an international gene bank and will open up the possibility of improving the available information on accessions in gene banks worldwide.
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Affiliation(s)
- Seong-Hoon Kim
- National Agrobiodiversity Center, National Institute of Agricultural Sciences, RDA, Jeonju 5487, Korea;
- Department of Applied Plant Science, Chonnam National University, Gwangju 61186, Korea
- Correspondence: (S.-H.K.); (B.-S.H.); (B.-K.H.)
| | - Parthiban Subramanian
- National Agrobiodiversity Center, National Institute of Agricultural Sciences, RDA, Jeonju 5487, Korea;
- PG & Research Department of Biotechnology and Microbiology, National College (Autonomous), Tiruchirapalli 620001, Tamilnadu, India
| | - Bum-Soo Hahn
- National Agrobiodiversity Center, National Institute of Agricultural Sciences, RDA, Jeonju 5487, Korea;
- Correspondence: (S.-H.K.); (B.-S.H.); (B.-K.H.)
| | - Bo-Keun Ha
- Department of Applied Plant Science, Chonnam National University, Gwangju 61186, Korea
- Correspondence: (S.-H.K.); (B.-S.H.); (B.-K.H.)
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Ahmad N, Su B, Ibrahim S, Kuang L, Tian Z, Wang X, Wang H, Dun X. Deciphering the Genetic Basis of Root and Biomass Traits in Rapeseed (Brassica napus L.) through the Integration of GWAS and RNA-Seq under Nitrogen Stress. Int J Mol Sci 2022; 23:ijms23147958. [PMID: 35887301 PMCID: PMC9323118 DOI: 10.3390/ijms23147958] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2022] [Revised: 07/16/2022] [Accepted: 07/16/2022] [Indexed: 02/06/2023] Open
Abstract
An excellent root system is responsible for crops with high nitrogen-use efficiency (NUE). The current study evaluated the natural variations in 13 root- and biomass-related traits under a low nitrogen (LN) treatment in a rapeseed association panel. The studied traits exhibited significant phenotypic differences with heritabilities ranging from 0.53 to 0.66, and most of the traits showed significant correlations with each other. The genome-wide association study (GWAS) found 51 significant and 30 suggestive trait–SNP associations that integrated into 14 valid quantitative trait loci (QTL) clusters and explained 5.7–21.2% phenotypic variance. In addition, RNA sequencing was performed at two time points to examine the differential expression of genes (DEGs) between high and low NUE lines. In total, 245, 540, and 399 DEGs were identified as LN stress-specific, high nitrogen (HN) condition-specific, and HNLN common DEGs, respectively. An integrated analysis of GWAS, weighted gene co-expression network, and DEGs revealed 16 genes involved in rapeseed root development under LN stress. Previous studies have reported that the homologs of seven out of sixteen potential genes control root growth and NUE. These findings revealed the genetic basis underlying nitrogen stress and provided worthwhile SNPs/genes information for the genetic improvement of NUE in rapeseed.
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Affiliation(s)
- Nazir Ahmad
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
| | - Bin Su
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
| | - Sani Ibrahim
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
- Department of Plant Biology, Faculty of Life Sciences, College of Physical and Pharmaceutical Sciences, Bayero University, P.M.B. 3011, Kano 700006, Nigeria
| | - Lieqiong Kuang
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
| | - Ze Tian
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
| | - Xinfa Wang
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
- Hubei Hongshan Laboratory, Wuhan 430070, China
| | - Hanzhong Wang
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
- Hubei Hongshan Laboratory, Wuhan 430070, China
- Correspondence: (H.W.); (X.D.)
| | - Xiaoling Dun
- Oil Crops Research Institute of the Chinese Academy of Agricultural Sciences/Key Laboratory of Biology and Genetic Improvement of Oil Crops, Ministry of Agriculture and Rural Affairs, Wuhan 430062, China; (N.A.); (B.S.); (S.I.); (L.K.); (Z.T.); (X.W.)
- Correspondence: (H.W.); (X.D.)
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9
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Oilseed Rape Cultivars Show Diversity of Root Morphologies with the Potential for Better Capture of Nitrogen. NITROGEN 2021. [DOI: 10.3390/nitrogen2040033] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
The worldwide demand for vegetable oils is rising. Oilseed rape (Brassica napus) diversifies cereal dominated crop rotations but requires important nitrogen input. Yet, the root organ is offering an untapped opportunity to improve the nitrogen capture in soil. This study evaluates three culture systems in controlled environment, to observe root morphology and to identify root attributes for superior biomass production and nitrogen use. The phenotypic diversity in a panel of 55 modern winter oilseed rape cultivars was screened in response to two divergent nitrate supplies. Upon in vitro and hydroponic cultures, a large variability for root morphologies was observed. Root biomass and morphological traits positively correlated with shoot biomass or leaf area. The activities of high-affinity nitrate transport systems correlated negatively with the leaf area, while the combined high- and low-affinity systems positively with the total root length. The X-ray computed tomography permitted to visualize the root system in pipes filled with soil. The in vitro root phenotype at germination stage was indicative of lateral root deployment in soil-grown plants. This study highlights great genetic potential in oilseed rape, which could be manipulated to optimize crop root characteristics and nitrogen capture with substantial implications for agricultural production.
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