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Meresa BK, Matthys J, Kyndt T. Biochemical Defence of Plants against Parasitic Nematodes. PLANTS (BASEL, SWITZERLAND) 2024; 13:2813. [PMID: 39409684 PMCID: PMC11479011 DOI: 10.3390/plants13192813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Revised: 09/30/2024] [Accepted: 10/02/2024] [Indexed: 10/20/2024]
Abstract
Plant parasitic nematodes (PPNs), such as Meloidogyne spp., Heterodera spp. and Pratylenchus spp., are obligate parasites on a wide range of crops, causing significant agricultural production losses worldwide. These PPNs mainly feed on and within roots, impairing both the below-ground and the above-ground parts, resulting in reduced plant performance. Plants have developed a multi-component defence mechanism against diverse pathogens, including PPNs. Several natural molecules, ranging from cell wall components to secondary metabolites, have been found to protect plants from PPN attack by conferring nematode-specific resistance. Recent advances in omics analytical tools have encouraged researchers to shed light on nematode detection and the biochemical defence mechanisms of plants during nematode infection. Here, we discuss the recent progress on revealing the nematode-associated molecular patterns (NAMPs) and their receptors in plants. The biochemical defence responses of plants, comprising cell wall reinforcement; reactive oxygen species burst; receptor-like cytoplasmic kinases; mitogen-activated protein kinases; antioxidant activities; phytohormone biosynthesis and signalling; transcription factor activation; and the production of anti-PPN phytochemicals are also described. Finally, we also examine the role of epigenetics in regulating the transcriptional response to nematode attack. Understanding the plant defence mechanism against PPN attack is of paramount importance in developing new, effective and sustainable control strategies.
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Affiliation(s)
- Birhanu Kahsay Meresa
- Biotechnology Department, Mekelle University, Mekelle P.O. Box 231, Ethiopia;
- Biotechnology Department, Ghent University, B-9000 Ghent, Belgium;
| | - Jasper Matthys
- Biotechnology Department, Ghent University, B-9000 Ghent, Belgium;
| | - Tina Kyndt
- Biotechnology Department, Ghent University, B-9000 Ghent, Belgium;
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Klink VP, Alkharouf NW, Lawrence KS, Lawaju BR, Sharma K, Niraula PM, McNeece BT. The heterologous expression of conserved Glycine max (soybean) mitogen activated protein kinase 3 (MAPK3) paralogs suppresses Meloidogyne incognita parasitism in Gossypium hirsutum (upland cotton). Transgenic Res 2022; 31:457-487. [PMID: 35763120 PMCID: PMC9489592 DOI: 10.1007/s11248-022-00312-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 05/17/2022] [Indexed: 11/29/2022]
Abstract
Two conserved Glycine max (soybean) mitogen activated protein kinase 3 (MAPK3) paralogs function in defense to the parasitic soybean cyst nematode Heterodera glycines. Gene Ontology analyses of RNA seq data obtained from MAPK3-1-overexpressing (OE) and MAPK3-2-OE roots compared to their control, as well as MAPK3-1-RNA interference (RNAi) and MAPK3-2-RNAi compared to their control, hierarchically orders the induced and suppressed genes, strengthening the hypothesis that their heterologous expression in Gossypium hirsutum (upland cotton) would impair parasitism by the root knot nematode (RKN) Meloidogyne incognita. MAPK3-1 expression (E) in G. hirsutum suppresses the production of M. incognita root galls, egg masses, and second stage juveniles (J2s) by 80.32%, 82.37%, and 88.21%, respectfully. Unexpectedly, egg number increases by 28.99% but J2s are inviable. MAPK3-2-E effects are identical, statistically. MAPK3-1-E and MAPK3-2-E decreases root mass 1.49-fold and 1.55-fold, respectively, as compared to the pRAP15-ccdB-E control. The reproductive factor (RF) of M. incognita for G. hirsutum roots expressing MAPK3-1-E or MAPK3-2-E decreases 60.39% and 50.46%, respectively, compared to controls. The results are consistent with upstream pathogen activated molecular pattern (PAMP) triggered immunity (PTI) and effector triggered immunity (ETI) functioning in defense to H. glycines. The experiments showcase the feasibility of employing MAPK3, through heterologous expression, to combat M. incognita parasitism, possibly overcoming impediments otherwise making G. hirsutum's defense platform deficient. MAPK homologs are identified in other important crop species for future functional analyses.
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Affiliation(s)
- Vincent P. Klink
- USDA ARS NEA BARC Molecular Plant Pathology Laboratory, Building 004 Room 122 BARC-West, 10300 Baltimore Ave., Beltsville, MD 20705 USA
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Mississippi State, MS 39762 USA
- Present Address: Center for Computational Sciences High Performance Computing Collaboratory, Mississippi State University, Mississippi State, MS 39762 USA
| | - Nadim W. Alkharouf
- Department of Computer and Information Sciences, Towson University, Towson, MD 21252 USA
| | - Kathy S. Lawrence
- Department of Entomology and Plant Pathology, Auburn University, 209 Life Science Building, Auburn, AL 36849 USA
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Auburn University, 209 Life Science Building, Auburn, AL 36849 USA
| | - Bisho R. Lawaju
- Department of Entomology and Plant Pathology, Auburn University, 209 Life Science Building, Auburn, AL 36849 USA
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Mississippi State, MS 39762 USA
- Present Address: Department of Plant Pathology, North Dakota State University, 1402 Albrecht Blvd., Walster Hall 306, Fargo, ND 58102 USA
| | - Keshav Sharma
- Department of Biological Sciences, Mississippi State University, Mississippi State, MS 39762 USA
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Mississippi State, MS 39762 USA
- Present Address: Cereal Disease Laboratory, 1551 Lindig Street, Saint Paul, MN 55108 USA
| | - Prakash M. Niraula
- Department of Biological Sciences, Mississippi State University, Mississippi State, MS 39762 USA
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Mississippi State, MS 39762 USA
- Present Address: Department of Biological Sciences, Delaware State University, 1200 North Dupont Highway, Science Center 164, Dover, DE 19901 USA
| | - Brant T. McNeece
- Department of Biological Sciences, Mississippi State University, Mississippi State, MS 39762 USA
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Mississippi State, MS 39762 USA
- Present Address: Nutrien Ag Solutions, 737 Blaylock Road, Winterville, MS 38703 USA
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Abstract
Resistance to the soybean cyst nematode (SCN) is a topic incorporating multiple mechanisms and multiple types of science. It is also a topic of substantial agricultural importance, as SCN is estimated to cause more yield damage than any other pathogen of soybean, one of the world's main food crops. Both soybean and SCN have experienced jumps in experimental tractability in the past decade, and significant advances have been made. The rhg1-b locus, deployed on millions of farm acres, has been durable and will remain important, but local SCN populations are gradually evolving to overcome rhg1-b. Multiple other SCN resistance quantitative trait loci (QTL) of proven value are now in play with soybean breeders. QTL causal gene discovery and mechanistic insights into SCN resistance are contributing to both basic and applied disciplines. Additional understanding of SCN and other cyst nematodes will also grow in importance and lead to novel disease control strategies.
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Affiliation(s)
- Andrew F Bent
- Department of Plant Pathology, University of Wisconsin-Madison, Madison, Wisconsin, USA;
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Niraula PM, McNeece BT, Sharma K, Alkharouf NW, Lawrence KS, Klink VP. The central circadian regulator CCA1 functions in Glycine max during defense to a root pathogen, regulating the expression of genes acting in effector triggered immunity (ETI) and cell wall metabolism. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2022; 185:198-220. [PMID: 35704989 DOI: 10.1016/j.plaphy.2022.05.028] [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: 02/09/2022] [Revised: 05/17/2022] [Accepted: 05/20/2022] [Indexed: 06/15/2023]
Abstract
Expression of the central circadian oscillator components CIRCADIAN CLOCK ASSOCIATED 1 (CCA1), TIMING OF CAB1 (TOC1), GIGANTEA (GI), and CONSTANS (CO) occurs in Glycine max root cells (syncytia) parasitized by the nematode Heterodera glycines while undergoing resistance, indicating a defense role. GmCCA1-1 relative transcript abundance (RTA) in roots experiencing overexpression (OE) or RNA interference (RNAi) is characterized by rhythmic oscillations, compared to a ribosomal protein gene (GmRPS21) control. A GmCCA1-1 RTA change, advancing by 12 h, exists in H. glycines-infected as compared to uninfected controls in wild-type, H. glycines-resistant, G. max[Peking/PI 548402]. The G. max[Peking/PI 548402] transgenic controls exhibit the RTA change by 4 h post infection (hpi), not consistently occurring in the H. glycines-susceptible G. max[Williams 82/PI 518671] until 56 hpi. GmCCA1-1 expression is observed to be reduced in H. glycines-infected GmCCA1-1-OE roots as compared to non-infected transgenic roots with no significant change observed among RNAi roots. The GmCCA1-1 expression in transgenic GmCCA1-1-OE roots remains higher than control and RNAi roots. Decreased GmCCA1-1 mRNA among infected roots shows the altered expression is targeted by H. glycines. Gene expression of proven defense genes including 9 different mitogen activated protein kinases (GmMAPKs), NON-RACE SPECIFIC DISEASE RESISTANCE 1 (GmNDR1-1), RPM1-INTERACTING PROTEIN 4 (GmRIN4-4), and the secreted xyloglucan endotransglycosylase/hydrolase 43 (GmXTH43) in GmCCA1-1-OE and GmCCA1-1-RNAi roots, compared to controls, reveal a significant role of GmCCA1-1 expression in roots undergoing defense to H. glycines parasitism. The observation that GmCCA1-1 regulates GmXTH43 expression links the central circadian oscillator to the functionality of the secretion system.
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Affiliation(s)
- Prakash M Niraula
- Department of Biological Sciences, Mississippi State University, Mississippi State, MS, 39762, USA.
| | - Brant T McNeece
- Department of Biological Sciences, Mississippi State University, Mississippi State, MS, 39762, USA.
| | - Keshav Sharma
- Department of Biological Sciences, Mississippi State University, Mississippi State, MS, 39762, USA.
| | - Nadim W Alkharouf
- Department of Computer and Information Sciences, Towson University, Towson, MD, 21252, USA.
| | - Katherine S Lawrence
- Department of Entomology and Plant Pathology, Auburn University, 209 Life Science Building, Auburn, AL, 36849, USA.
| | - Vincent P Klink
- Department of Biological Sciences, Mississippi State University, Mississippi State, MS, 39762, USA; USDA-ARS-NEA-BARC Molecular Plant Pathology Laboratory Building 004, Room 122, BARC-West, 10300 Baltimore Ave., Beltsville, MD, 20705, USA; Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Mississippi State, MS, 39762, USA; Center for Computational Sciences High Performance Computing Collaboratory, Mississippi State University, Mississippi State, MS, 39762, USA.
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Khatri R, Pant SR, Sharma K, Niraula PM, Lawaju BR, Lawrence KS, Alkharouf NW, Klink VP. Glycine max Homologs of DOESN'T MAKE INFECTIONS 1, 2, and 3 Function to Impair Heterodera glycines Parasitism While Also Regulating Mitogen Activated Protein Kinase Expression. FRONTIERS IN PLANT SCIENCE 2022; 13:842597. [PMID: 35599880 PMCID: PMC9114929 DOI: 10.3389/fpls.2022.842597] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Accepted: 03/21/2022] [Indexed: 06/15/2023]
Abstract
Glycine max root cells developing into syncytia through the parasitic activities of the pathogenic nematode Heterodera glycines underwent isolation by laser microdissection (LM). Microarray analyses have identified the expression of a G. max DOESN'T MAKE INFECTIONS3 (DMI3) homolog in syncytia undergoing parasitism but during a defense response. DMI3 encodes part of the common symbiosis pathway (CSP) involving DMI1, DMI2, and other CSP genes. The identified DMI gene expression, and symbiosis role, suggests the possible existence of commonalities between symbiosis and defense. G. max has 3 DMI1, 12 DMI2, and 2 DMI3 paralogs. LM-assisted gene expression experiments of isolated syncytia under further examination here show G. max DMI1-3, DMI2-7, and DMI3-2 expression occurring during the defense response in the H. glycines-resistant genotypes G.max [Peking/PI548402] and G.max [PI88788] indicating a broad and consistent level of expression of the genes. Transgenic overexpression (OE) of G. max DMI1-3, DMI2-7, and DMI3-2 impairs H. glycines parasitism. RNA interference (RNAi) of G. max DMI1-3, DMI2-7, and DMI3-2 increases H. glycines parasitism. The combined opposite outcomes reveal a defense function for these genes. Prior functional transgenic analyses of the 32-member G. max mitogen activated protein kinase (MAPK) gene family has determined that 9 of them act in the defense response to H. glycines parasitism, referred to as defense MAPKs. RNA-seq analyses of root RNA isolated from the 9 G. max defense MAPKs undergoing OE or RNAi reveal they alter the relative transcript abundances (RTAs) of specific DMI1, DMI2, and DMI3 paralogs. In contrast, transgenically-manipulated DMI1-3, DMI2-7, and DMI3-2 expression influences MAPK3-1 and MAPK3-2 RTAs under certain circumstances. The results show G. max homologs of the CSP, and defense pathway are linked, apparently involving co-regulated gene expression.
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Affiliation(s)
- Rishi Khatri
- Department of Biological Sciences, Mississippi State University, Starkville, MS, United States
| | - Shankar R. Pant
- Department of Biological Sciences, Mississippi State University, Starkville, MS, United States
| | - Keshav Sharma
- Department of Biological Sciences, Mississippi State University, Starkville, MS, United States
| | - Prakash M. Niraula
- Department of Biological Sciences, Mississippi State University, Starkville, MS, United States
| | - Bisho R. Lawaju
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Starkville, MS, United States
- Department of Entomology and Plant Pathology, Auburn University, Auburn, AL, United States
| | - Kathy S. Lawrence
- Department of Entomology and Plant Pathology, Auburn University, Auburn, AL, United States
| | - Nadim W. Alkharouf
- Department of Computer and Information Sciences, Towson University, Towson, MD, United States
| | - Vincent P. Klink
- Department of Biological Sciences, Mississippi State University, Starkville, MS, United States
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Starkville, MS, United States
- USDA ARS NEA BARC Molecular Plant Pathology Laboratory, Beltsville, MD, United States
- Center for Computational Sciences High Performance Computing Collaboratory, Mississippi State University, Starkville, MS, United States
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Nissan N, Mimee B, Cober ER, Golshani A, Smith M, Samanfar B. A Broad Review of Soybean Research on the Ongoing Race to Overcome Soybean Cyst Nematode. BIOLOGY 2022; 11:211. [PMID: 35205078 PMCID: PMC8869295 DOI: 10.3390/biology11020211] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2021] [Revised: 01/24/2022] [Accepted: 01/26/2022] [Indexed: 12/12/2022]
Abstract
Plant pathogens greatly impact food security of the ever-growing human population. Breeding resistant crops is one of the most sustainable strategies to overcome the negative effects of these biotic stressors. In order to efficiently breed for resistant plants, the specific plant-pathogen interactions should be understood. Soybean is a short-day legume that is a staple in human food and animal feed due to its high nutritional content. Soybean cyst nematode (SCN) is a major soybean stressor infecting soybean worldwide including in China, Brazil, Argentina, USA and Canada. There are many Quantitative Trait Loci (QTLs) conferring resistance to SCN that have been identified; however, only two are widely used: rhg1 and Rhg4. Overuse of cultivars containing these QTLs/genes can lead to SCN resistance breakdown, necessitating the use of additional strategies. In this manuscript, a literature review is conducted on research related to soybean resistance to SCN. The main goal is to provide a current understanding of the mechanisms of SCN resistance and list the areas of research that could be further explored.
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Affiliation(s)
- Nour Nissan
- Agriculture and Agri-Food Canada, Ottawa Research and Development Centre, Ottawa, ON K1Y 4X2, Canada; (N.N.); (E.R.C.)
- Ottawa Institute of Systems Biology and Department of Biology, Carleton University, Ottawa, ON K1S 5B6, Canada; (A.G.); (M.S.)
| | - Benjamin Mimee
- Agriculture and Agri-Food Canada, Saint-Jean-sur-Richelieu Research and Development Centre, Saint-Jean-sur-Richelieu, QC J3B 7B5, Canada;
| | - Elroy R. Cober
- Agriculture and Agri-Food Canada, Ottawa Research and Development Centre, Ottawa, ON K1Y 4X2, Canada; (N.N.); (E.R.C.)
| | - Ashkan Golshani
- Ottawa Institute of Systems Biology and Department of Biology, Carleton University, Ottawa, ON K1S 5B6, Canada; (A.G.); (M.S.)
| | - Myron Smith
- Ottawa Institute of Systems Biology and Department of Biology, Carleton University, Ottawa, ON K1S 5B6, Canada; (A.G.); (M.S.)
| | - Bahram Samanfar
- Agriculture and Agri-Food Canada, Ottawa Research and Development Centre, Ottawa, ON K1Y 4X2, Canada; (N.N.); (E.R.C.)
- Ottawa Institute of Systems Biology and Department of Biology, Carleton University, Ottawa, ON K1S 5B6, Canada; (A.G.); (M.S.)
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Klink VP, Darwish O, Alkharouf NW, Lawaju BR, Khatri R, Lawrence KS. Conserved oligomeric Golgi (COG) complex genes functioning in defense are expressed in root cells undergoing a defense response to a pathogenic infection and exhibit regulation my MAPKs. PLoS One 2021; 16:e0256472. [PMID: 34437620 PMCID: PMC8389442 DOI: 10.1371/journal.pone.0256472] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 08/06/2021] [Indexed: 12/21/2022] Open
Abstract
The conserved oligomeric Golgi (COG) complex maintains correct Golgi structure and function during retrograde trafficking. Glycine max has 2 paralogs of each COG gene, with one paralog of each gene family having a defense function to the parasitic nematode Heterodera glycines. Experiments presented here show G. max COG paralogs functioning in defense are expressed specifically in the root cells (syncytia) undergoing the defense response. The expressed defense COG gene COG7-2-b is an alternate splice variant, indicating specific COG variants are important to defense. Transcriptomic experiments examining RNA isolated from COG overexpressing and RNAi roots show some COG genes co-regulate the expression of other COG complex genes. Examining signaling events responsible for COG expression, transcriptomic experiments probing MAPK overexpressing roots show their expression influences the relative transcript abundance of COG genes as compared to controls. COG complex paralogs are shown to be found in plants that are agriculturally relevant on a world-wide scale including Manihot esculenta, Zea mays, Oryza sativa, Triticum aestivum, Hordeum vulgare, Sorghum bicolor, Brassica rapa, Elaes guineensis and Saccharum officinalis and in additional crops significant to U.S. agriculture including Beta vulgaris, Solanum tuberosum, Solanum lycopersicum and Gossypium hirsutum. The analyses provide basic information on COG complex biology, including the coregulation of some COG genes and that MAPKs functioning in defense influence their expression. Furthermore, it appears in G. max and likely other crops that some level of neofunctionalization of the duplicated genes is occurring. The analysis has identified important avenues for future research broadly in plants.
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Affiliation(s)
- Vincent P. Klink
- USDA ARS NEA BARC Molecular Plant Pathology Laboratory, Beltsville, MD, United States of America
| | - Omar Darwish
- Department of Mathematics Computer Science, Texas Woman’s University, Denton, TX, United States of America
| | - Nadim W. Alkharouf
- Department of Computer and Information Sciences, Towson University, Towson, MD, United States of America
| | - Bisho R. Lawaju
- Department of Entomology and Plant Pathology, Auburn University, Auburn, AL, United States of America
| | - Rishi Khatri
- Department of Biological Sciences, Mississippi State University, Mississippi, MS, United States of America
| | - Kathy S. Lawrence
- Department of Entomology and Plant Pathology, Auburn University, Auburn, AL, United States of America
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Niraula PM, Zhang X, Jeremic D, Lawrence KS, Klink VP. Xyloglucan endotransglycosylase/hydrolase increases tightly-bound xyloglucan and chain number but decreases chain length contributing to the defense response that Glycine max has to Heterodera glycines. PLoS One 2021; 16:e0244305. [PMID: 33444331 PMCID: PMC7808671 DOI: 10.1371/journal.pone.0244305] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Accepted: 12/07/2020] [Indexed: 12/20/2022] Open
Abstract
The Glycine max xyloglucan endotransglycosylase/hydrolase (EC 2.4.1.207), GmXTH43, has been identified through RNA sequencing of RNA isolated through laser microdissection of Heterodera glycines-parasitized root cells (syncytia) undergoing the process of defense. Experiments reveal that genetically increasing XTH43 transcript abundance in the H. glycines-susceptible genotype G. max[Williams 82/PI 518671] decreases parasitism. Experiments presented here show decreasing XTH43 transcript abundance through RNA interference (RNAi) in the H. glycines-resistant G. max[Peking/PI 548402] increases susceptibility, but it is unclear what role XTH43 performs. The experiments presented here show XTH43 overexpression decreases the relative length of xyloglucan (XyG) chains, however, there is an increase in the amount of those shorter chains. In contrast, XTH43 RNAi increases XyG chain length. The experiments show that XTH43 has the capability to function, when increased in its expression, to limit XyG chain extension. This outcome would likely impair the ability of the cell wall to expand. Consequently, XTH43 could provide an enzymatically-driven capability to the cell that would allow it to limit the ability of parasitic nematodes like H. glycines to develop a feeding structure that, otherwise, would facilitate parasitism. The experiments presented here provide experimentally-based proof that XTHs can function in ways that could be viewed as being able to limit the expansion of the cell wall.
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Affiliation(s)
- Prakash M. Niraula
- Department of Biological Sciences, Mississippi State University, Starkville, Mississippi State, United States of America
| | - Xuefeng Zhang
- Department of Sustainable Bioproducts, Mississippi State University, Starkville, Mississippi State, United States of America
| | - Dragica Jeremic
- Department of Sustainable Bioproducts, Mississippi State University, Starkville, Mississippi State, United States of America
| | - Katherine S. Lawrence
- Department of Entomology and Plant Pathology, Auburn University, Auburn, Alabama, United States of America
| | - Vincent P. Klink
- Department of Biological Sciences, Mississippi State University, Starkville, Mississippi State, United States of America
- Department of Biochemistry, Molecular Biology, Entomology and Plant Pathology, Mississippi State University, Starkville, Mississippi State, United States of America
- Center for Computational Sciences High Performance Computing Collaboratory, Starkville, Mississippi State, United States of America
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