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Lu J, Xiaoyang C, Li J, Wu H, Wang Y, Di P, Deyholos MK, Zhang J. Whole-Genome Identification of the Flax Fatty Acid Desaturase Gene Family and Functional Analysis of the LuFAD2.1 Gene Under Cold Stress Conditions. PLANT, CELL & ENVIRONMENT 2025; 48:2221-2239. [PMID: 39564899 PMCID: PMC11788951 DOI: 10.1111/pce.15284] [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: 10/08/2024] [Revised: 10/31/2024] [Accepted: 11/02/2024] [Indexed: 11/21/2024]
Abstract
Fatty acid desaturase (FAD) is essential for plant growth and development and plant defence response. Although flax (Linum usitatissimum L.) is an important oil and fibre crop, but its FAD gene remains understudied. This study identified 43 LuFAD genes in the flax genome. The phylogenetic analysis divided the FAD genes into seven subfamilies. LuFAD is unevenly distributed on 15 chromosomes, and fragment duplication is the only driving force for the amplification of the LuFAD gene family. In the LuFAD gene promoter region, most elements respond to plant hormones (MeJA, ABA) and abiotic stresses (anaerobic and low temperature). The expression pattern analysis showed that the temporal and spatial expression patterns of all LuFAD genes in different tissues and the response patterns to abiotic stresses (heat and salt) were identified. Subcellular localisation showed that all LuFAD2-GFP were expressed in the endoplasmic reticulum membrane. RT-qPCR analysis revealed that LuFAD2 was significantly upregulated under cold, salt and drought stress, and its overexpression in Arabidopsis thaliana enhanced cold tolerance genes and reduced ROS accumulation. This study offers key insights into the FAD gene family's role in flax development and stress adaptation.
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Affiliation(s)
- Jianyu Lu
- Faculty of AgronomyJilin Agricultural UniversityChangchunChina
| | | | - Jinxi Li
- Faculty of AgronomyJilin Agricultural UniversityChangchunChina
| | - Hanlu Wu
- Faculty of AgronomyJilin Agricultural UniversityChangchunChina
| | - Yifei Wang
- College of Life SciencesJilin Agricultural UniversityChangchunChina
| | - Peng Di
- College of Traditional Chinese MedicineJilin Agricultural UniversityChangchunChina
| | - Michael K. Deyholos
- Department of BiologyUniversity of British Columbia, OkanaganKelownaBritish ColumbiaCanada
| | - Jian Zhang
- Faculty of AgronomyJilin Agricultural UniversityChangchunChina
- Department of BiologyUniversity of British Columbia, OkanaganKelownaBritish ColumbiaCanada
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Lakhssassi N, Chhapekar SS, Devkar V, Knizia D, El Baze A, Ye H, Vuong T, Patil GB, Nguyen HT, Meksem K. Discovery of two tightly linked soybean genes at the qSCN10 (O) locus conferring broad-spectrum resistance to soybean cyst nematode. Commun Biol 2025; 8:259. [PMID: 39966671 PMCID: PMC11836386 DOI: 10.1038/s42003-025-07633-8] [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: 12/19/2023] [Accepted: 01/30/2025] [Indexed: 02/20/2025] Open
Abstract
Soybean cyst nematode (SCN, Heterodera glycine Ichinohe) is a major threat to global soybean yield. Resistance genes at the rhg1 locus from PI 88788 are majorly utilized in 95% of the U.S. breeding programs. Continuous use of this resistance source leads to a shift in the virulence of SCN populations and overcomes host resistance. Therefore, it is necessary to identify alternative SCN resistance sources to combat this ever-changing pest. Previously, we identified an exotic soybean line, PI 567516C, which carries a novel qSCN10 (O) locus for SCN resistance demonstrating different resistance responses compared to the known rhg1 and Rhg4 loci. Here, we narrowed the qSCN10 QTL region to 142-kb (containing 20 genes). Based on gene expression, gene ontology, in-silico analysis, and QTL-based haplotyping, two genes were identified for functional characterization. Overexpression of the transcription factor TGA1-related and Shugoshin C-terminus in the SCN-susceptible Williams 82 reduced the cyst number by 6.4-fold (84.6%) and 5.3-fold (81.2%), respectively. GmTGA1-10 and GmSCT-10 Tilling mutants showed high cyst numbers. The two genes associated with the qSCN10 QTL have significant potential to reduce the SCN population. They also offer an alternative source of durable SCN resistance that is independent of rhg1 and Rhg4.
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Affiliation(s)
- Naoufal Lakhssassi
- School of Agricultural Sciences, Southern Illinois University, Carbondale, IL, 62901, USA
- Department of Biological Sciences, School of Science, Hampton University, Hampton, VA, 23668, USA
| | | | - Vikas Devkar
- Institute of Genomic of for Crop Abiotic Stress Tolerance, Department of Plant and Soil Sciences, Texas Tech University, Lubbock, TX, 79423, USA
| | - Dounya Knizia
- School of Agricultural Sciences, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Abdelhalim El Baze
- School of Agricultural Sciences, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Heng Ye
- Division of Plant Science and Technology, University of Missouri, Columbia, MO, 65211, USA
| | - Tri Vuong
- Division of Plant Science and Technology, University of Missouri, Columbia, MO, 65211, USA
| | - Gunvant B Patil
- Institute of Genomic of for Crop Abiotic Stress Tolerance, Department of Plant and Soil Sciences, Texas Tech University, Lubbock, TX, 79423, USA
| | - Henry T Nguyen
- Division of Plant Science and Technology, University of Missouri, Columbia, MO, 65211, USA.
| | - Khalid Meksem
- School of Agricultural Sciences, Southern Illinois University, Carbondale, IL, 62901, USA.
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Stupar RM, Locke AM, Allen DK, Stacey MG, Ma J, Weiss J, Nelson RT, Hudson ME, Joshi T, Li Z, Song Q, Jedlicka JR, MacIntosh GC, Grant D, Parrott WA, Clemente TE, Stacey G, An YC, Aponte‐Rivera J, Bhattacharyya MK, Baxter I, Bilyeu KD, Campbell JD, Cannon SB, Clough SJ, Curtin SJ, Diers BW, Dorrance AE, Gillman JD, Graef GL, Hancock CN, Hudson KA, Hyten DL, Kachroo A, Koebernick J, Libault M, Lorenz AJ, Mahan AL, Massman JM, McGinn M, Meksem K, Okamuro JK, Pedley KF, Rainey KM, Scaboo AM, Schmutz J, Song B, Steinbrenner AD, Stewart‐Brown BB, Toth K, Wang D, Weaver L, Zhang B, Graham MA, O'Rourke JA. Soybean genomics research community strategic plan: A vision for 2024-2028. THE PLANT GENOME 2024; 17:e20516. [PMID: 39572930 PMCID: PMC11628913 DOI: 10.1002/tpg2.20516] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/17/2024] [Revised: 08/09/2024] [Accepted: 08/16/2024] [Indexed: 12/11/2024]
Abstract
This strategic plan summarizes the major accomplishments achieved in the last quinquennial by the soybean [Glycine max (L.) Merr.] genetics and genomics research community and outlines key priorities for the next 5 years (2024-2028). This work is the result of deliberations among over 50 soybean researchers during a 2-day workshop in St Louis, MO, USA, at the end of 2022. The plan is divided into seven traditional areas/disciplines: Breeding, Biotic Interactions, Physiology and Abiotic Stress, Functional Genomics, Biotechnology, Genomic Resources and Datasets, and Computational Resources. One additional section was added, Training the Next Generation of Soybean Researchers, when it was identified as a pressing issue during the workshop. This installment of the soybean genomics strategic plan provides a snapshot of recent progress while looking at future goals that will improve resources and enable innovation among the community of basic and applied soybean researchers. We hope that this work will inform our community and increase support for soybean research.
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Affiliation(s)
- Robert M. Stupar
- Department of Agronomy and Plant GeneticsUniversity of MinnesotaSt. PaulMinnesotaUSA
| | - Anna M. Locke
- USDA‐ARS Soybean & Nitrogen Fixation Research UnitRaleighNorth CarolinaUSA
| | - Doug K. Allen
- USDA‐ARS Donald Danforth Plant Science CenterSt. LouisMissouriUSA
| | - Minviluz G. Stacey
- Division of Plant Science and TechnologyUniversity of MissouriColumbiaMissouriUSA
| | - Jianxin Ma
- Department of AgronomyPurdue UniversityWest LafayetteIndianaUSA
| | - Jackie Weiss
- Smithbucklin for the United Soybean BoardSt. LouisMissouriUSA
| | - Rex T. Nelson
- USDA‐ARS Corn Insects and Crop Genetics Research UnitAmesIowaUSA
| | | | - Trupti Joshi
- Division of Plant Science and TechnologyUniversity of MissouriColumbiaMissouriUSA
- MU Institute for Data Science and InformaticsUniversity of Missouri–ColumbiaColumbiaMissouriUSA
| | - Zenglu Li
- Department of Crop and Soil Sciences, and Institute of Plant Breeding, Genetics and GenomicsUniversity of GeorgiaAthensGeorgiaUSA
| | - Qijian Song
- USDA‐ARS Soybean Genomics and Improvement Laboratory, Beltsville Agricultural Research CenterBeltsvilleMarylandUSA
| | | | - Gustavo C. MacIntosh
- Roy J. Carver Department of Biochemistry, Biophysics and Molecular BiologyIowa State UniversityAmesIowaUSA
| | - David Grant
- USDA‐ARS Corn Insects and Crop Genetics Research UnitAmesIowaUSA
- Department of AgronomyIowa State UniversityAmesIowaUSA
| | - Wayne A. Parrott
- Department of Crop and Soil Sciences, and Institute of Plant Breeding, Genetics and GenomicsUniversity of GeorgiaAthensGeorgiaUSA
- Center for Applied Genetic TechnologiesUniversity of GeorgiaAthensGeorgiaUSA
| | - Tom E. Clemente
- Department of Agronomy & HorticultureUniversity of NebraskaLincolnNebraskaUSA
| | - Gary Stacey
- Division of Plant Science and TechnologyUniversity of MissouriColumbiaMissouriUSA
| | | | | | | | - Ivan Baxter
- Donald Danforth Plant Science CenterSt. LouisMissouriUSA
| | | | | | - Steven B. Cannon
- USDA‐ARS Corn Insects and Crop Genetics Research UnitAmesIowaUSA
| | - Steven J. Clough
- USDA‐ARS Soybean/Maize Germplasm, Pathology and Genetics Research UnitUrbanaIllinoisUSA
| | | | - Brian W. Diers
- Department of Crop SciencesUniversity of IllinoisUrbanaIllinoisUSA
| | - Anne E. Dorrance
- Department of Plant PathologyThe Ohio State UniversityWoosterOhioUSA
| | | | - George L. Graef
- Department of Agronomy & HorticultureUniversity of NebraskaLincolnNebraskaUSA
| | - C. Nathan Hancock
- Department of Biological, Environmental, and Earth SciencesUniversity of South Carolina AikenAikenSouth CarolinaUSA
| | - Karen A. Hudson
- USDA‐ARS Crop Production and Pest Control Research UnitWest LafayetteIndianaUSA
| | - David L. Hyten
- Department of Agronomy & HorticultureUniversity of NebraskaLincolnNebraskaUSA
| | - Aardra Kachroo
- Department of Plant PathologyUniversity of KentuckyLexingtonKentuckyUSA
| | - Jenny Koebernick
- Department of Crop, Soil and Environmental SciencesAuburn UniversityAuburnAlabamaUSA
| | - Marc Libault
- Division of Plant Science and TechnologyUniversity of MissouriColumbiaMissouriUSA
| | - Aaron J. Lorenz
- Department of Agronomy and Plant GeneticsUniversity of MinnesotaSt. PaulMinnesotaUSA
| | - Adam L. Mahan
- USDA‐ARS Soybean/Maize Germplasm, Pathology and Genetics Research UnitUrbanaIllinoisUSA
| | | | - Michaela McGinn
- Smithbucklin for the United Soybean BoardSt. LouisMissouriUSA
| | - Khalid Meksem
- Department of Plant, Soil, and Agricultural SystemsSouthern Illinois UniversityCarbondaleIllinoisUSA
| | - Jack K. Okamuro
- USDA‐ARS Crop Production and ProtectionBeltsvilleMarylandUSA
| | - Kerry F. Pedley
- USDA‐ARS Foreign Disease‐Weed Science Research UnitFt. DetrickMarylandUSA
| | | | - Andrew M. Scaboo
- Division of Plant Science and TechnologyUniversity of MissouriColumbiaMissouriUSA
| | - Jeremy Schmutz
- DOE Joint Genome InstituteLawrence Berkeley National LaboratoryBerkeleyCaliforniaUSA
- HudsonAlpha Institute of BiotechnologyHuntsvilleAlabamaUSA
| | - Bao‐Hua Song
- Department of Biological SciencesUniversity of North Carolina at CharlotteCharlotteNorth CarolinaUSA
| | | | | | | | - Dechun Wang
- Department of Plant, Soil and Microbial SciencesMichigan State UniversityEast LansingMichiganUSA
| | - Lisa Weaver
- Smithbucklin for the United Soybean BoardSt. LouisMissouriUSA
| | - Bo Zhang
- School of Plant and Environmental SciencesVirginia Polytechnic Institute and State UniversityBlacksburgVirginiaUSA
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Wei H, Xu T, Luo C, Ma D, Yang F, Yang P, Zhou X, Liu G, Lian B, Zhong F, Zhang J. Salix matsudana fatty acid desaturases: Identification, classification, evolution, and expression profiles for development and stress tolerances. Int J Biol Macromol 2024; 278:134574. [PMID: 39122077 DOI: 10.1016/j.ijbiomac.2024.134574] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2024] [Revised: 07/24/2024] [Accepted: 08/06/2024] [Indexed: 08/12/2024]
Abstract
Fatty acid desaturases (FADs) are enzymes that transform carbon‑carbon single bonds into carbon‑carbon double bonds within acyl chains, resulting in the production of unsaturated FAs (UFAs). They are crucial for plant growth, development, and adaptation to environmental stress. In our research, we identified 40 FAD candidates in the Salix matsudana genome, grouping them into seven categories. Exon-intron structures and conserved motifs of SmFADs within the same group showed significant conservation. Cis-element analysis revealed SmFADs are responsive to hormones and stress. Additionally, GO and KEGG analyses linked SmFADs closely with lipid biosynthesis and UFA biosynthesis, which were crucial for the plant's response to environmental stresses. Notably, the SmFAB2.4, SmADS1, SmFAD7.5, and SmFAD8.2 were predicted to participate in submergence tolerance, whereas SmFAD8.1 and SmFAD7.1 played an essential role in salt stress response. The diverse expression profiles of SmFADs across willow varieties, in various tissues, and throughout the willow bud development stages revealed a spectrum of functional diversity for these genes. Moreover, specific SmFADs might play a crucial role in callus development and the response to culturing conditions in various willow cultivars. This research underscored the importance of SmFAD profiles and functions and identified potential genes for enhancing forest resilience.
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Affiliation(s)
- Hui Wei
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Tiantian Xu
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Chunying Luo
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Duojin Ma
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Fan Yang
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Peijian Yang
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Xiaoxi Zhou
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Guoyuan Liu
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China
| | - Bolin Lian
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China.
| | - Fei Zhong
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China.
| | - Jian Zhang
- Key Laboratory of Landscape Plant Genetics and Breeding, School of Life Sciences, Nantong University, Nantong, China; Key Lab of Landscape Plant Genetics and Breeding, Nantong 226000, China.
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5
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Lakhssassi N, El Baze A, Knizia D, Salhi Y, Embaby MG, Anil E, Mallory C, Lakhssassi A, Meksem J, Shi H, Vuong TD, Meksem K, Kassem MA, AbuGhazaleh A, Nguyen HT, Bellaloui N, Boualem A, Meksem K. A sucrose-binding protein and β-conglycinins regulate soybean seed protein content and control multiple seed traits. PLANT PHYSIOLOGY 2024; 196:1298-1321. [PMID: 39056548 DOI: 10.1093/plphys/kiae380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/14/2024] [Revised: 05/14/2024] [Accepted: 06/10/2024] [Indexed: 07/28/2024]
Abstract
Expanded agriculture production is required to support the world's population but can impose substantial environmental and climate change costs, particularly with intensifying animal production and protein demand. Shifting from an animal- to a plant-based protein diet has numerous health benefits. Soybean (Glycine max [L.] Merr.) is a major source of protein for human food and animal feed; improved soybean protein content and amino acid composition could provide high-quality soymeal for animal feed, healthier human foods, and a reduced carbon footprint. Nonetheless, during the soybean genome evolution, a balance was established between the amount of seed protein, oil, and carbohydrate content, burdening the development of soybean cultivars with high proteins (HPs). We isolated 2 high-seed protein soybean mutants, HP1 and HP2, with improved seed amino acid composition and stachyose content, pointing to their involvement in controlling seed rebalancing phenomenon. HP1 encodes β-conglycinin (GmCG-1) and HP2 encodes sucrose-binding protein (GmSBP-1), which are both highly expressed in soybean seeds. Mutations in GmSBP-1, GmCG-1, and the paralog GmCG-2 resulted in increased protein levels, confirming their role as general regulators of seed protein content, amino acid seed composition, and seed vigor. Biodiversity analysis of GmCG and GmSBP across 108 soybean accessions revealed haplotypes correlated with protein and seed carbohydrate content. Furthermore, our data revealed an unprecedented role of GmCG and GmSBP proteins in improving seed vigor, crude protein, and amino acid digestibility. Since GmSBP and GmCG are present in most seed plants analyzed, these genes could be targeted to improve multiple seed traits.
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Affiliation(s)
- Naoufal Lakhssassi
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Abdelhalim El Baze
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Dounya Knizia
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Yasser Salhi
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Mohamed G Embaby
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Erdem Anil
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Cullen Mallory
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Aicha Lakhssassi
- Intelligent Automation & BioMedGenomics Laboratory, Faculty of Sciences and Technologies, University Abdelmalek Essaâdi, Tangier 90000, Morocco
| | - Jonas Meksem
- Trinity College of Arts and Sciences, Duke University, Durham, NC 27708, USA
| | - Haiying Shi
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Tri D Vuong
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Kenza Meksem
- Towson High School, Baltimore County Public School District, Towson, MD 21286, USA
| | - My Abdelmajid Kassem
- Plant Genomics and Biotechnology Laboratory, Department of Biological Sciences, Fayetteville State University, Fayetteville, NC 28301, USA
| | - Amer AbuGhazaleh
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
| | - Henry T Nguyen
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Nacer Bellaloui
- Crop Genetics Research Unit, USDA-ARS, Stoneville, MS 38776, USA
| | - Adnane Boualem
- Department of Plant Breeding and Genetics, French National Institute for Agriculture, Food, and Environment (INRAE), Paris, 75007, France
| | - Khalid Meksem
- Department of Plant, Soil and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA
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Rauf S, Fatima S, Ortiz R. Modification of Fatty Acid Profile and Oil Contents Using Gene Editing in Oilseed Crops for a Changing Climate. GM CROPS & FOOD 2023; 14:1-12. [PMID: 37551783 PMCID: PMC10761075 DOI: 10.1080/21645698.2023.2243041] [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: 06/08/2023] [Accepted: 07/27/2023] [Indexed: 08/09/2023]
Abstract
Mutation breeding based on various chemical and physical mutagens induces and disrupts non-target loci. Hence, large populations were required for visual screening, but desired plants were rare and it was a further laborious task to identify desirable mutants. Generated mutant had high defect due to non-targeted mutation, with poor agronomic performance. Mutation techniques were augmented by targeted induced local lesions in genome (TILLING) facilitating the selection of desirable germplasm. On the other hand, gene editing through CRISPR/Cas9 allows knocking down genes for site-directed mutation. This handy technique has been exploited for the modification of fatty acid profile. High oleic acid genetic stocks were obtained in a broad range of crops. Moreover, genes involved in the accumulation of undesirable seed components such as starch, polysaccharide, and flavors were knocked down to enhance seed quality, which helps to improve oil contents and reduces the anti-nutritional component.
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Affiliation(s)
- Saeed Rauf
- Department of Plant Breeding & Genetics, College of Agriculture, University of Sargodha, Sargodha, Pakistan
| | - Seerat Fatima
- Department of Plant Breeding & Genetics, College of Agriculture, University of Sargodha, Sargodha, Pakistan
| | - Rodomiro Ortiz
- Department of Plant Breeding, Swedish University of Agricultural Sciences, Alnarp, Sweden
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Goshika S, Meksem K, Ahmed KR, Lakhssassi N. Deep Learning Model for Classifying and Evaluating Soybean Leaf Disease Damage. Int J Mol Sci 2023; 25:106. [PMID: 38203277 PMCID: PMC10779234 DOI: 10.3390/ijms25010106] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/18/2023] [Revised: 12/11/2023] [Accepted: 12/15/2023] [Indexed: 01/12/2024] Open
Abstract
Soybean (Glycine max (L.) Merr.) is a major source of oil and protein for human food and animal feed; however, soybean crops face diverse factors causing damage, including pathogen infections, environmental shifts, poor fertilization, and incorrect pesticide use, leading to reduced yields. Identifying the level of leaf damage aids yield projections, pesticide, and fertilizer decisions. Deep learning models (DLMs) and neural networks mastering tasks from abundant data have been used for binary healthy/unhealthy leaf classification. However, no DLM predicts and categorizes soybean leaf damage severity (five levels) for tailored pesticide use and yield forecasts. This paper introduces a novel DLM for accurate damage prediction and classification, trained on 2930 near-field soybean leaf images. The model quantifies damage severity, distinguishing healthy/unhealthy leaves and offering a comprehensive solution. Performance metrics include accuracy, precision, recall, and F1-score. This research presents a robust DLM for soybean damage assessment, supporting informed agricultural decisions based on specific damage levels and enhancing crop management and productivity.
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Affiliation(s)
- Sandeep Goshika
- School of Computing, Southern Illinois University, Carbondale, IL 62901, USA; (S.G.); (K.R.A.)
| | - Khalid Meksem
- School of Agricultural Sciences, Southern Illinois University, Carbondale, IL 62901, USA;
| | - Khaled R. Ahmed
- School of Computing, Southern Illinois University, Carbondale, IL 62901, USA; (S.G.); (K.R.A.)
| | - Naoufal Lakhssassi
- School of Agricultural Sciences, Southern Illinois University, Carbondale, IL 62901, USA;
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8
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Bellaloui N, Knizia D, Yuan J, Song Q, Betts F, Register T, Williams E, Lakhssassi N, Mazouz H, Nguyen HT, Meksem K, Mengistu A, Kassem MA. Genetic Mapping for QTL Associated with Seed Nickel and Molybdenum Accumulation in the Soybean 'Forrest' by 'Williams 82' RIL Population. PLANTS (BASEL, SWITZERLAND) 2023; 12:3709. [PMID: 37960065 PMCID: PMC10649706 DOI: 10.3390/plants12213709] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 10/01/2023] [Accepted: 10/23/2023] [Indexed: 11/15/2023]
Abstract
Understanding the genetic basis of seed Ni and Mo is essential. Since soybean is a major crop in the world and a major source for nutrients, including Ni and Mo, the objective of the current research was to map genetic regions (quantitative trait loci, QTL) linked to Ni and Mo concentrations in soybean seed. A recombinant inbred line (RIL) population was derived from a cross between 'Forrest' and 'Williams 82' (F × W82). A total of 306 lines was used for genotyping using 5405 single nucleotides polymorphism (SNP) markers using Infinium SNP6K BeadChips. A two-year experiment was conducted and included the parents and the RIL population. One experiment was conducted in 2018 in North Carolina (NC), and the second experiment was conducted in Illinois in 2020 (IL). Logarithm of the odds (LOD) of ≥2.5 was set as a threshold to report identified QTL using the composite interval mapping (CIM) method. A wide range of Ni and Mo concentrations among RILs was observed. A total of four QTL (qNi-01, qNi-02, and qNi-03 on Chr 2, 8, and 9, respectively, in 2018, and qNi-01 on Chr 20 in 2020) was identified for seed Ni. All these QTL were significantly (LOD threshold > 2.5) associated with seed Ni, with LOD scores ranging between 2.71-3.44, and with phenotypic variance ranging from 4.48-6.97%. A total of three QTL for Mo (qMo-01, qMo-02, and qMo-03 on Chr 1, 3, 17, respectively) was identified in 2018, and four QTL (qMo-01, qMo-02, qMo-03, and qMo-04, on Chr 5, 11, 14, and 16, respectively) were identified in 2020. Some of the current QTL had high LOD and significantly contributed to the phenotypic variance for the trait. For example, in 2018, Mo QTL qMo-01 on Chr 1 had LOD of 7.8, explaining a phenotypic variance of 41.17%, and qMo-03 on Chr 17 had LOD of 5.33, with phenotypic variance explained of 41.49%. In addition, one Mo QTL (qMo-03 on Chr 14) had LOD of 9.77, explaining 51.57% of phenotypic variance related to the trait, and another Mo QTL (qMo-04 on Chr 16) had LOD of 7.62 and explained 49.95% of phenotypic variance. None of the QTL identified here were identified twice across locations/years. Based on a search of the available literature and of SoyBase, the four QTL for Ni, identified on Chr 2, 8, 9, and 20, and the five QTL associated with Mo, identified on Chr 1, 17, 11, 14, and 16, are novel and not previously reported. This research contributes new insights into the genetic mapping of Ni and Mo, and provides valuable QTL and molecular markers that can potentially assist in selecting Ni and Mo levels in soybean seeds.
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Affiliation(s)
- Nacer Bellaloui
- Crop Genetics Research Unit, USDA, Agriculture Research Service, 141 Experiment Station Road, Stoneville, MS 38776, USA
| | - Dounya Knizia
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA; (D.K.); (N.L.); (K.M.)
- Laboratoire de Biotechnologies & Valorisation des Bio-Ressources (BioVar), Département de Biologie, Faculté des Sciences, Université Moulay Ismail, Meknès 50000, Morocco;
| | - Jiazheng Yuan
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.); (M.A.K.)
| | - Qijian Song
- Soybean Genomics and Improvement Laboratory, USDA-ARS, Beltsville, MD 20705, USA;
| | - Frances Betts
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.); (M.A.K.)
| | - Teresa Register
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.); (M.A.K.)
| | - Earl Williams
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.); (M.A.K.)
| | - Naoufal Lakhssassi
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA; (D.K.); (N.L.); (K.M.)
| | - Hamid Mazouz
- Laboratoire de Biotechnologies & Valorisation des Bio-Ressources (BioVar), Département de Biologie, Faculté des Sciences, Université Moulay Ismail, Meknès 50000, Morocco;
| | - Henry T. Nguyen
- Division of Plant Science and Technology, University of Missouri, Columbia, MO 65211, USA;
| | - Khalid Meksem
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA; (D.K.); (N.L.); (K.M.)
| | - Alemu Mengistu
- Crop Genetics Research Unit, USDA, Agricultural Research Service, Jackson, TN 38301, USA;
| | - My Abdelmajid Kassem
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.); (M.A.K.)
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9
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Gao F, Guan X, Zhang W, Han T, Liu X, Shi B. Oxidized Soybean Oil Evoked Hepatic Fatty Acid Metabolism Disturbance in Rats and their Offspring. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2023; 71:13483-13494. [PMID: 37667911 DOI: 10.1021/acs.jafc.3c02466] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/06/2023]
Abstract
The oxidation of fats and oils is an undisputed subject of science, given the effect of oxidized fats and oils on food quality and safety. This study aimed to determine whether maternal exposure to oxidized soybean oil (OSO) causes lipid metabolism disorders in the liver and whether this lipid metabolism disorder can be transmitted to offspring or even worsened. A total of 60 female Sprague-Dawley (SD) rats were divided randomly into four groups in this study. Treatment groups received a pure diet of OSO with a peroxide value of 200, 400, or 800 mEqO2/kg, while the control group received fresh soybean oil (FSO). As for our results, OSO affected serum biochemical parameters in the maternal generation (F0) and induced liver histopathology changes, inflammation, and oxidative stress. Moreover, the expression of genes related to the liver X receptor α (LXRα)─sterol regulatory element binding protein-1c (SREBP-1c) signaling pathway was changed. Similar trends were found in the livers of offspring on postnatal days 21 and 56. In conclusion, exposure to OSO during gestation and lactation can affect liver lipid synthesis. Additionally, it is detrimental to the development of the offspring's liver, affecting fatty acid metabolism and causing liver damage.
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Affiliation(s)
- Feng Gao
- College of Animal Science and Technology, Northeast Agricultural University, Harbin 150030, P. R. China
| | - Xin Guan
- College of Animal Science and Technology, Northeast Agricultural University, Harbin 150030, P. R. China
| | - Wentao Zhang
- College of Animal Science and Technology, Northeast Agricultural University, Harbin 150030, P. R. China
| | - Tingting Han
- College of Animal Science and Technology, Northeast Agricultural University, Harbin 150030, P. R. China
| | - Xinyu Liu
- College of Animal Science and Technology, Northeast Agricultural University, Harbin 150030, P. R. China
| | - Baoming Shi
- College of Animal Science and Technology, Northeast Agricultural University, Harbin 150030, P. R. China
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10
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Li P, Rana S, Zhang M, Jin C, Tian K, Liu Z, Li Z, Cai Q, Geng X, Wang Y. An investigation of the growth status of 19-year-old Idesia polycarpa 'Yuji' plantation forest in the mountainous region of Henan, China. Heliyon 2023; 9:e19716. [PMID: 37809978 PMCID: PMC10559007 DOI: 10.1016/j.heliyon.2023.e19716] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 08/30/2023] [Accepted: 08/30/2023] [Indexed: 10/10/2023] Open
Abstract
Plantation forests play an important role in the mitigation of greenhouse gas emissions. Idesia polycarpa Maxim is an emerging woody oil tree species in most Asian countries. The 19-year-old Idesia polycarpa 'Yuji' plantation forest was selected as a sample site. The nutrient contents of the understory soil total carbon (TC), total nitrogen (TN), nitrate nitrogen (NN), organic carbon (OC), available phosphorus (AP), available potassium (AK), and pH were analyzed. Several metrics were measured to quantify the growth status of the forest, such as tree heights (H), clear bole heights (CBH), diameters at breast height (DBH), and male-to-female ratios (MFR). In addition, we harvested the fruits to analyze oil content and fatty acid composition. The results found that the nutrient content of the soil was TC (4.93%), TN (0.42%), NN (43.08 mg kg-1), OC (4.90 g kg-1), AP (13.66 mg kg-1), AK (30.48 mg kg-1), and pH (7.90). The growth characteristics were H (11.75 m), DBH (12.79 cm), and CBH (6.17 m). The MFR was close to 1:1. Besides, the oil content of the fruit and unsaturated fatty acids was 24.08% and 68.49%, respectively. As an alternative tree species, the plantation of Idesia polycarpa offers great potential in artificial afforestation in some particular places with specific forest site conditions.
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Affiliation(s)
| | | | - Mengxing Zhang
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
| | - Chao Jin
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
| | - Kaixin Tian
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
| | - Zhen Liu
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
| | - Zhi Li
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
| | - Qifei Cai
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
| | - Xiaodong Geng
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
| | - Yanmei Wang
- College of Forestry, Henan Agricultural University, Zhengzhou, 450046, China
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11
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Szurman-Zubrzycka M, Kurowska M, Till BJ, Szarejko I. Is it the end of TILLING era in plant science? FRONTIERS IN PLANT SCIENCE 2023; 14:1160695. [PMID: 37674734 PMCID: PMC10477672 DOI: 10.3389/fpls.2023.1160695] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Accepted: 07/19/2023] [Indexed: 09/08/2023]
Abstract
Since its introduction in 2000, the TILLING strategy has been widely used in plant research to create novel genetic diversity. TILLING is based on chemical or physical mutagenesis followed by the rapid identification of mutations within genes of interest. TILLING mutants may be used for functional analysis of genes and being nontransgenic, they may be directly used in pre-breeding programs. Nevertheless, classical mutagenesis is a random process, giving rise to mutations all over the genome. Therefore TILLING mutants carry background mutations, some of which may affect the phenotype and should be eliminated, which is often time-consuming. Recently, new strategies of targeted genome editing, including CRISPR/Cas9-based methods, have been developed and optimized for many plant species. These methods precisely target only genes of interest and produce very few off-targets. Thus, the question arises: is it the end of TILLING era in plant studies? In this review, we recap the basics of the TILLING strategy, summarize the current status of plant TILLING research and present recent TILLING achievements. Based on these reports, we conclude that TILLING still plays an important role in plant research as a valuable tool for generating genetic variation for genomics and breeding projects.
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Affiliation(s)
- Miriam Szurman-Zubrzycka
- Institute of Biology, Biotechnology and Environmental Protection, Faculty of Natural Sciences, University of Silesia in Katowice, Katowice, Poland
| | - Marzena Kurowska
- Institute of Biology, Biotechnology and Environmental Protection, Faculty of Natural Sciences, University of Silesia in Katowice, Katowice, Poland
| | - Bradley J. Till
- Veterinary Genetics Laboratory, University of California, Davis, Davis, United States
| | - Iwona Szarejko
- Institute of Biology, Biotechnology and Environmental Protection, Faculty of Natural Sciences, University of Silesia in Katowice, Katowice, Poland
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12
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Effects of Different Gene Editing Modes of CRISPR/Cas9 on Soybean Fatty Acid Anabolic Metabolism Based on GmFAD2 Family. Int J Mol Sci 2023; 24:ijms24054769. [PMID: 36902202 PMCID: PMC10003299 DOI: 10.3390/ijms24054769] [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: 12/26/2022] [Revised: 02/21/2023] [Accepted: 02/23/2023] [Indexed: 03/06/2023] Open
Abstract
Δ12-fatty acid dehydrogenase (FAD2) is the essential enzyme responsible for catalyzing the formation of linoleic acid from oleic acid. CRISPR/Cas9 gene editing technology has been an essential tool for molecular breeding in soybeans. To evaluate the most suitable type of gene editing in soybean fatty acid synthesis metabolism, this study selected five crucial enzyme genes of the soybean FAD2 gene family-GmFAD2-1A, GmFAD2-1B, GmFAD2-2A, GmFAD2-2B, and GmFAD2-2C-and created a CRISPR/Cas9-mediated single gene editing vector system. The results of Sanger sequencing showed that 72 transformed plants positive for T1 generation were obtained using Agrobacterium-mediated transformation, of which 43 were correctly edited plants, with the highest editing efficiency of 88% for GmFAD2-2A. The phenotypic analysis revealed that the oleic acid content of the progeny of GmFAD2-1A gene-edited plants had a higher increase of 91.49% when compared to the control JN18, and the rest of the gene-edited plants in order were GmFAD2-2A, GmFAD2-1B, GmFAD2-2C, and GmFAD2-2B. The analysis of gene editing type has indicated that base deletions greater than 2bp were the predominant editing type in all editing events. This study provides ideas for the optimization of CRISPR/Cas9 gene editing technology and the development of new tools for precise base editing in the future.
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13
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Jhingan S, Kumar A, Harloff HJ, Dreyer F, Abbadi A, Beckmann K, Obermeier C, Jung C. Direct access to millions of mutations by whole genome sequencing of an oilseed rape mutant population. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2023; 113:866-880. [PMID: 36575585 DOI: 10.1111/tpj.16079] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 12/20/2022] [Accepted: 12/21/2022] [Indexed: 06/17/2023]
Abstract
Induced mutations are an essential source of genetic variation in plant breeding. Ethyl methanesulfonate (EMS) mutagenesis has been frequently applied, and mutants have been detected by phenotypic or genotypic screening of large populations. In the present study, a rapeseed M2 population was derived from M1 parent cultivar 'Express' treated with EMS. Whole genomes were sequenced from fourfold (4×) pools of 1988 M2 plants representing 497 M2 families. Detected mutations were not evenly distributed and displayed distinct patterns across the 19 chromosomes with lower mutation rates towards the ends. Mutation frequencies ranged from 32/Mb to 48/Mb. On average, 284 442 single nucleotide polymorphisms (SNPs) per M2 DNA pool were found resulting from EMS mutagenesis. 55% of the SNPs were C → T and G → A transitions, characteristic for EMS induced ('canonical') mutations, whereas the remaining SNPs were 'non-canonical' transitions (15%) or transversions (30%). Additionally, we detected 88 725 high confidence insertions and deletions per pool. On average, each M2 plant carried 39 120 canonical mutations, corresponding to a frequency of one mutation per 23.6 kb. Approximately 82% of such mutations were located either 5 kb upstream or downstream (56%) of gene coding regions or within intergenic regions (26%). The remaining 18% were located within regions coding for genes. All mutations detected by whole genome sequencing could be verified by comparison with known mutations. Furthermore, all sequences are accessible via the online tool 'EMSBrassica' (http://www.emsbrassica.plantbreeding.uni-kiel.de), which enables direct identification of mutations in any target sequence. The sequence resource described here will further add value for functional gene studies in rapeseed breeding.
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Affiliation(s)
- Srijan Jhingan
- Plant Breeding Institute, Christian-Albrechts-Kiel University, Olshausenstrasse 40, 24098, Kiel, Germany
| | - Avneesh Kumar
- Plant Breeding Institute, Christian-Albrechts-Kiel University, Olshausenstrasse 40, 24098, Kiel, Germany
| | - Hans-Joachim Harloff
- Plant Breeding Institute, Christian-Albrechts-Kiel University, Olshausenstrasse 40, 24098, Kiel, Germany
| | - Felix Dreyer
- NPZ Innovation GmbH, Hohenlieth-Hof, 24363, Holtsee, Germany
| | - Amine Abbadi
- NPZ Innovation GmbH, Hohenlieth-Hof, 24363, Holtsee, Germany
| | - Katrin Beckmann
- NPZ Innovation GmbH, Hohenlieth-Hof, 24363, Holtsee, Germany
| | - Christian Obermeier
- Department of Plant Breeding, Justus Liebig University Giessen, Heinrich-Buff-Ring 26-32, 35392, Giessen, Germany
| | - Christian Jung
- Plant Breeding Institute, Christian-Albrechts-Kiel University, Olshausenstrasse 40, 24098, Kiel, Germany
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14
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Bioengineering of Soybean Oil and Its Impact on Agronomic Traits. Int J Mol Sci 2023; 24:ijms24032256. [PMID: 36768578 PMCID: PMC9916542 DOI: 10.3390/ijms24032256] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Revised: 01/17/2023] [Accepted: 01/18/2023] [Indexed: 01/26/2023] Open
Abstract
Soybean is a major oil crop and is also a dominant source of nutritional protein. The 20% seed oil content (SOC) of soybean is much lower than that in most oil crops and the fatty acid composition of its native oil cannot meet the specifications for some applications in the food and industrial sectors. Considerable effort has been expended on soybean bioengineering to tailor fatty acid profiles and improve SOC. Although significant advancements have been made, such as the creation of high-oleic acid soybean oil and high-SOC soybean, those genetic modifications have some negative impacts on soybean production, for instance, impaired germination or low protein content. In this review, we focus on recent advances in the bioengineering of soybean oil and its effects on agronomic traits.
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15
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Gao F, Wang C, Zhang W, Shi B. Effects of oxidized soybean oil on the performance of sows and jejunum health of suckling piglets. J Anim Physiol Anim Nutr (Berl) 2022; 107:830-838. [PMID: 36224721 DOI: 10.1111/jpn.13774] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 05/21/2022] [Accepted: 09/15/2022] [Indexed: 11/26/2022]
Abstract
Oils provide a considerable amount of energy to the swine diet, but they are prone to lipid oxidation if not properly preserved. Consumption of oxidized oils can adversely affect the animal organism and even the offspring. This study investigated the impact of oxidized soybean oil in the diets of sows from 107 days gestation to 21 days of lactation on the performance of sows and jejunum health of suckling piglets. Sixteen sows were randomly allocated into two groups: one group (n = 8) was fed with the fresh soybean oil (FSO) diet, and another group (n = 8) was treated with the oxidized soybean oil (OSO) diet. Dietary oxidized soybean oil does not affect sow performance. Antioxidant enzyme activity in the milk was reduced significantly in the OSO group, such as the superoxide dismutase (SOD), total antioxidant capacity (T-AOC), and catalase (CAT) activities (p < 0.05). On Day 21, oxidized soybean oil increased tumor necrosis factor-α (TNF-α), interleukin 6 (IL-6), and interleukin 8 (IL-8) levels in sow milk and the concentrations of TNF-α and IL-8 cytokines in plasma (p < 0.05). Suckling piglets from sows fed on OSO showed a trend towards increased IL-6 and TNF-α in plasma (p < 0.1). The mRNA expression of interleukin 1β (IL-1β) was augmented, whereas interleukin 10 (IL-10) was decreased, and zonula occludens-1 (ZO-1) had a tendency to be down-regulated in OSO treatment. This study revealed that the OSO of feed decreased the antioxidant capacity of milk, further contributing to the inflammatory response in the jejunum of suckling piglets.
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Affiliation(s)
- Feng Gao
- Institute of Animal Nutrition, Northeast Agricultural University, Harbin, China
| | - Chuanqi Wang
- Institute of Animal Nutrition, Northeast Agricultural University, Harbin, China
| | - Wentao Zhang
- Institute of Animal Nutrition, Northeast Agricultural University, Harbin, China
| | - Baoming Shi
- Institute of Animal Nutrition, Northeast Agricultural University, Harbin, China
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16
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Kumar J, Kumar A, Sen Gupta D, Kumar S, DePauw RM. Reverse genetic approaches for breeding nutrient-rich and climate-resilient cereal and food legume crops. Heredity (Edinb) 2022; 128:473-496. [PMID: 35249099 PMCID: PMC9178024 DOI: 10.1038/s41437-022-00513-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 02/10/2022] [Accepted: 02/10/2022] [Indexed: 12/21/2022] Open
Abstract
In the last decade, advancements in genomics tools and techniques have led to the discovery of many genes. Most of these genes still need to be characterized for their associated function and therefore, such genes remain underutilized for breeding the next generation of improved crop varieties. The recent developments in different reverse genetic approaches have made it possible to identify the function of genes controlling nutritional, biochemical, and metabolic traits imparting drought, heat, cold, salinity tolerance as well as diseases and insect-pests. This article focuses on reviewing the current status and prospects of using reverse genetic approaches to breed nutrient-rich and climate resilient cereal and food legume crops.
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Affiliation(s)
- Jitendra Kumar
- Division of Crop Improvement, ICAR-Indian Institute of Pulses Research, Kanpur, India.
| | - Ajay Kumar
- Department of Plant Sciences, North Dakota State University, Fargo, ND, 58108, USA
| | - Debjyoti Sen Gupta
- Division of Crop Improvement, ICAR-Indian Institute of Pulses Research, Kanpur, India
| | - Sachin Kumar
- Department of Genetics and Plant Breeding, Chaudhary Charan Singh University, Meerut, 250 004, India
| | - Ron M DePauw
- Advancing Wheat Technologies, 118 Strathcona Rd SW, Calgary, AB, T3H 1P3, Canada
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17
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Plant monounsaturated fatty acids: Diversity, biosynthesis, functions and uses. Prog Lipid Res 2021; 85:101138. [PMID: 34774919 DOI: 10.1016/j.plipres.2021.101138] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Revised: 11/02/2021] [Accepted: 11/06/2021] [Indexed: 11/22/2022]
Abstract
Monounsaturated fatty acids are straight-chain aliphatic monocarboxylic acids comprising a unique carbon‑carbon double bond, also termed unsaturation. More than 50 distinct molecular structures have been described in the plant kingdom, and more remain to be discovered. The evolution of land plants has apparently resulted in the convergent evolution of non-homologous enzymes catalyzing the dehydrogenation of saturated acyl chain substrates in a chemo-, regio- and stereoselective manner. Contrasted enzymatic characteristics and different subcellular localizations of these desaturases account for the diversity of existing fatty acid structures. Interestingly, the location and geometrical configuration of the unsaturation confer specific characteristics to these molecules found in a variety of membrane, storage, and surface lipids. An ongoing research effort aimed at exploring the links existing between fatty acid structures and their biological functions has already unraveled the importance of several monounsaturated fatty acids in various physiological and developmental contexts. What is more, the monounsaturated acyl chains found in the oils of seeds and fruits are widely and increasingly used in the food and chemical industries due to the physicochemical properties inherent in their structures. Breeders and plant biotechnologists therefore develop new crops with high monounsaturated contents for various agro-industrial purposes.
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18
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Zhou Z, Lakhssassi N, Knizia D, Cullen MA, El Baz A, Embaby MG, Liu S, Badad O, Vuong TD, AbuGhazaleh A, Nguyen HT, Meksem K. Genome-wide identification and analysis of soybean acyl-ACP thioesterase gene family reveals the role of GmFAT to improve fatty acid composition in soybean seed. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2021; 134:3611-3623. [PMID: 34319424 DOI: 10.1007/s00122-021-03917-9] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 07/13/2021] [Indexed: 06/13/2023]
Abstract
KEY MESSAGE Soybean acyl-ACP thioesterase gene family have been characterized; GmFATA1A mutants were discovered to confer high oleic acid, while GmFATB mutants presented low palmitic and high oleic acid seed content. Soybean oil stability and quality are primarily determined by the relative proportions of saturated versus unsaturated fatty acids. Commodity soybean typically contains 11% palmitic acid, as the primary saturated fatty acids. Reducing palmitic acid content is the principal approach to minimize the levels of saturated fatty acids in soybean. Though high palmitic acid enhances oxidative stability of soybean oil, it is negatively correlated with oil and oleic acid content and can cause coronary heart diseases for humans. For plants, acyl-acyl carrier protein (ACP) thioesterases (TEs) are a group of enzymes to hydrolyze acyl group and release free fatty acid from plastid. Among them, GmFATB1A has become the main target to genetically reduce the palmitic acid content in soybean. However, the role of members in soybean acyl-ACP thioesterase gene family is largely unknown. In this study, we characterized two classes of TEs, GmFATA, and GmFATB in soybean. We also denominated two GmFATA members and discovered six additional members that belong to GmFATB gene family through phylogenetic, syntenic, and in silico analysis. Using TILLING-by-Sequencing+, we identified an allelic series of mutations in five soybean acyl-ACP thioesterase genes, including GmFATA1A, GmFATB1A, GmFATB1B, GmFATB2A, and GmFATB2B. Additionally, we discovered mutations at GmFATA1A to confer high oleic acid (up to 34.5%) content, while mutations at GmFATB presented low palmitic acid (as low as 5.6%) and high oleic acid (up to 36.5%) phenotypes. The obtained soybean mutants with altered fatty acid content can be used in soybean breeding program for improving soybean oil composition traits.
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Affiliation(s)
- Zhou Zhou
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA
- Plant Science Department, McGill University, Montreal, QC, H9X 3V9, Canada
| | - Naoufal Lakhssassi
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Dounya Knizia
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Mallory A Cullen
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Abdelhalim El Baz
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Mohamed G Embaby
- Department of Animal Science, Food, and Nutrition, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Shiming Liu
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Oussama Badad
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Tri D Vuong
- Division of Plant Sciences, University of Missouri, Columbia, MO, 65211, USA
| | - Amer AbuGhazaleh
- Department of Animal Science, Food, and Nutrition, Southern Illinois University, Carbondale, IL, 62901, USA
| | - Henry T Nguyen
- Division of Plant Sciences, University of Missouri, Columbia, MO, 65211, USA
| | - Khalid Meksem
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL, 62901, USA.
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19
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Knizia D, Yuan J, Bellaloui N, Vuong T, Usovsky M, Song Q, Betts F, Register T, Williams E, Lakhssassi N, Mazouz H, Nguyen HT, Meksem K, Mengistu A, Kassem MA. The Soybean High Density 'Forrest' by 'Williams 82' SNP-Based Genetic Linkage Map Identifies QTL and Candidate Genes for Seed Isoflavone Content. PLANTS 2021; 10:plants10102029. [PMID: 34685837 PMCID: PMC8541105 DOI: 10.3390/plants10102029] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 09/13/2021] [Accepted: 09/21/2021] [Indexed: 11/26/2022]
Abstract
Isoflavones are secondary metabolites that are abundant in soybean and other legume seeds providing health and nutrition benefits for both humans and animals. The objectives of this study were to construct a single nucleotide polymorphism (SNP)-based genetic linkage map using the ‘Forrest’ by ‘Williams 82’ (F×W82) recombinant inbred line (RIL) population (n = 306); map quantitative trait loci (QTL) for seed daidzein, genistein, glycitein, and total isoflavone contents in two environments over two years (NC-2018 and IL-2020); identify candidate genes for seed isoflavone. The FXW82 SNP-based map was composed of 2075 SNPs and covered 4029.9 cM. A total of 27 QTL that control various seed isoflavone traits have been identified and mapped on chromosomes (Chrs.) 2, 4, 5, 6, 10, 12, 15, 19, and 20 in both NC-2018 (13 QTL) and IL-2020 (14 QTL). The six QTL regions on Chrs. 2, 4, 5, 12, 15, and 19 are novel regions while the other 21 QTL have been identified by other studies using different biparental mapping populations or genome-wide association studies (GWAS). A total of 130 candidate genes involved in isoflavone biosynthetic pathways have been identified on all 20 Chrs. And among them 16 have been identified and located within or close to the QTL identified in this study. Moreover, transcripts from four genes (Glyma.10G058200, Glyma.06G143000, Glyma.06G137100, and Glyma.06G137300) were highly abundant in Forrest and Williams 82 seeds. The identified QTL and four candidate genes will be useful in breeding programs to develop soybean cultivars with high beneficial isoflavone contents.
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Affiliation(s)
- Dounya Knizia
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA; (D.K.); (N.L.); (K.M.)
- Laboratoire de Biotechnologies & Valorisation des Bio-Ressources (BioVar), Department de Biology, Faculté des Sciences, Université Moulay Ismail, Meknès 50000, Morocco;
| | - Jiazheng Yuan
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.)
| | - Nacer Bellaloui
- Crop Genetics Research Unit, USDA, Agriculture Research Service, 141 Experiment Station Road, Stoneville, MS 38776, USA;
| | - Tri Vuong
- Division of Plant Science and Technology, University of Missouri, Columbia, MO 65211, USA; (T.V.); (M.U.); (H.T.N.)
| | - Mariola Usovsky
- Division of Plant Science and Technology, University of Missouri, Columbia, MO 65211, USA; (T.V.); (M.U.); (H.T.N.)
| | - Qijian Song
- Soybean Genomics and Improvement Laboratory, USDA-ARS, Beltsville, MD 20705, USA;
| | - Frances Betts
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.)
| | - Teresa Register
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.)
| | - Earl Williams
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.)
| | - Naoufal Lakhssassi
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA; (D.K.); (N.L.); (K.M.)
| | - Hamid Mazouz
- Laboratoire de Biotechnologies & Valorisation des Bio-Ressources (BioVar), Department de Biology, Faculté des Sciences, Université Moulay Ismail, Meknès 50000, Morocco;
| | - Henry T. Nguyen
- Division of Plant Science and Technology, University of Missouri, Columbia, MO 65211, USA; (T.V.); (M.U.); (H.T.N.)
| | - Khalid Meksem
- Department of Plant, Soil, and Agricultural Systems, Southern Illinois University, Carbondale, IL 62901, USA; (D.K.); (N.L.); (K.M.)
| | - Alemu Mengistu
- Crop Genetics Research Unit, USDA, Agricultural Research Service, Jackson, TN 38301, USA;
| | - My Abdelmajid Kassem
- Plant Genomics and Biotechnology Laboratory, Department of Biological and Forensic Sciences, Fayetteville State University, Fayetteville, NC 28301, USA; (J.Y.); (F.B.); (T.R.); (E.W.)
- Correspondence:
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