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Kopecká R, Černý M. Xylem Sap Proteome Analysis Provides Insight into Root-Shoot Communication in Response to flg22. PLANTS (BASEL, SWITZERLAND) 2024; 13:1983. [PMID: 39065510 PMCID: PMC11281318 DOI: 10.3390/plants13141983] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Revised: 07/17/2024] [Accepted: 07/18/2024] [Indexed: 07/28/2024]
Abstract
Xylem sap proteomics provides crucial insights into plant defense and root-to-shoot communication. This study highlights the sensitivity and reproducibility of xylem sap proteome analyses, using a single plant per sample to track over 3000 proteins in two model crop plants, Solanum tuberosum and Hordeum vulgare. By analyzing the flg22 response, we identified immune response components not detectable through root or shoot analyses. Notably, we discovered previously unknown elements of the plant immune system, including calcium/calmodulin-dependent kinases and G-type lectin receptor kinases. Despite similarities in the metabolic pathways identified in the xylem sap of both plants, the flg22 response differed significantly: S. tuberosum exhibited 78 differentially abundant proteins, whereas H. vulgare had over 450. However, an evolutionarily conserved overlap in the flg22 response proteins was evident, particularly in the CAZymes and lipid metabolism pathways, where lipid transfer proteins and lipases showed a similar response to flg22. Additionally, many proteins without conserved signal sequences for extracellular targeting were found, such as members of the HSP70 family. Interestingly, the HSP70 response to flg22 was specific to the xylem sap proteome, suggesting a unique regulatory role in the extracellular space similar to that reported in mammalians.
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Affiliation(s)
| | - Martin Černý
- Department of Molecular Biology and Radiobiology, Faculty of AgriSciences, Mendel University in Brno, 61300 Brno, Czech Republic
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2
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Hamilton R, Jacobs JL, McCoy AG, Kelly HM, Bradley CA, Malvick DK, Rojas JA, Chilvers MI. Multistate Sensitivity Monitoring of Fusarium virguliforme to the SDHI Fungicides Fluopyram and Pydiflumetofen in the United States. PLANT DISEASE 2024; 108:1602-1611. [PMID: 38127633 DOI: 10.1094/pdis-11-23-2465-re] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/23/2023]
Abstract
Sudden death syndrome (SDS), caused by Fusarium virguliforme, is an important yield-limiting disease of soybean (Glycine max). From 1996 to 2022, cumulative yield losses attributed to SDS in North America totaled over 25 million metric tons, which was valued at over US $7.8 billion. Seed treatments are widely used to manage SDS by reducing early season soybean root infection by F. virguliforme. Fluopyram (succinate dehydrogenase inhibitor [SDHI] - FRAC 7), a fungicide seed treatment for SDS management, has been registered for use on soybean in the United States since 2014. A baseline sensitivity study conducted in 2014 evaluated 130 F. virguliforme isolates collected from five states to fluopyram in a mycelial growth inhibition assay and reported a mean EC50 of 3.35 mg/liter. This baseline study provided the foundation for the objectives of this research: to detect any statistically significant change in fluopyram sensitivity over time and geographical regions within the United States and to investigate sensitivity to the fungicide pydiflumetofen. We repeated fluopyram sensitivity testing on a panel of 80 historical F. virguliforme isolates collected from 2006 to 2013 (76 of which were used in the baseline study) and conducted testing on 123 contemporary isolates collected from 2016 to 2022 from 11 states. This study estimated a mean absolute EC50 of 3.95 mg/liter in isolates collected from 2006 to 2013 and a mean absolute EC50 of 4.19 mg/liter in those collected in 2016 to 2022. There was no significant change in fluopyram sensitivity (P = 0.1) identified between the historical and contemporary isolates. A subset of 23 isolates, tested against pydiflumetofen under the same conditions, estimated an absolute mean EC50 of 0.11 mg/liter. Moderate correlation was detected between fluopyram and pydiflumetofen sensitivity estimates (R = 0.53; P < 0.001). These findings enable future fluopyram and pydiflumetofen resistance monitoring and inform current soybean SDS management strategies in a regional and national context.
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Affiliation(s)
- Ryan Hamilton
- Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Janette L Jacobs
- Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Austin G McCoy
- Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Heather M Kelly
- Department of Entomology and Plant Pathology, The University of Tennessee Institute of Agriculture, Jackson, TN 38301
| | - Carl A Bradley
- Department of Plant Pathology, University of Kentucky, Princeton, KY 42445
| | - Dean K Malvick
- Department of Plant Pathology, University of Minnesota, St. Paul, MN 55108
| | - J Alejandro Rojas
- Department of Entomology and Plant Pathology, University of Arkansas, Fayetteville, AR 72701
| | - Martin I Chilvers
- Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI 48824
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3
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Yang D, Zhang X, Ming Y, Liu C, Zhang X, Liu S, Zhu L. Characterization of the High-Quality Genome Sequence and Virulence Factors of Fusarium oxysporum f. sp. vasinfectum Race 7. J Fungi (Basel) 2024; 10:242. [PMID: 38667913 PMCID: PMC11051352 DOI: 10.3390/jof10040242] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Revised: 03/19/2024] [Accepted: 03/21/2024] [Indexed: 04/28/2024] Open
Abstract
Fusarium oxysporum f. sp. vasinfectum (Fov) is a common soilborne fungal pathogen that causes Fusarium wilt (FW) disease in cotton. Although considerable progress has been made in cotton disease-resistance breeding against FW in China, and the R gene conferring resistance to Fov race 7 (FOV) in Upland cotton (Gossypium hirsutum) has been identified, knowledge regarding the evolution of fungal pathogenicity and virulence factors in Fov remains limited. In this study, we present a reference-scale genome assembly and annotation for FOV7, created through the integration of single-molecule real-time sequencing (PacBio) and high-throughput chromosome conformation capture (Hi-C) techniques. Comparative genomics analysis revealed the presence of six supernumerary scaffolds specific to FOV7. The genes or sequences within this region can potentially serve as reliable diagnostic markers for distinguishing Fov race 7. Furthermore, we conducted an analysis of the xylem sap proteome of FOV7-infected cotton plants, leading to the identification of 19 proteins that are secreted in xylem (FovSIX). Through a pathogenicity test involving knockout mutants, we demonstrated that FovSIX16 is crucial for the full virulence of FOV7. Overall, this study sheds light on the underlying mechanisms of Fov's pathogenicity and provides valuable insights into potential management strategies for controlling FW.
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Affiliation(s)
- Dingyi Yang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; (D.Y.); (X.Z.); (Y.M.); (C.L.); (X.Z.)
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Xiaojun Zhang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; (D.Y.); (X.Z.); (Y.M.); (C.L.); (X.Z.)
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Yuqing Ming
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; (D.Y.); (X.Z.); (Y.M.); (C.L.); (X.Z.)
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Chenglin Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; (D.Y.); (X.Z.); (Y.M.); (C.L.); (X.Z.)
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Xianlong Zhang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; (D.Y.); (X.Z.); (Y.M.); (C.L.); (X.Z.)
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Shiming Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; (D.Y.); (X.Z.); (Y.M.); (C.L.); (X.Z.)
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
| | - Longfu Zhu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, China; (D.Y.); (X.Z.); (Y.M.); (C.L.); (X.Z.)
- Hubei Hongshan Laboratory, Huazhong Agricultural University, Wuhan 430070, China
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Rodriguez MC, Sautua F, Scandiani M, Carmona M, Asurmendi S. Current recommendations and novel strategies for sustainable management of soybean sudden death syndrome. PEST MANAGEMENT SCIENCE 2021; 77:4238-4248. [PMID: 33942966 DOI: 10.1002/ps.6458] [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: 01/04/2021] [Revised: 04/14/2021] [Accepted: 05/04/2021] [Indexed: 05/12/2023]
Abstract
The increase in food production requires reduction of the damage caused by plant pathogens, minimizing the environmental impact of management practices. Soil-borne pathogens are among the most relevant pathogens that affect soybean crop yield. Soybean sudden death syndrome (SDS), caused by several distinct species of Fusarium, produces significant yield losses in the leading soybean-producing countries in North and South America. Current management strategies for SDS are scarce since there are no highly resistant cultivars and only a few fungicide seed treatments are available. Because of this, innovative approaches for SDS management need to be developed. Here, we summarize recently explored strategies based on plant nutrition, biological control, priming of plant defenses, host-induced gene silencing, and the development of new SDS-resistance cultivars using precision breeding techniques. Finally, sustainable management of SDS should also consider cultural control practices with minimal environmental impact. © 2021 Society of Chemical Industry.
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Affiliation(s)
- Maria C Rodriguez
- Instituto de Agrobiotecnología y Biología Molecular, CICVyA, Instituto Nacional de Tecnología Agropecuaria, Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires, Argentina
| | - Francisco Sautua
- Fitopatología, Facultad de Agronomía, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Mercedes Scandiani
- Centro de Referencia de Micología, Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Rosario, Argentina
| | - Marcelo Carmona
- Fitopatología, Facultad de Agronomía, Universidad de Buenos Aires, Buenos Aires, Argentina
| | - Sebastián Asurmendi
- Instituto de Agrobiotecnología y Biología Molecular, CICVyA, Instituto Nacional de Tecnología Agropecuaria, Consejo Nacional de Investigaciones Científicas y Técnicas, Buenos Aires, Argentina
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5
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Yang J, Wang X, Xie M, Wang G, Li Z, Zhang Y, Wu L, Zhang G, Ma Z. Proteomic analyses on xylem sap provides insights into the defense response of Gossypium hirsutum against Verticillium dahliae. J Proteomics 2019; 213:103599. [PMID: 31809902 DOI: 10.1016/j.jprot.2019.103599] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2019] [Revised: 11/16/2019] [Accepted: 11/22/2019] [Indexed: 10/25/2022]
Abstract
Verticillium dahliae seriously affects the yield of cotton. Here, V. dahliae infection induced the significant reduction of protein concentration in cotton xylem sap (CXS), suggesting that the protein composition have changed. Thus, the proteomics in CXS from resistant Gossypium hirsutum cv. ND601 and susceptible CCRI8 infected by V. dahliae were analyzed using the label-free method. A total of 3047 proteins were identified across all four CXS sample groups. 1717 and 1476 proteins were differentially accumulated in ND601 and CCRI8 after infection with V. dahliae, respectively. The majority of up-accumulated and induced proteins belongs to pathogenesis-related proteins and associates with cell wall (CWRPs). Down-accumulated and disappeared proteins were principally related to plant growth and development. Differentially accumulated CWRPs from ND601 and CCRI8 in type and quantity were not entirely consistent with each other, leading to different cell wall dynamics and strength, which were partly proved by the measurement of stem mechanical strength. Most of proteins related to growth and development were down-accumulated in ND601 compared to CCRI8, suggesting that the resistant variety may transfer more energy for defense responses or reduce nutrient acquisition of V. dahliae for colonization more effectively than the susceptible. SIGNIFICANCE: Verticillium wilt, mainly caused by V. dahliae, is one of the most destructive diseases in cotton. V. dahliae usually penetrates the root epidermis, reaches vascular tissues, and eventually extends to the above-ground tissues along the xylem vessels. Obviously, xylem is an important battlefront for plant defense to V. dahliae. Therefore, we analyzed the proteome profiles of xylem saps from resistant and susceptible cotton cultivars. Our findings provide valuable insights into the molecular mechanism underlying the interaction between V. dahliae and cotton.
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Affiliation(s)
- Jun Yang
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Xingfen Wang
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Meixia Xie
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Guoning Wang
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Zhikun Li
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Yan Zhang
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Liqiang Wu
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Guiyin Zhang
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China
| | - Zhiying Ma
- North China Key Laboratory for Crop Germplasm Resources of Education Ministry, Hebei Agricultural University, Baoding 071001, China.
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Roth MG, Noel ZA, Wang J, Warner F, Byrne AM, Chilvers MI. Predicting Soybean Yield and Sudden Death Syndrome Development Using At-Planting Risk Factors. PHYTOPATHOLOGY 2019; 109:1710-1719. [PMID: 31090498 DOI: 10.1094/phyto-02-19-0040-r] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
In the United States, sudden death syndrome (SDS) of soybean is caused by the fungal pathogen Fusarium virguliforme and is responsible for important yield losses each year. Understanding the risk of SDS development and subsequent yield loss could provide growers with valuable information for management of this challenging disease. Current management strategies for F. virguliforme use partially resistant cultivars, fungicide seed treatments, and extended crop rotations with diverse crops. The aim of this study was to develop models to predict SDS severity and soybean yield loss using at-planting risk factors to integrate with current SDS management strategies. In 2014 and 2015, field studies were conducted in adjacent fields in Decatur, MI, which were intensively monitored for F. virguliforme and nematode quantities at-planting, plant health throughout the growing season, end-of-season SDS severity, and yield using an unbiased grid sampling scheme. In both years, F. virguliforme and soybean cyst nematode (SCN) quantities were unevenly distributed throughout the field. The distribution of F. virguliforme at-planting had a significant correlation with end-of-season SDS severity in 2015, and a significant correlation to yield in 2014 (P < 0.05). SCN distributions at-planting were significantly correlated with end-of-season SDS severity and yield in 2015 (P < 0.05). Prediction models developed through multiple linear regression showed that F. virguliforme abundance (P < 0.001), SCN egg quantity (P < 0.001), and year (P < 0.01) explained the most variation in end-of-season SDS (R2 = 0.32), whereas end-of-season SDS (P < 0.001) and end-of-season root dry weight (P < 0.001) explained the most variation in soybean yield (R2 = 0.53). Further, multivariate analyses support a synergistic relationship between F. virguliforme and SCN, enhancing the severity of foliar SDS. These models indicate that it is possible to predict patches of SDS severity using at-planting risk factors. Verifying these models and incorporating additional data types may help improve SDS management and forecast soybean markets in response to SDS threats.
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Affiliation(s)
- Mitchell G Roth
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
- Genetics Program, Michigan State University, East Lansing, MI 48824
| | - Zachary A Noel
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
- Program in Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, MI 48824
| | - Jie Wang
- Department of Plant Biology, Michigan State University, East Lansing, MI 48824
| | - Fred Warner
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Adam M Byrne
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Martin I Chilvers
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
- Genetics Program, Michigan State University, East Lansing, MI 48824
- Program in Ecology, Evolutionary Biology and Behavior, Michigan State University, East Lansing, MI 48824
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7
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Rostaminedjad M, Askari H, Zakavi M, Nadjafabadi MS, Farrokhi N. Energy Flow from Root to Shoot: A Comprehensive In silico Analysis. IRANIAN JOURNAL OF BIOTECHNOLOGY 2019; 17:e1734. [PMID: 31457040 PMCID: PMC6697854 DOI: 10.21859/ijb.1734] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
Background Root to shoot connection and transfer of information seems to be taken place mostly via the transmissions of signal molecules, secondary metabolites, amino acids, hormones and proteins, through xylem sap. Examination of earlier reports is indicative of relatively high levels of conservation in xylem sap protein compositions. Apparently these protein molecules are being synthesized in roots in response to environmental changes and get transported to aerial plant parts after secretion into xylem sap. Objectives In order to comprehend this so-called passive signaling, some questions need to be answered: 1) Do these proteins have the capability to act as signals? 2) How much energy does root spend for the biosynthesis of the secreted proteins? How similar is the amount of energy that root cells spent for the biosynthesis of intra- and extra-cellular proteins? Materials and Methods Reported xylem sap proteins curated from Arabidopsis, maize and soybean. Their sequences were put under scrutiny in terms of considering their mobility, and physical and chemical properties. Metabolic energy required for their biosynthesis along with the energy hidden in their peptide bonds were calculated and compared with random non-xylem sap proteins as control. Results Xylem sap proteins were significantly smaller than the root proteins, while they were bigger in size when compared to the leaf group. Xylem protein pIs were significantly higher than the control proteins in different plants. Similarly, the protein stability was higher for xylem sap proteins in comparison with roots and leaves in all analyzed plants, except for soybean that the stability was indifferent between xylem and root. The data were suggestive a significantly lower energy consumption for the synthesis of xylem sap proteins. Conclusions Lower energy consumption may suggest an economical route of communication between roots and shoots in plants that mainly rely on symplastic signaling.
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Affiliation(s)
- Mehri Rostaminedjad
- Department of Cell and Molecular Biology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University G. C., Evin, Tehran, Iran
| | - Hossein Askari
- Department of Plant Sciences and Biotechnology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University G. C., Evin, Tehran, Iran
| | - Maryam Zakavi
- Department of Plant Sciences and Biotechnology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University G. C., Evin, Tehran, Iran
| | - Masood Soltani Nadjafabadi
- Genetic Research Department, Iranian National Plant Gene Bank, Seed and Plant Improvement Institute, Agricultural Research, Education, and Extension Organization, Karaj, Iran
| | - Naser Farrokhi
- Department of Cell and Molecular Biology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University G. C., Evin, Tehran, Iran
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Swaminathan S, Das A, Assefa T, Knight JM, Da Silva AF, Carvalho JPS, Hartman GL, Huang X, Leandro LF, Cianzio SR, Bhattacharyya MK. Genome wide association study identifies novel single nucleotide polymorphic loci and candidate genes involved in soybean sudden death syndrome resistance. PLoS One 2019; 14:e0212071. [PMID: 30807585 PMCID: PMC6391044 DOI: 10.1371/journal.pone.0212071] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Accepted: 01/25/2019] [Indexed: 01/17/2023] Open
Abstract
Fusarium virguliforme is a soil borne root pathogen that causes sudden death syndrome (SDS) in soybean [Glycine max (L.) Merrill]. Once the fungus invades the root xylem tissues, the pathogen secretes toxins that cause chlorosis and necrosis in foliar tissues leading to defoliation, flower and pod drop and eventually death of plants. Resistance to F. virguliforme in soybean is partial and governed by over 80 quantitative trait loci (QTL). We have conducted genome-wide association study (GWAS) for a group of 254 plant introductions lines using a panel of approximately 30,000 SNPs and identified 19 single nucleotide polymorphic loci (SNPL) that are associated with 14 genomic regions encoding foliar SDS and eight SNPL associated with seven genomic regions for root rot resistance. Of the identified 27 SNPL, six SNPL for foliar SDS resistance and two SNPL for root rot resistance co-mapped to previously identified QTL for SDS resistance. This study identified 13 SNPL associated with eight novel genomic regions containing foliar SDS resistance genes and six SNPL with five novel regions for root-rot resistance. This study identified five genes carrying nonsynonymous mutations: (i) three of which mapped to previously identified QTL for foliar SDS resistance and (ii) two mapped to two novel regions containing root rot resistance genes. Of the three genes mapped to QTL for foliar SDS resistance genes, two encode LRR-receptors and third one encodes a novel protein with unknown function. Of the two genes governing root rot resistance, Glyma.01g222900.1 encodes a soybean-specific LEA protein and Glyma.10g058700.1 encodes a heparan-alpha-glucosaminide N-acetyltransferase. In the LEA protein, a conserved serine residue was substituted with asparagine; and in the heparan-alpha-glucosaminide N-acetyltransferase, a conserved histidine residue was substituted with an arginine residue. Such changes are expected to alter functions of these two proteins regulated through phosphorylation. The five genes with nonsynonymous mutations could be considered candidate SDS resistance genes and should be suitable molecular markers for breeding SDS resistance in soybean. The study also reports desirable plant introduction lines and novel genomic regions for enhancing SDS resistance in soybean.
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Affiliation(s)
| | - Anindya Das
- Department of Computer Science, Iowa State University, Ames, Iowa, United States of America
| | - Teshale Assefa
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | - Joshua M. Knight
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | | | - João P. S. Carvalho
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | - Glen L. Hartman
- USDA and Department of Crop Sciences, University of Illinois, Urbana, Illinois, United States of America
| | - Xiaoqiu Huang
- Department of Computer Science, Iowa State University, Ames, Iowa, United States of America
| | - Leonor F. Leandro
- Department of Plant Pathology and Microbiology, Iowa State University, Ames, Iowa, United States of America
| | - Silvia R. Cianzio
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
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Guo W, Zhang F, Bao A, You Q, Li Z, Chen J, Cheng Y, Zhao W, Shen X, Zhou X, Jiao Y. The soybean Rhg1 amino acid transporter gene alters glutamate homeostasis and jasmonic acid-induced resistance to soybean cyst nematode. MOLECULAR PLANT PATHOLOGY 2019; 20:270-286. [PMID: 30264924 PMCID: PMC6637870 DOI: 10.1111/mpp.12753] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/08/2023]
Abstract
Rhg1 (resistance to Heterodera glycines 1) is an important locus that contributes to resistance against soybean cyst nematode (SCN; Heterodera glycines Ichinohe), which is the most economically damaging disease of soybean worldwide. Simultaneous overexpression of three genes encoding a predicted amino acid transporter, an α-soluble N-ethylmaleimide-sensitive factor attachment protein (α-SNAP) and a predicted wound-induced protein resulted in resistance to SCN provided by this locus. However, the roles of two of these genes (excluding α-SNAP) remain unknown. Here, we report the functional characterization of Glyma.18G022400, a gene at the Rhg1 locus that encodes the predicted amino acid transporter Rhg1-GmAAT. Although the direct role of Rhg1-GmAAT in glutamate transport was not demonstrated, multiple lines of evidence showed that Rhg1-GmAAT impacts glutamic acid tolerance and glutamate transportation in soybean. Transcriptomic and metabolite profiling indicated that overexpression of Rhg1-GmAAT activated the jasmonic acid (JA) pathway. Treatment with a JA biosynthesis inhibitor reduced the resistance provided by the Rhg1-containing PI88788 to SCN, which suggested that the JA pathway might play a role in Rhg1-mediated resistance to SCN. Our results could be helpful for the clarification of the mechanism of resistance to SCN provided by Rhg1 in soybean.
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Affiliation(s)
- Wei Guo
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Feng Zhang
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Aili Bao
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Qingbo You
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Zeyu Li
- Daqing Branch of Heilongjiang Academy of Agricultural SciencesDaqingHeilongjiang163316China
| | - Jingsheng Chen
- Daqing Branch of Heilongjiang Academy of Agricultural SciencesDaqingHeilongjiang163316China
| | - Yihui Cheng
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Wei Zhao
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Xinjie Shen
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Xinan Zhou
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
| | - Yongqing Jiao
- Key Laboratory of Oil Crop Biology of the Ministry of AgricultureOil Crops Research Institute of the Chinese Academy of Agricultural SciencesWuhanHubei430062China
- Collaborative Innovation Center of Henan Grain Crops, College of AgronomyHenan Agricultural UniversityZhengzhouHenan450002China
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10
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Wang J, Jacobs JL, Roth MG, Chilvers MI. Temporal Dynamics of Fusarium virguliforme Colonization of Soybean Roots. PLANT DISEASE 2019; 103:19-27. [PMID: 30358505 DOI: 10.1094/pdis-03-18-0384-re] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/08/2023]
Abstract
Soybean sudden death syndrome (SDS) caused by Fusarium virguliforme is one of the most yield limiting soybean diseases in the United States. SDS disease symptoms include root rot and foliar symptoms induced by fungal toxins. Soybean cultivar resistance is one of the most effective SDS disease management options, but no cultivar displays complete resistance. Soybean SDS foliar symptoms are the primary phenotype used to screen and breed for SDS resistance. Root rot or root colonization measures are seldom utilized, partly due to the lack of convenient and accurate methods for quantification of F. virguliforme. In this study, greenhouse and field experiments were conducted to determine the temporal dynamics of F. virguliforme colonization of soybean roots using quantitative real-time PCR (qPCR). The infection coefficient (IC), or ratio of F. virguliforme DNA to soybean DNA, was determined in soybean cultivars with different SDS foliar resistance ratings. In greenhouse experiments, F. virguliforme was detected in all cultivars 7 days after planting (DAP), with a peak in IC at 14 DAP. All soybean cultivars developed SDS foliar symptoms, but F. virguliforme soybean root colonization levels did not significantly correlate with SDS foliar symptom severity. In field experiments, SDS foliar symptoms developed among soybean cultivars in alignment with provided foliar resistance ratings; however, the F. virguliforme IC were not significantly different between SDS foliar symptomatic and asymptomatic cultivars. F. virguliforme was detected in all cultivars at the first sample collection point 25 DAP (V3 vegetative growth stage), and the IC increased throughout the season, peaking at the last sample collection point 153 DAP (postharvest). Collectively, appearance and disease severity ratings of SDS foliar symptoms were not associated with F. virguliforme quantity in roots, suggesting a need to include F. virguliforme root colonization in breeding efforts to screen soybean germplasm for F. virguliforme root infection resistance. The findings also demonstrates root colonization of the pathogen on nonsymptomatic soybean cultivars leading to persistence of the pathogen in the field, and possible hidden yield loss.
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Affiliation(s)
- Jie Wang
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Janette L Jacobs
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Mitchell G Roth
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
| | - Martin I Chilvers
- Department of Plant, Soil and Microbial Sciences, Michigan State University, East Lansing, MI 48824
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11
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Rosati RG, Lario LD, Hourcade ME, Cervigni GDL, Luque AG, Scandiani MM, Spampinato CP. Primary metabolism changes triggered in soybean leaves by Fusarium tucumaniae infection. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2018; 274:91-100. [PMID: 30080645 DOI: 10.1016/j.plantsci.2018.05.013] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2018] [Revised: 05/16/2018] [Accepted: 05/17/2018] [Indexed: 06/08/2023]
Abstract
Sudden death syndrome (SDS) of soybean can be caused by at least four distinct Fusarium species, with F. tucumaniae being the main causal agent in Argentina. The fungus is a soil-borne pathogen that is largely confined to the roots, but damage also reaches aerial part of the plant and interveinal chlorosis and necrosis, followed by premature defoliation can be observed. In this study, two genetically diverse soybean cultivars, one susceptible (NA 4613) and one partially resistant (DM 4670) to SDS infection, were inoculated with F. tucumaniae or kept uninoculated. Leaf samples at 7, 10, 14 and 25 days post-inoculation (dpi) were chosen for analysis. With the aim of detecting early markers that could potentially discriminate the cultivar response to SDS, gas chromatography-mass spectrometry (GC-MS) analyses and biochemical studies were performed. Metabolic analyses show higher levels of several amino acids in the inoculated than in the uninoculated susceptible cultivar starting at 10 dpi. Biochemical studies indicate that pigment contents and Rubisco level were reduced while class III peroxidase activity was increased in the inoculated susceptible plant at 10 dpi. Taken together, our results indicate that the pathogen induced an accumulation of amino acids, a decrease of the photosynthetic activity, and an increase of plant-specific peroxidase activity in the susceptible cultivar before differences of visible foliar symptoms between genotypes could be observed, thus suggesting that metabolic and biochemical approaches may contribute to a rapid characterization of the cultivar response to SDS.
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Affiliation(s)
- Romina G Rosati
- Centro de Estudios Fotosintéticos y Bioquímicos (CEFOBI), Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, 2000 Rosario, Argentina
| | - Luciana D Lario
- Centro de Estudios Fotosintéticos y Bioquímicos (CEFOBI), Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, 2000 Rosario, Argentina
| | - Mónica E Hourcade
- Laboratorio de Cromatografía Gaseosa y Espectrometría de Masas, Sala de Instrumental Central, Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, 2000 Rosario, Argentina
| | - Gerardo D L Cervigni
- Centro de Estudios Fotosintéticos y Bioquímicos (CEFOBI), Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, 2000 Rosario, Argentina
| | - Alicia G Luque
- Centro de Referencia de Micología (CEREMIC), Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, 2000 Rosario, Argentina
| | - María M Scandiani
- Centro de Referencia de Micología (CEREMIC), Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, 2000 Rosario, Argentina
| | - Claudia P Spampinato
- Centro de Estudios Fotosintéticos y Bioquímicos (CEFOBI), Facultad de Ciencias Bioquímicas y Farmacéuticas, Universidad Nacional de Rosario, Suipacha 531, 2000 Rosario, Argentina.
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12
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Swaminathan S, Abeysekara NS, Knight JM, Liu M, Dong J, Hudson ME, Bhattacharyya MK, Cianzio SR. Mapping of new quantitative trait loci for sudden death syndrome and soybean cyst nematode resistance in two soybean populations. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2018; 131:1047-1062. [PMID: 29582113 DOI: 10.1007/s00122-018-3057-y] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2017] [Accepted: 01/12/2018] [Indexed: 05/07/2023]
Abstract
KEY MESSAGE Novel QTL conferring resistance to both the SDS and SCN was detected in two RIL populations. Dual resistant RILs could be used in breeding programs for developing resistant soybean cultivars. Soybean cultivars, susceptible to the fungus Fusarium virguliforme, which causes sudden death syndrome (SDS), and to the soybean cyst nematode (SCN) (Heterodera glycines), suffer yield losses valued over a billion dollars annually. Both pathogens may occur in the same production fields. Planting of cultivars genetically resistant to both pathogens is considered one of the most effective means to control the two pathogens. The objective of the study was to map quantitative trait loci (QTL) underlying SDS and SCN resistances. Two recombinant inbred line (RIL) populations were developed by crossing 'A95-684043', a high-yielding maturity group (MG) II line resistant to SCN, with 'LS94-3207' and 'LS98-0582' of MG IV, resistant to both F. virguliforme and SCN. Two hundred F7 derived recombinant inbred lines from each population AX19286 (A95-684043 × LS94-3207) and AX19287 (A95-684043 × LS98-0582) were screened for resistance to each pathogen under greenhouse conditions. Five hundred and eighty and 371 SNP markers were used for mapping resistance QTL in each population. In AX19286, one novel SCN resistance QTL was mapped to chromosome 8. In AX19287, one novel SDS resistance QTL was mapped to chromosome 17 and one novel SCN resistance QTL was mapped to chromosome 11. Previously identified additional SDS and SCN resistance QTL were also detected in the study. Lines possessing superior resistance to both pathogens were also identified and could be used as germplasm sources for breeding SDS- and SCN-resistant soybean cultivars.
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Affiliation(s)
| | - Nilwala S Abeysekara
- Department of Plant Pathology and Microbiology, Iowa State University, Ames, IA, 50011, USA
- Department of Plant Pathology and Microbiology, University of California, Riverside, CA, 92507, USA
| | - Joshua M Knight
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
| | - Min Liu
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
- Department of Agronomy, Shenyang Agricultural University, 120 Dongling Ave, Shenyang, 110866, Liaoning, China
| | - Jia Dong
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | - Matthew E Hudson
- Department of Crop Sciences, University of Illinois at Urbana-Champaign, Urbana, IL, 61801, USA
| | | | - Silvia R Cianzio
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA.
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Maia T, Badel JL, Marin‐Ramirez G, Rocha CDM, Fernandes MB, da Silva JCF, de Azevedo‐Junior GM, Brommonschenkel SH. The Hemileia vastatrix effector HvEC-016 suppresses bacterial blight symptoms in coffee genotypes with the S H 1 rust resistance gene. THE NEW PHYTOLOGIST 2017; 213:1315-1329. [PMID: 27918080 PMCID: PMC6079635 DOI: 10.1111/nph.14334] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2016] [Accepted: 10/16/2016] [Indexed: 05/03/2023]
Abstract
A number of genes that confer resistance to coffee leaf rust (SH 1-SH 9) have been identified within the genus Coffea, but despite many years of research on this pathosystem, the complementary avirulence genes of Hemileia vastatrix have not been reported. After identification of H. vastatrix effector candidate genes (HvECs) expressed at different stages of its lifecycle, we established an assay to characterize HvEC proteins by delivering them into coffee cells via the type-three secretion system (T3SS) of Pseudomonas syringae pv. garcae (Psgc). Employing a calmodulin-dependent adenylate cyclase assay, we demonstrate that Psgc recognizes a heterologous P. syringae T3SS secretion signal which enables us to translocate HvECs into the cytoplasm of coffee cells. Using this Psgc-adapted effector detector vector (EDV) system, we found that HvEC-016 suppresses the growth of Psgc on coffee genotypes with the SH 1 resistance gene. Suppression of bacterial blight symptoms in SH 1 plants was associated with reduced bacterial multiplication. By contrast, HvEC-016 enhanced bacterial multiplication in SH 1-lacking plants. Our findings suggest that HvEC-016 may be recognized by the plant immune system in a SH 1-dependent manner. Thus, our experimental approach is an effective tool for the characterization of effector/avirulence proteins of this important pathogen.
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Affiliation(s)
- Thiago Maia
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
| | - Jorge L. Badel
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
| | - Gustavo Marin‐Ramirez
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
| | - Cynthia de M. Rocha
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
| | - Michelle B. Fernandes
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
| | - José C. F. da Silva
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
| | - Gilson M. de Azevedo‐Junior
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
| | - Sérgio H. Brommonschenkel
- Departamento de Fitopatologia and National Institute for Plant‐Pest Interactions/Instituto de Biotecnologia Aplicada a Agropecuária‐BIOAGROUniversidade Federal de ViçosaViçosaMG 36570‐000Brazil
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14
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Sahu BB, Baumbach JL, Singh P, Srivastava SK, Yi X, Bhattacharyya MK. Investigation of the Fusarium virguliforme Transcriptomes Induced during Infection of Soybean Roots Suggests that Enzymes with Hydrolytic Activities Could Play a Major Role in Root Necrosis. PLoS One 2017; 12:e0169963. [PMID: 28095498 PMCID: PMC5241000 DOI: 10.1371/journal.pone.0169963] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/06/2016] [Accepted: 12/27/2016] [Indexed: 02/06/2023] Open
Abstract
Sudden death syndrome (SDS) is caused by the fungal pathogen, Fusarium virguliforme, and is a major threat to soybean production in North America. There are two major components of this disease: (i) root necrosis and (ii) foliar SDS. Root symptoms consist of root necrosis with vascular discoloration. Foliar SDS is characterized by interveinal chlorosis and leaf necrosis, and in severe cases by flower and pod abscission. A major toxin involved in initiating foliar SDS has been identified. Nothing is known about how root necrosis develops. In order to unravel the mechanisms used by the pathogen to cause root necrosis, the transcriptome of the pathogen in infected soybean root tissues of a susceptible cultivar, 'Essex', was investigated. The transcriptomes of the germinating conidia and mycelia were also examined. Of the 14,845 predicted F. virguliforme genes, we observed that 12,017 (81%) were expressed in germinating conidia and 12,208 (82%) in mycelia and 10,626 (72%) in infected soybean roots. Of the 10,626 genes induced in infected roots, 224 were transcribed only following infection. Expression of several infection-induced genes encoding enzymes with oxidation-reduction properties suggests that degradation of antimicrobial compounds such as the phytoalexin, glyceollin, could be important in early stages of the root tissue infection. Enzymes with hydrolytic and catalytic activities could play an important role in establishing the necrotrophic phase. The expression of a large number of genes encoding enzymes with catalytic and hydrolytic activities during the late infection stages suggests that cell wall degradation could be involved in root necrosis and the establishment of the necrotrophic phase in this pathogen.
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Affiliation(s)
- Binod B. Sahu
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | - Jordan L. Baumbach
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
- Interdepartmental Genetic Program, Iowa State University, Ames, Iowa, United States of America
| | - Prashant Singh
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | - Subodh K. Srivastava
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | - Xiaoping Yi
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
| | - Madan K. Bhattacharyya
- Department of Agronomy, Iowa State University, Ames, Iowa, United States of America
- Interdepartmental Genetic Program, Iowa State University, Ames, Iowa, United States of America
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15
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Ngaki MN, Wang B, Sahu BB, Srivastava SK, Farooqi MS, Kambakam S, Swaminathan S, Bhattacharyya MK. Tanscriptomic Study of the Soybean-Fusarium virguliforme Interaction Revealed a Novel Ankyrin-Repeat Containing Defense Gene, Expression of Whose during Infection Led to Enhanced Resistance to the Fungal Pathogen in Transgenic Soybean Plants. PLoS One 2016; 11:e0163106. [PMID: 27760122 PMCID: PMC5070833 DOI: 10.1371/journal.pone.0163106] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2016] [Accepted: 09/04/2016] [Indexed: 12/13/2022] Open
Abstract
Fusarium virguliforme causes the serious disease sudden death syndrome (SDS) in soybean. Host resistance to this pathogen is partial and is encoded by a large number of quantitative trait loci, each conditioning small effects. Breeding SDS resistance is therefore challenging and identification of single-gene encoded novel resistance mechanisms is becoming a priority to fight this devastating this fungal pathogen. In this transcriptomic study we identified a few putative soybean defense genes, expression of which is suppressed during F. virguliforme infection. The F. virguliforme infection-suppressed genes were broadly classified into four major classes. The steady state transcript levels of many of these genes were suppressed to undetectable levels immediately following F. virguliforme infection. One of these classes contains two novel genes encoding ankyrin repeat-containing proteins. Expression of one of these genes, GmARP1, during F. virguliforme infection enhances SDS resistance among the transgenic soybean plants. Our data suggest that GmARP1 is a novel defense gene and the pathogen presumably suppress its expression to establish compatible interaction.
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Affiliation(s)
- Micheline N. Ngaki
- Department of Agronomy, Iowa State University, Ames, IA, United States of America
| | - Bing Wang
- Department of Agronomy, Iowa State University, Ames, IA, United States of America
| | - Binod B. Sahu
- Department of Agronomy, Iowa State University, Ames, IA, United States of America
| | - Subodh K. Srivastava
- Department of Agronomy, Iowa State University, Ames, IA, United States of America
| | - Mohammad S. Farooqi
- Department of Agronomy, Iowa State University, Ames, IA, United States of America
| | - Sekhar Kambakam
- Department of Agronomy, Iowa State University, Ames, IA, United States of America
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16
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Wang X, Komatsu S. Plant subcellular proteomics: Application for exploring optimal cell function in soybean. J Proteomics 2016; 143:45-56. [PMID: 26808589 DOI: 10.1016/j.jprot.2016.01.011] [Citation(s) in RCA: 20] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Revised: 01/06/2016] [Accepted: 01/13/2016] [Indexed: 01/11/2023]
Abstract
UNLABELLED Plants have evolved complicated responses to developmental changes and stressful environmental conditions. Subcellular proteomics has the potential to elucidate localized cellular responses and investigate communications among subcellular compartments during plant development and in response to biotic and abiotic stresses. Soybean, which is a valuable legume crop rich in protein and vegetable oil, can grow in several climatic zones; however, the growth and yield of soybean are markedly decreased under stresses. To date, numerous proteomic studies have been performed in soybean to examine the specific protein profiles of cell wall, plasma membrane, nucleus, mitochondrion, chloroplast, and endoplasmic reticulum. In this review, methods for the purification and purity assessment of subcellular organelles from soybean are summarized. In addition, the findings from subcellular proteomic analyses of soybean during development and under stresses, particularly flooding stress, are presented and the proteins regulated among subcellular compartments are discussed. Continued advances in subcellular proteomics are expected to greatly contribute to the understanding of the responses and interactions that occur within and among subcellular compartments during development and under stressful environmental conditions. BIOLOGICAL SIGNIFICANCE Subcellular proteomics has the potential to investigate the cellular events and interactions among subcellular compartments in response to development and stresses in plants. Soybean could grow in several climatic zones; however, the growth and yield of soybean are markedly decreased under stresses. Numerous proteomics of cell wall, plasma membrane, nucleus, mitochondrion, chloroplast, and endoplasmic reticulum was carried out to investigate the respecting proteins and their functions in soybean during development or under stresses. In this review, methods of subcellular-organelle enrichment and purity assessment are summarized. In addition, previous findings of subcellular proteomics are presented, and functional proteins regulated among different subcellular are discussed. Subcellular proteomics contributes greatly to uncovering responses and interactions among subcellular compartments during development and under stressful environmental conditions in soybean.
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Affiliation(s)
- Xin Wang
- Graduate School of Life and Environmental Sciences, University of Tsukuba, Tsukuba 305-8572, Japan; National Institute of Crop Science, National Agriculture and Food Research Organization, Tsukuba 305-8518, Japan
| | - Setsuko Komatsu
- Graduate School of Life and Environmental Sciences, University of Tsukuba, Tsukuba 305-8572, Japan; National Institute of Crop Science, National Agriculture and Food Research Organization, Tsukuba 305-8518, Japan.
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17
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Carella P, Wilson DC, Kempthorne CJ, Cameron RK. Vascular Sap Proteomics: Providing Insight into Long-Distance Signaling during Stress. FRONTIERS IN PLANT SCIENCE 2016; 7:651. [PMID: 27242852 PMCID: PMC4863880 DOI: 10.3389/fpls.2016.00651] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Accepted: 04/28/2016] [Indexed: 05/17/2023]
Abstract
The plant vascular system, composed of the xylem and phloem, is important for the transport of water, mineral nutrients, and photosynthate throughout the plant body. The vasculature is also the primary means by which developmental and stress signals move from one organ to another. Due to practical and technological limitations, proteomics analysis of xylem and phloem sap has been understudied in comparison to accessible sample types such as leaves and roots. However, recent advances in sample collection techniques and mass spectrometry technology are making it possible to comprehensively analyze vascular sap proteomes. In this mini-review, we discuss the emerging field of vascular sap proteomics, with a focus on recent comparative studies to identify vascular proteins that may play roles in long-distance signaling and other processes during stress responses in plants.
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18
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Swaminathan S, Abeysekara NS, Liu M, Cianzio SR, Bhattacharyya MK. Quantitative trait loci underlying host responses of soybean to Fusarium virguliforme toxins that cause foliar sudden death syndrome. TAG. THEORETICAL AND APPLIED GENETICS. THEORETISCHE UND ANGEWANDTE GENETIK 2016; 129:495-506. [PMID: 26678962 DOI: 10.1007/s00122-015-2643-5] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/17/2015] [Accepted: 11/21/2015] [Indexed: 06/05/2023]
Abstract
KEY MESSAGE Soybean deploys multiple genetic mechanisms to confer tolerance to Fusarium virguliforme toxins. This study revealed that F. virguliforme culture filtrates could be used in mapping QTL underlying foliar SDS resistance. Sudden death syndrome (SDS) is a major soybean disease throughout most of the soybean growing regions in the world including the United States. The disease is caused by the fungal pathogen, Fusarium virguliforme (Fv). The fungus produces several toxins that are responsible for development of interveinal leaf chlorosis and necrosis, which are typical foliar SDS symptoms. Growing of resistant cultivars has been the most effective method in controlling the disease. The objective of the present study was to identify quantitative trait loci (QTL) underlying host responses of soybean to Fv toxins present in culture filtrates. To accomplish this objective, two recombinant inbred line (RIL) populations, AX19286 (A95-684043 × LS94-3207) and AX19287 (A95-684043 × LS98-0582), segregating for SDS resistance were evaluated for foliar symptom development by applying two screening protocols, the stem cutting and the root feeding assays. The AX19286 population revealed two major and seven minor QTL for SDS resistance. In the AX19287 population, we identified five major QTL and three minor QTL. The two QTL mapped to Chromosome 7 [molecular linkage group (MLG) M] and Chromosome 20 (MLG I) are most likely novel, and were detected through screening of the AX19287 population with stem cutting and root feeding assays, respectively. This study established that Fv culture filtrates could be employed in mapping QTL underlying foliar SDS resistance. The outcomes of the research also suggest that multiple genetic mechanisms might be used by soybean to overcome the toxic effects of the toxins secreted by the pathogen into culture filtrates.
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Affiliation(s)
| | - Nilwala S Abeysekara
- Department of Plant Pathology and Microbiology, Iowa State University, Ames, IA, 50011, USA
| | - Min Liu
- Visiting Scholar, Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
- Department of Agronomy, Shenyang Agricultural University, 120 Dongling Ave., Shenyang, 110866, Liaoning, China
| | - Silvia R Cianzio
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
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Chang HX, Domier LL, Radwan O, Yendrek CR, Hudson ME, Hartman GL. Identification of Multiple Phytotoxins Produced by Fusarium virguliforme Including a Phytotoxic Effector (FvNIS1) Associated With Sudden Death Syndrome Foliar Symptoms. MOLECULAR PLANT-MICROBE INTERACTIONS : MPMI 2016; 29:96-108. [PMID: 26646532 DOI: 10.1094/mpmi-09-15-0219-r] [Citation(s) in RCA: 41] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/02/2023]
Abstract
Sudden death syndrome (SDS) of soybean is caused by a soilborne pathogen, Fusarium virguliforme. Phytotoxins produced by F. virguliforme are translocated from infected roots to leaves, in which they cause SDS foliar symptoms. In this study, additional putative phytotoxins of F. virguliforme were identified, including three secondary metabolites and 11 effectors. While citrinin, fusaric acid, and radicicol induced foliar chlorosis and wilting, Soybean mosaic virus (SMV)-mediated overexpression of F. virguliforme necrosis-inducing secreted protein 1 (FvNIS1) induced SDS foliar symptoms that mimicked the development of foliar symptoms in the field. The expression level of fvnis1 remained steady over time, although foliar symptoms were delayed compared with the expression levels. SMV::FvNIS1 also displayed genotype-specific toxicity to which 75 of 80 soybean cultivars were susceptible. Genome-wide association mapping further identified three single nucleotide polymorphisms at two loci, where three leucine-rich repeat receptor-like protein kinase (LRR-RLK) genes were found. Culture filtrates of fvnis1 knockout mutants displayed a mild reduction in phytotoxicity, indicating that FvNIS1 is one of the phytotoxins responsible for SDS foliar symptoms and may contribute to the quantitative susceptibility of soybean by interacting with the LRR-RLK genes.
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Affiliation(s)
| | - Leslie L Domier
- 1 University of Illinois
- 2 USDA-Agricultural Research Service; and
| | | | - Craig R Yendrek
- 1 University of Illinois
- 3 Institute for Genomic Biology, Urbana, IL, U.S.A
| | | | - Glen L Hartman
- 1 University of Illinois
- 2 USDA-Agricultural Research Service; and
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Abeysekara NS, Swaminathan S, Desai N, Guo L, Bhattacharyya MK. The plant immunity inducer pipecolic acid accumulates in the xylem sap and leaves of soybean seedlings following Fusarium virguliforme infection. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2016; 243:105-14. [PMID: 26795155 DOI: 10.1016/j.plantsci.2015.11.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/29/2015] [Revised: 11/25/2015] [Accepted: 11/26/2015] [Indexed: 06/05/2023]
Abstract
The causal agent of the soybean sudden death syndrome (SDS), Fusarium virguliforme, remains in infected roots and secretes toxins to cause foliar SDS. In this study we investigated the xylem sap, roots, and leaves of F. virguliforme-infected and -uninfected soybean seedlings for any changes in a set of over 3,000 metabolites following pathogen infection by conducting GC/MS and LC/MS/MS, and detected 273 biochemicals. Levels of many intermediates of the TCA cycle were reduced suggesting suppression of this metabolic pathway by the pathogen. There was an increased accumulation of peroxidated lipids in leaves of F. virguliforme-infected plants suggesting possible involvement of free radicals and lipoxygenases in foliar SDS development. Levels of both isoflavone conjugates and isoflavonoid phytoalexins were decreased in infected roots suggesting degradation of these metabolites by the pathogen to promote root necrosis. The levels of the plant immunity inducer pipecolic acid (Pip) and the plant hormone salicylic acid (SA) were significantly increased in xylem sap (in case of Pip) and leaves (in case of both Pip and SA) of F. virguliforme-infected soybean plants compared to the control plants. This suggests a major signaling role of Pip in inducing host defense responses in above ground parts of the F. virguliforme-infected soybean. Increased accumulation of pipecolic acid in foliar tissues was associated with the induction of GmALD1, the soybean homolog of Arabidopsis ALD1. This metabolomics study generated several novel hypotheses for studying the mechanisms of SDS development in soybean.
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Affiliation(s)
- Nilwala S Abeysekara
- Department of Agronomy, Iowa State University, Ames, IA, USA; Department of Plant Pathology and Microbiology, Iowa State University, Ames, IA, USA
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Coleman JJ. The Fusarium solani species complex: ubiquitous pathogens of agricultural importance. MOLECULAR PLANT PATHOLOGY 2016; 17:146-58. [PMID: 26531837 PMCID: PMC6638333 DOI: 10.1111/mpp.12289] [Citation(s) in RCA: 88] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/04/2023]
Abstract
UNLABELLED Members of the Fusarium solani species complex (FSSC) are capable of causing disease in many agriculturally important crops. The genomes of some of these fungi include supernumerary chromosomes that are dispensable and encode host-specific virulence factors. In addition to genomics, this review summarizes the known molecular mechanisms utilized by members of the FSSC in establishing disease. TAXONOMY Kingdom Fungi; Phylum Ascomycota; Class Sordariomycetes; Order Hypocreales; Family Nectriaceae; Genus Fusarium. HOST RANGE Members of the FSSC collectively have a very broad host range, and have been subdivided previously into formae speciales. Recent phylogenetic analysis has revealed that formae speciales correspond to biologically and phylogenetically distinct species. DISEASE SYMPTOMS Typically, FSSC causes foot and/or root rot of the infected host plant, and the degree of necrosis correlates with the severity of the disease. Symptoms on above-ground portions of the plant can vary greatly depending on the specific FSSC pathogen and host plant, and the disease may manifest as wilting, stunting and chlorosis or lesions on the stem and/or leaves. CONTROL Implementation of agricultural management practices, such as crop rotation and timing of planting, can reduce the risk of crop loss caused by FSSC. If available, the use of resistant varieties is another means to control disease in the field. USEFUL WEBSITES http://genome.jgi-psf.org/Necha2/Necha2.home.html.
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Affiliation(s)
- Jeffrey J Coleman
- Department of Entomology and Plant Pathology, Auburn University, Auburn, AL, 36849, USA
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Pu Z, Ino Y, Kimura Y, Tago A, Shimizu M, Natsume S, Sano Y, Fujimoto R, Kaneko K, Shea DJ, Fukai E, Fuji SI, Hirano H, Okazaki K. Changes in the Proteome of Xylem Sap in Brassica oleracea in Response to Fusarium oxysporum Stress. FRONTIERS IN PLANT SCIENCE 2016; 7:31. [PMID: 26870056 PMCID: PMC4734173 DOI: 10.3389/fpls.2016.00031] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/17/2015] [Accepted: 01/10/2016] [Indexed: 05/06/2023]
Abstract
Fusarium oxysporum f.sp. conlutinans (Foc) is a serious root-invading and xylem-colonizing fungus that causes yellowing in Brassica oleracea. To comprehensively understand the interaction between F. oxysporum and B. oleracea, composition of the xylem sap proteome of the non-infected and Foc-infected plants was investigated in both resistant and susceptible cultivars using liquid chromatography-tandem mass spectrometry (LC-MS/MS) after in-solution digestion of xylem sap proteins. Whole genome sequencing of Foc was carried out and generated a predicted Foc protein database. The predicted Foc protein database was then combined with the public B. oleracea and B. rapa protein databases downloaded from Uniprot and used for protein identification. About 200 plant proteins were identified in the xylem sap of susceptible and resistant plants. Comparison between the non-infected and Foc-infected samples revealed that Foc infection causes changes to the protein composition in B. oleracea xylem sap where repressed proteins accounted for a greater proportion than those of induced in both the susceptible and resistant reactions. The analysis on the proteins with concentration change > = 2-fold indicated a large portion of up- and down-regulated proteins were those acting on carbohydrates. Proteins with leucine-rich repeats and legume lectin domains were mainly induced in both resistant and susceptible system, so was the case of thaumatins. Twenty-five Foc proteins were identified in the infected xylem sap and 10 of them were cysteine-containing secreted small proteins that are good candidates for virulence and/or avirulence effectors. The findings of differential response of protein contents in the xylem sap between the non-infected and Foc-infected samples as well as the Foc candidate effectors secreted in xylem provide valuable insights into B. oleracea-Foc interactions.
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Affiliation(s)
- Zijing Pu
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
| | - Yoko Ino
- Advanced Medical Research Center, Yokohama City UniversityKanazawa, Japan
| | - Yayoi Kimura
- Advanced Medical Research Center, Yokohama City UniversityKanazawa, Japan
| | - Asumi Tago
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
| | - Motoki Shimizu
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
- Iwate Biotechnology Research CenterKitakami, Japan
| | | | - Yoshitaka Sano
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
| | - Ryo Fujimoto
- Graduate School of Agricultural Science, Kobe UniversityKobe, Japan
| | - Kentaro Kaneko
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
| | - Daniel J. Shea
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
| | - Eigo Fukai
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
| | - Shin-Ichi Fuji
- Faculty of Bioresource Sciences, Akita Prefectural UniversityAkita, Japan
| | - Hisashi Hirano
- Advanced Medical Research Center, Yokohama City UniversityKanazawa, Japan
| | - Keiichi Okazaki
- Graduate School of Science and Technology, Niigata UniversityNiigata, Japan
- *Correspondence: Keiichi Okazaki
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Wang N, Wu X, Ku L, Chen Y, Wang W. Evaluation of Three Protein-Extraction Methods for Proteome Analysis of Maize Leaf Midrib, a Compound Tissue Rich in Sclerenchyma Cells. FRONTIERS IN PLANT SCIENCE 2016; 7:856. [PMID: 27379139 PMCID: PMC4905967 DOI: 10.3389/fpls.2016.00856] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/28/2016] [Accepted: 05/31/2016] [Indexed: 05/03/2023]
Abstract
Leaf morphology is closely related to the growth and development of maize (Zea mays L.) plants and final kernel production. As an important part of the maize leaf, the midrib holds leaf blades in the aerial position for maximum sunlight capture. Leaf midribs of adult plants contain substantial sclerenchyma cells with heavily thickened and lignified secondary walls and have a high amount of phenolics, making protein extraction and proteome analysis difficult in leaf midrib tissue. In the present study, three protein-extraction methods that are commonly used in plant proteomics, i.e., phenol extraction, TCA/acetone extraction, and TCA/acetone/phenol extraction, were qualitatively and quantitatively evaluated based on 2DE maps and MS/MS analysis using the midribs of the 10th newly expanded leaves of maize plants. Microscopy revealed the existence of substantial amounts of sclerenchyma underneath maize midrib epidermises (particularly abaxial epidermises). The spot-number order obtained via 2DE mapping was as follows: phenol extraction (655) > TCA/acetone extraction (589) > TCA/acetone/phenol extraction (545). MS/MS analysis identified a total of 17 spots that exhibited 2-fold changes in abundance among the three methods (using phenol extraction as a control). Sixteen of the proteins identified were hydrophilic, with GRAVY values ranging from -0.026 to -0.487. For all three methods, we were able to obtain high-quality protein samples and good 2DE maps for the maize leaf midrib. However, phenol extraction produced a better 2DE map with greater resolution between spots, and TCA/acetone extraction produced higher protein yields. Thus, this paper includes a discussion regarding the possible reasons for differential protein extraction among the three methods. This study provides useful information that can be used to select suitable protein extraction methods for the proteome analysis of recalcitrant plant tissues that are rich in sclerenchyma cells.
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Wang B, Swaminathan S, Bhattacharyya MK. Identification of Fusarium virguliforme FvTox1-Interacting Synthetic Peptides for Enhancing Foliar Sudden Death Syndrome Resistance in Soybean. PLoS One 2015; 10:e0145156. [PMID: 26709700 PMCID: PMC4692527 DOI: 10.1371/journal.pone.0145156] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2015] [Accepted: 12/01/2015] [Indexed: 12/01/2022] Open
Abstract
Soybean is one of the most important crops grown across the globe. In the United States, approximately 15% of the soybean yield is suppressed due to various pathogen and pests attack. Sudden death syndrome (SDS) is an emerging fungal disease caused by Fusarium virguliforme. Although growing SDS resistant soybean cultivars has been the main method of controlling this disease, SDS resistance is partial and controlled by a large number of quantitative trait loci (QTL). A proteinacious toxin, FvTox1, produced by the pathogen, causes foliar SDS. Earlier, we demonstrated that expression of an anti-FvTox1 single chain variable fragment antibody resulted in reduced foliar SDS development in transgenic soybean plants. Here, we investigated if synthetic FvTox1-interacting peptides, displayed on M13 phage particles, can be identified for enhancing foliar SDS resistance in soybean. We screened three phage-display peptide libraries and discovered four classes of M13 phage clones displaying FvTox1-interacting peptides. In vitro pull-down assays and in vivo interaction assays in yeast were conducted to confirm the interaction of FvTox1 with these four synthetic peptides and their fusion-combinations. One of these peptides was able to partially neutralize the toxic effect of FvTox1 in vitro. Possible application of the synthetic peptides in engineering SDS resistance soybean cultivars is discussed.
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Affiliation(s)
- Bing Wang
- Department of Agronomy, Iowa State University, Ames, 50011–1010, United States of America
| | - Sivakumar Swaminathan
- Department of Agronomy, Iowa State University, Ames, 50011–1010, United States of America
| | - Madan K. Bhattacharyya
- Department of Agronomy, Iowa State University, Ames, 50011–1010, United States of America
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Zhang J, Singh A, Mueller DS, Singh AK. Genome-wide association and epistasis studies unravel the genetic architecture of sudden death syndrome resistance in soybean. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2015; 84:1124-36. [PMID: 26561232 DOI: 10.1111/tpj.13069] [Citation(s) in RCA: 63] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/10/2015] [Revised: 10/20/2015] [Accepted: 10/29/2015] [Indexed: 05/03/2023]
Abstract
Soybean [Glycine max (L.) Merr.] is an economically important crop that is grown worldwide. Sudden death syndrome (SDS), caused by Fusarium virguliforme, is one of the top yield-limiting diseases in soybean. However, the genetic basis of SDS resistance, especially with respect to epistatic interactions, is still unclear. To better understand the genetic architecture of soybean SDS resistance, genome-wide association and epistasis studies were performed using a population of 214 germplasm accessions and 31,914 SNPs from the SoySNP50K Illumina Infinium BeadChip. Twelve loci and 12 SNP-SNP interactions associated with SDS resistance were identified at various time points after inoculation. These additive and epistatic loci together explained 24-52% of the phenotypic variance. Disease-resistant, pathogenesis-related and chitin- and wound-responsive genes were identified in the proximity of peak SNPs, including stress-induced receptor-like kinase gene 1 (SIK1), which is pinpointed by a trait-associated SNP and encodes a leucine-rich repeat-containing protein. We report that the proportion of phenotypic variance explained by identified loci may be considerably improved by taking epistatic effects into account. This study shows the necessity of considering epistatic effects in soybean SDS resistance breeding using marker-assisted and genomic selection approaches. Based on our findings, we propose a model for soybean root defense against the SDS pathogen. Our results facilitate identification of the molecular mechanism underlying SDS resistance in soybean, and provide a genetic basis for improvement of soybean SDS resistance through breeding strategies based on additive and epistatic effects.
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Affiliation(s)
- Jiaoping Zhang
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
| | - Arti Singh
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
| | - Daren S Mueller
- Department of Plant Pathology, Iowa State University, Ames, IA, 50011, USA
| | - Asheesh K Singh
- Department of Agronomy, Iowa State University, Ames, IA, 50011, USA
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