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Jorge GL, Kim D, Xu C, Cho SH, Su L, Xu D, Bartley LE, Stacey G, Thelen JJ. Unveiling orphan receptor-like kinases in plants: novel client discovery using high-confidence library predictions in the Kinase-Client (KiC) assay. Front Plant Sci 2024; 15:1372361. [PMID: 38633461 PMCID: PMC11021772 DOI: 10.3389/fpls.2024.1372361] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/17/2024] [Accepted: 03/20/2024] [Indexed: 04/19/2024]
Abstract
Plants are remarkable in their ability to adapt to changing environments, with receptor-like kinases (RLKs) playing a pivotal role in perceiving and transmitting environmental cues into cellular responses. Despite extensive research on RLKs from the plant kingdom, the function and activity of many kinases, i.e., their substrates or "clients", remain uncharted. To validate a novel client prediction workflow and learn more about an important RLK, this study focuses on P2K1 (DORN1), which acts as a receptor for extracellular ATP (eATP), playing a crucial role in plant stress resistance and immunity. We designed a Kinase-Client (KiC) assay library of 225 synthetic peptides, incorporating previously identified P2K phosphorylated peptides and novel predictions from a deep-learning phosphorylation site prediction model (MUsite) and a trained hidden Markov model (HMM) based tool, HMMER. Screening the library against purified P2K1 cytosolic domain (CD), we identified 46 putative substrates, including 34 novel clients, 27 of which may be novel peptides, not previously identified experimentally. Gene Ontology (GO) analysis among phosphopeptide candidates revealed proteins associated with important biological processes in metabolism, structure development, and response to stress, as well as molecular functions of kinase activity, catalytic activity, and transferase activity. We offer selection criteria for efficient further in vivo experiments to confirm these discoveries. This approach not only expands our knowledge of P2K1's substrates and functions but also highlights effective prediction algorithms for identifying additional potential substrates. Overall, the results support use of the KiC assay as a valuable tool in unraveling the complexities of plant phosphorylation and provide a foundation for predicting the phosphorylation landscape of plant species based on peptide library results.
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Affiliation(s)
- Gabriel Lemes Jorge
- Division of Biochemistry, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Daewon Kim
- Division of Plant Science & Technology, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Chunhui Xu
- Institute for Data Science and Informatics, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Sung-Hwan Cho
- Division of Plant Science & Technology, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Lingtao Su
- Department of Electrical Engineering and Computer Science, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
- Shandong University of Science and Technology, Qingdao, Shandong, China
| | - Dong Xu
- Department of Electrical Engineering and Computer Science, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Laura E. Bartley
- Institute of Biological Chemistry, Washington State University, Pullman, WA, United States
| | - Gary Stacey
- Division of Plant Science & Technology, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Jay J. Thelen
- Division of Biochemistry, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
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Islam MM, Agake SI, Ito T, Habibi S, Yasuda M, Yamasda T, Stacey G, Ohkama-Ohtsu N. Involvement of Peptidoglycan Receptor Proteins in Mediating the Growth-Promoting Effects of Bacillus pumilus TUAT1 in Arabidopsis thaliana. Plant Cell Physiol 2024:pcae016. [PMID: 38372612 DOI: 10.1093/pcp/pcae016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 02/09/2024] [Accepted: 02/12/2024] [Indexed: 02/20/2024]
Abstract
Bacillus pumilus TUAT1 acts as plant growth-promoting rhizobacteria (PGPR) for various plants like rice and Arabidopsis. Under stress conditions, B. pumilus TUAT1 forms spores with a thick peptidoglycan (PGN) cell wall. Previous research showed that spores were significantly more effective than vegetative cells in enhancing plant growth. In Arabidopsis, the lysin-motif proteins LYM1, LYM3, and CERK1 are required for recognizing bacterial peptidoglycans (PGNs) to mediate immunity. Here, we examined the involvement of PGN receptor proteins in the PGP effects of B. pumilus TUAT1 using Arabidopsis mutants defective in PGNs receptors. Root growth of wild-type, cerk1-1, lym1-1 and lym1-2 mutant plants was significantly increased by TUAT1 inoculation, but this was not the case for lym3-1 and lym3-2 mutant plants. RNA-seq analysis revealed that the expression of a number of defense-related genes was upregulated in lym3 mutant plants. These results suggested that B. pumilus TUAT1 may act to reduce the defense response, which is dependent on a functional LYM3. The expression of the defense-responsive gene, WRKY29, was significantly induced by the elicitor flg-22, both in wild-type and lym3 mutant plants, while this induction was significantly reduced by treatment with B. pumilus TUAT1 and PGNs in wild-type, but not in lym3 mutant plants. These findings suggest that the PGNs of B. pumilus TUAT1 may be recognized by the LYM3 receptor protein, suppressing the defense response, which results in plant growth promotion in a trade-off between defense and growth.
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Affiliation(s)
- Md Monirul Islam
- Institute of Food and Radiation Biology, Bangladesh Atomic Energy Commission, Dhaka-1207, Bangladesh
- United Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwaicho, Fuchu-shi, Tokyo,183-8509 Japan
| | - Shin-Ichiro Agake
- Institute of Global Innovation Research, Tokyo University of Agriculture and Technology, 3-8-1 Harumicho, Fuchu-shi, Tokyo,183-8538 Japan
| | - Takehiro Ito
- United Graduate School of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwaicho, Fuchu-shi, Tokyo,183-8509 Japan
| | - Safiullah Habibi
- Institute of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwaicho, Fuchu-shi, Tokyo, 183-8509Japan
| | - Michiko Yasuda
- Institute of Global Innovation Research, Tokyo University of Agriculture and Technology, 3-8-1 Harumicho, Fuchu-shi, Tokyo,183-8538 Japan
- Institute of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwaicho, Fuchu-shi, Tokyo, 183-8509Japan
| | - Tetsuya Yamasda
- Institute of Global Innovation Research, Tokyo University of Agriculture and Technology, 3-8-1 Harumicho, Fuchu-shi, Tokyo,183-8538 Japan
- Institute of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwaicho, Fuchu-shi, Tokyo, 183-8509Japan
| | - Gary Stacey
- Institute of Global Innovation Research, Tokyo University of Agriculture and Technology, 3-8-1 Harumicho, Fuchu-shi, Tokyo,183-8538 Japan
- Division of Plant Science and Technology, University of Missouri-Columbia - Bond Life Science Center, 1201 Rollins St., Columbia, MO 65201-4231, USA
| | - Naoko Ohkama-Ohtsu
- Institute of Global Innovation Research, Tokyo University of Agriculture and Technology, 3-8-1 Harumicho, Fuchu-shi, Tokyo,183-8538 Japan
- Institute of Agriculture, Tokyo University of Agriculture and Technology, 3-5-8 Saiwaicho, Fuchu-shi, Tokyo, 183-8509Japan
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3
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Kim D, Jeon SJ, Hong JK, Kim MG, Kim SH, Kadam US, Kim WY, Chung WS, Stacey G, Hong JC. The Auto-Regulation of ATL2 E3 Ubiquitin Ligase Plays an Important Role in the Immune Response against Alternaria brassicicola in Arabidopsis thaliana. Int J Mol Sci 2024; 25:2388. [PMID: 38397062 PMCID: PMC10889567 DOI: 10.3390/ijms25042388] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 02/13/2024] [Accepted: 02/14/2024] [Indexed: 02/25/2024] Open
Abstract
The ubiquitin/26S proteasome system is a crucial regulatory mechanism that governs various cellular processes in plants, including signal transduction, transcriptional regulation, and responses to biotic and abiotic stressors. Our study shows that the RING-H2-type E3 ubiquitin ligase, Arabidopsis Tóxicos en Levadura 2 (ATL2), is involved in response to fungal pathogen infection. Under normal growth conditions, the expression of the ATL2 gene is low, but it is rapidly and significantly induced by exogenous chitin. Additionally, ATL2 protein stability is markedly increased via chitin treatment, and its degradation is prolonged when 26S proteasomal function is inhibited. We found that an atl2 null mutant exhibited higher susceptibility to Alternaria brassicicola, while plants overexpressing ATL2 displayed increased resistance. We also observed that the hyphae of A. brassicicola were strongly stained with trypan blue staining, and the expression of A. brassicicola Cutinase A (AbCutA) was dramatically increased in atl2. In contrast, the hyphae were weakly stained, and AbCutA expression was significantly reduced in ATL2-overexpressing plants. Using bioinformatics, live-cell confocal imaging, and cell fractionation analysis, we revealed that ATL2 is localized to the plasma membrane. Further, it is demonstrated that the ATL2 protein possesses E3 ubiquitin ligase activity and found that cysteine 138 residue is critical for its function. Moreover, ATL2 is necessary to successfully defend against the A. brassicicola fungal pathogen. Altogether, our data suggest that ATL2 is a plasma membrane-integrated protein with RING-H2-type E3 ubiquitin ligase activity and is essential for the defense response against fungal pathogens in Arabidopsis.
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Affiliation(s)
- Daewon Kim
- Division of Life Science and Division of Applied Life Science (BK21 Four), Plant Molecular Biology and Biotechnology Research Center (PMBBRC), Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea; (D.K.); (S.J.J.); (S.H.K.); (U.S.K.)
- Division of Plant Science & Technology, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA;
| | - Su Jeong Jeon
- Division of Life Science and Division of Applied Life Science (BK21 Four), Plant Molecular Biology and Biotechnology Research Center (PMBBRC), Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea; (D.K.); (S.J.J.); (S.H.K.); (U.S.K.)
| | - Jeum Kyu Hong
- Laboratory of Horticultural Crop Protection, Division of Horticultural Science, Gyeongsang National University, 33 Dongjin-ro, Jinju 52725, Republic of Korea;
- Agri-Food Bio Convergence Institute, Gyeongsang National University, 33 Dongjin-ro, Jinju 52725, Republic of Korea
| | - Min Gab Kim
- College of Pharmacy and Research Institute of Pharmaceutical Science, Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea;
| | - Sang Hee Kim
- Division of Life Science and Division of Applied Life Science (BK21 Four), Plant Molecular Biology and Biotechnology Research Center (PMBBRC), Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea; (D.K.); (S.J.J.); (S.H.K.); (U.S.K.)
| | - Ulhas S. Kadam
- Division of Life Science and Division of Applied Life Science (BK21 Four), Plant Molecular Biology and Biotechnology Research Center (PMBBRC), Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea; (D.K.); (S.J.J.); (S.H.K.); (U.S.K.)
| | - Woe-Yeon Kim
- Division of Applied Life Science (BK21 Four), Plant Biological Rhythm Research Center (PBRRC), Plant Molecular Biology and Biotechnology Research Center (PMBBRC), Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea
| | - Woo Sik Chung
- Division of Life Science and Division of Applied Life Science (BK21 Four), Plant Molecular Biology and Biotechnology Research Center (PMBBRC), Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea; (D.K.); (S.J.J.); (S.H.K.); (U.S.K.)
| | - Gary Stacey
- Division of Plant Science & Technology, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA;
| | - Jong Chan Hong
- Division of Life Science and Division of Applied Life Science (BK21 Four), Plant Molecular Biology and Biotechnology Research Center (PMBBRC), Gyeongsang National University, 501 Jinju-daero, Jinju 52828, Republic of Korea; (D.K.); (S.J.J.); (S.H.K.); (U.S.K.)
- Division of Plant Science & Technology, C.S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA;
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Kim D, Stacey G. Phosphorylation-mediated regulation of integrin-linked kinase 5 by purinoreceptor P2K2. Plant Signal Behav 2023; 18:2261743. [PMID: 37750411 PMCID: PMC10730134 DOI: 10.1080/15592324.2023.2261743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/08/2023] [Accepted: 09/17/2023] [Indexed: 09/27/2023]
Abstract
Extracellular ATP (eATP) in plants plays a crucial role as a ligand for purinoreceptors, mediating purinergic signaling and regulating diverse biological functions, including responses to abiotic and biotic stresses. DORN1/P2K1 (LecRK I.9) was the first identified plant purinoreceptor. P2K2 (LecRK I.5) was subsequently identified as an additional plant purinoreceptor and shown to directly interact with P2K1. Recently, we reported that P2K1 interacts with Integrin-linked kinase 5 (ILK5), a Raf-like MAPKKK protein, and phosphorylates ILK5 to regulate purinergic signaling in relation to plant innate immunity. Here, we report that P2K2 also interacts with the ILK5 protein in planta. Furthermore, we demonstrate that P2K2 phosphorylates ILK5 in the presence of [γ-32P] ATP, similar to P2K1. However, unlike P2K1, P2K2 exhibits strong phosphorylation even when the Serine 192 residue of ILK5 is mutated to Alanine (ILK5S192A), suggesting the possibility of phosphorylation of other residues to fully regulate ILK5 protein function.
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Affiliation(s)
- Daewon Kim
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, USA
| | - Gary Stacey
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, USA
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Cho SH, Nguyen CT, Pham AQ, Stacey G. Computational prediction and in vitro analysis of the potential ligand binding site within the extracellular ATP receptor, P2K2. Plant Signal Behav 2023; 18:2173146. [PMID: 36723515 PMCID: PMC9897758 DOI: 10.1080/15592324.2023.2173146] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Revised: 01/08/2023] [Accepted: 01/10/2023] [Indexed: 06/18/2023]
Abstract
The plant extracellular ATP (eATP) receptor, P2K2, binds eATP with strong ligand affinity through its extracellular lectin domain. Ligand binding activates the intracellular kinase domain of P2K2 resulting in a variety of intracellular responses and, ultimately, increased plant immunity to invading fungal and bacterial pathogens. Here, using a computational prediction approach, we developed a tertiary structure model of the P2K2 extracellular lectin domain. In silico target docking of ATP to the P2K2-binding site predicted interaction with several residues through hydrophobic interactions and hydrogen bonding. Our confirmation of the modeling was obtained by showing that H99, R144, and S256 are key residues essential for in vitro binding of ATP by P2K2.
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Affiliation(s)
- Sung-Hwan Cho
- Divisions of Plant Science and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
- Plant Genomics and Breeding Institute, Seoul National University, Seoul, Republic of Korea
| | - Cuong the Nguyen
- Divisions of Plant Science and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
- Center for Applied Biotechnology and Agricultural High-Tech, Cuu Long Delta Rice Research Institute, Can Tho, Vietnam
| | - an Quoc Pham
- Divisions of Plant Science and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
- Faculty of Biology and Biotechnology, VNUHCM-University of Sciences, Ho Chi Minh City, Vietnam
| | - Gary Stacey
- Divisions of Plant Science and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, USA
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Dolatmoradi M, Stopka SA, Corning C, Stacey G, Vertes A. High-Throughput f-LAESI-IMS-MS for Mapping Biological Nitrogen Fixation One Cell at a Time. Anal Chem 2023; 95:17741-17749. [PMID: 37989253 DOI: 10.1021/acs.analchem.3c03651] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2023]
Abstract
For the characterization of the metabolic heterogeneity of cell populations, high-throughput single-cell analysis platforms are needed. In this study, we utilized mass spectrometry (MS) enhanced with ion mobility separation (IMS) and coupled with an automated sampling platform, fiber-based laser ablation electrospray ionization (f-LAESI), for in situ high-throughput single-cell metabolomics in soybean (Glycine max) root nodules. By fully automating the in situ sampling platform, an overall sampling rate of 804 cells/h was achieved for high numbers (>500) of tissue-embedded plant cells. This is an improvement by a factor of 13 compared to the previous f-LAESI-MS configuration. By introducing IMS, the molecular coverage improved, and structural isomers were separated on a millisecond time scale. The enhanced f-LAESI-IMS-MS platform produced 259 sample-related peaks/cell, almost twice as much as the 131 sample-related peaks/cell produced by f-LAESI-MS without IMS. Using the upgraded system, two types of metabolic heterogeneity characterization methods became possible. For unimodal metabolite abundance distributions, the metabolic noise reported on the metabolite level variations within the cell population. For bimodal distributions, the presence of metabolically distinct subpopulations was established. Discovering these latent cellular phenotypes could be linked to the presence of different cell states, e.g., proliferating bacteria in partially occupied plant cells and quiescent bacteroids in fully occupied cells in biological nitrogen fixation, or spatial heterogeneity due to altered local environments.
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Affiliation(s)
- Marjan Dolatmoradi
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States
| | - Sylwia A Stopka
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Chloe Corning
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65211, United States
| | - Akos Vertes
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States
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Bui TP, Le H, Ta DT, Nguyen CX, Le NT, Tran TT, Van Nguyen P, Stacey G, Stacey MG, Pham NB, Chu HH, Do PT. Enhancing powdery mildew resistance in soybean by targeted mutation of MLO genes using the CRISPR/Cas9 system. BMC Plant Biol 2023; 23:533. [PMID: 37919649 PMCID: PMC10623788 DOI: 10.1186/s12870-023-04549-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Accepted: 10/19/2023] [Indexed: 11/04/2023]
Abstract
BACKGROUND Powdery mildew is a major disease that causes great losses in soybean yield and seed quality. Disease-resistant varieties, which are generated by reducing the impact of susceptibility genes through mutation in host plants, would be an effective approach to protect crops from this disease. The Mildew Locus O (MLO) genes are well-known susceptibility genes for powdery mildew in plant. In this study, we utilized the CRISPR/Cas9 system to induce targeted mutations in the soybean GmMLO genes to improve powdery mildew resistance. RESULTS A dual-sgRNA CRISPR/Cas9 construct was designed and successfully transferred into the Vietnamese soybean cultivar DT26 through Agrobacterium tumefaciens-mediated transformation. Various mutant forms of the GmMLO genes including biallelic, chimeric and homozygous were found at the T0 generation. The inheritance and segregation of CRISPR/Cas9-induced mutations were confirmed and validated at the T1 and T2 generations. Out of six GmMLO genes in the soybean genome, we obtained the Gmmlo02/Gmmlo19/Gmmlo23 triple and Gmmlo02/Gmmlo19/Gmmlo20/Gmmlo23 quadruple knockout mutants at the T2 generation. When challenged with Erysiphe diffusa, a fungus that causes soybean powdery mildew, all mutant plants showed enhanced resistance to the pathogen, especially the quadruple mutant. The powdery mildew severity in the mutant soybeans was reduced by up to 36.4% compared to wild-type plants. In addition, no pleiotropic effect on soybean growth and development under net-house conditions was observed in the CRISPR/Cas9 mutants. CONCLUSIONS Our results indicate the involvement of GmMLO02, GmMLO19, GmMLO20 and GmMLO23 genes in powdery mildew susceptibility in soybean. Further research should be conducted to investigate the roles of individual tested genes and the involvement of other GmMLO genes in this disease infection mechanism. Importantly, utilizing the CRISPR/Cas9 system successfully created the Gmmlo transgene-free homozygous mutant lines with enhanced resistance to powdery mildew, which could be potential materials for soybean breeding programs.
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Affiliation(s)
- Thao Phuong Bui
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- University of Science and Technology of Hanoi, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Huy Le
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Present address: Department of Biology, Washington University in St. Louis, St. Louis, USA
| | - Dong Thi Ta
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Cuong Xuan Nguyen
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Division of Plant Sciences, University of Missouri, Columbia, MO, 65211, USA
| | - Ngoc Thu Le
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Truong Thi Tran
- Legumes Research and Development Center, Vietnam Academy of Agriculture Science, Hanoi, Vietnam
| | - Phuong Van Nguyen
- University of Science and Technology of Hanoi, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Gary Stacey
- Division of Plant Sciences, University of Missouri, Columbia, MO, 65211, USA
| | - Minviluz G Stacey
- Division of Plant Sciences, University of Missouri, Columbia, MO, 65211, USA
| | - Ngoc Bich Pham
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Graduate University of Science and Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Ha Hoang Chu
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Graduate University of Science and Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Phat Tien Do
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam.
- Graduate University of Science and Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam.
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Kim D, Yanders S, Stacey G. Salt stress releases extracellular ATP to activate purinergic signaling and inhibit plant growth. Plant Physiol 2023; 193:1753-1757. [PMID: 37506300 PMCID: PMC10602603 DOI: 10.1093/plphys/kiad429] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 06/22/2023] [Accepted: 07/03/2023] [Indexed: 07/30/2023]
Abstract
Salt stress increases extracellular ATP levels and the upregulation of P2K1 purinoreceptor transcripts, leading to the activation of purinergic signaling and consequent inhibition of plant growth.
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Affiliation(s)
- Daewon Kim
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
| | - Samantha Yanders
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
| | - Gary Stacey
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
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9
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Sreedasyam A, Plott C, Hossain MS, Lovell J, Grimwood J, Jenkins J, Daum C, Barry K, Carlson J, Shu S, Phillips J, Amirebrahimi M, Zane M, Wang M, Goodstein D, Haas F, Hiss M, Perroud PF, Jawdy S, Yang Y, Hu R, Johnson J, Kropat J, Gallaher S, Lipzen A, Shakirov E, Weng X, Torres-Jerez I, Weers B, Conde D, Pappas M, Liu L, Muchlinski A, Jiang H, Shyu C, Huang P, Sebastian J, Laiben C, Medlin A, Carey S, Carrell A, Chen JG, Perales M, Swaminathan K, Allona I, Grattapaglia D, Cooper E, Tholl D, Vogel J, Weston DJ, Yang X, Brutnell T, Kellogg E, Baxter I, Udvardi M, Tang Y, Mockler T, Juenger T, Mullet J, Rensing S, Tuskan G, Merchant S, Stacey G, Schmutz J. JGI Plant Gene Atlas: an updateable transcriptome resource to improve functional gene descriptions across the plant kingdom. Nucleic Acids Res 2023; 51:8383-8401. [PMID: 37526283 PMCID: PMC10484672 DOI: 10.1093/nar/gkad616] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/19/2022] [Revised: 06/21/2023] [Accepted: 07/11/2023] [Indexed: 08/02/2023] Open
Abstract
Gene functional descriptions offer a crucial line of evidence for candidate genes underlying trait variation. Conversely, plant responses to environmental cues represent important resources to decipher gene function and subsequently provide molecular targets for plant improvement through gene editing. However, biological roles of large proportions of genes across the plant phylogeny are poorly annotated. Here we describe the Joint Genome Institute (JGI) Plant Gene Atlas, an updateable data resource consisting of transcript abundance assays spanning 18 diverse species. To integrate across these diverse genotypes, we analyzed expression profiles, built gene clusters that exhibited tissue/condition specific expression, and tested for transcriptional response to environmental queues. We discovered extensive phylogenetically constrained and condition-specific expression profiles for genes without any previously documented functional annotation. Such conserved expression patterns and tightly co-expressed gene clusters let us assign expression derived additional biological information to 64 495 genes with otherwise unknown functions. The ever-expanding Gene Atlas resource is available at JGI Plant Gene Atlas (https://plantgeneatlas.jgi.doe.gov) and Phytozome (https://phytozome.jgi.doe.gov/), providing bulk access to data and user-specified queries of gene sets. Combined, these web interfaces let users access differentially expressed genes, track orthologs across the Gene Atlas plants, graphically represent co-expressed genes, and visualize gene ontology and pathway enrichments.
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Affiliation(s)
| | | | - Md Shakhawat Hossain
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, USA
| | - John T Lovell
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Jane Grimwood
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Jerry W Jenkins
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
| | - Christopher Daum
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Kerrie Barry
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Joseph Carlson
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Shengqiang Shu
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Jeremy Phillips
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Mojgan Amirebrahimi
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Matthew Zane
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Mei Wang
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - David Goodstein
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Fabian B Haas
- Plant Cell Biology, Faculty of Biology, University of Marburg, Karl-von-Frisch-Str, Marburg, Germany
| | - Manuel Hiss
- Plant Cell Biology, Faculty of Biology, University of Marburg, Karl-von-Frisch-Str, Marburg, Germany
| | - Pierre-François Perroud
- Plant Cell Biology, Faculty of Biology, University of Marburg, Karl-von-Frisch-Str, Marburg, Germany
| | - Sara S Jawdy
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Yongil Yang
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Rongbin Hu
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Jenifer Johnson
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Janette Kropat
- Department of Chemistry and Biochemistry and Institute for Genomics and Proteomics, University of California, Los Angeles, CA, USA
| | - Sean D Gallaher
- Department of Chemistry and Biochemistry and Institute for Genomics and Proteomics, University of California, Los Angeles, CA, USA
| | - Anna Lipzen
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Eugene V Shakirov
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA
| | - Xiaoyu Weng
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA
| | | | - Brock Weers
- Department of Biochemistry and Biophysics, Texas A&M University, College Station, TX, USA
| | - Daniel Conde
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Madrid, Spain
| | - Marilia R Pappas
- Laboratório de Genética Vegetal, EMBRAPA Recursos Genéticos e Biotecnologia, EPQB Final W5 Norte, Brasília, Brazil
| | - Lifeng Liu
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - Andrew Muchlinski
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA, USA
| | - Hui Jiang
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Christine Shyu
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Pu Huang
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Jose Sebastian
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Carol Laiben
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Alyssa Medlin
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Sankalpi Carey
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Alyssa A Carrell
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Jin-Gui Chen
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Mariano Perales
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Madrid, Spain
- Departamento de Biotecnología-Biología Vegetal, Escuela Técnica Superior de Ingeniería Agronómica, Alimentaria y de Biosistemas, Universidad Politécnica de Madrid, Madrid, Spain
| | | | - Isabel Allona
- Centro de Biotecnología y Genómica de Plantas, Universidad Politécnica de Madrid, Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA-CSIC), Madrid, Spain
- Departamento de Biotecnología-Biología Vegetal, Escuela Técnica Superior de Ingeniería Agronómica, Alimentaria y de Biosistemas, Universidad Politécnica de Madrid, Madrid, Spain
| | - Dario Grattapaglia
- Laboratório de Genética Vegetal, EMBRAPA Recursos Genéticos e Biotecnologia, EPQB Final W5 Norte, Brasília, Brazil
| | | | - Dorothea Tholl
- Department of Biological Sciences, Virginia Tech, Blacksburg, VA, USA
| | - John P Vogel
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
| | - David J Weston
- Biosciences Division, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Xiaohan Yang
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | | | | | - Ivan Baxter
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | | | | | - Todd C Mockler
- Donald Danforth Plant Science Center, St. Louis, MO, USA
| | - Thomas E Juenger
- Department of Integrative Biology, University of Texas at Austin, Austin, TX, USA
| | - John Mullet
- Department of Biochemistry and Biophysics, Texas A&M University, College Station, TX, USA
| | - Stefan A Rensing
- Plant Cell Biology, Faculty of Biology, University of Marburg, Karl-von-Frisch-Str, Marburg, Germany
| | - Gerald A Tuskan
- Center for Bioenergy Innovation, Oak Ridge National Laboratory, Oak Ridge, TN, USA
| | - Sabeeha S Merchant
- Department of Chemistry and Biochemistry and Institute for Genomics and Proteomics, University of California, Los Angeles, CA, USA
| | - Gary Stacey
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, USA
| | - Jeremy Schmutz
- HudsonAlpha Institute for Biotechnology, Huntsville, AL, USA
- Joint Genome Institute, Lawrence Berkeley National Laboratory, Berkeley, CA, USA
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10
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Nguyen CX, Dohnalkova A, Hancock CN, Kirk KR, Stacey G, Stacey MG. Critical role for uricase and xanthine dehydrogenase in soybean nitrogen fixation and nodule development. Plant Genome 2023; 16:e20171. [PMID: 34904377 DOI: 10.1002/tpg2.20172] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/07/2021] [Accepted: 09/22/2021] [Indexed: 06/14/2023]
Abstract
De novo purine biosynthesis is required for the incorporation of fixed nitrogen in ureide exporting nodules, as formed on soybean [Glycine max (L.) Merr.] roots. However, in many cases, the enzymes involved in this pathway have been deduced strictly from genome annotations with little direct genetic evidence, such as mutant studies, to confirm their biochemical function or importance to nodule development. While efforts to develop large mutant collections of soybean are underway, research on this plant is still hampered by the inability to obtain mutations in any specific gene of interest. Using a forward genetic approach, as well as CRISPR/Cas9 gene editing via Agrobacterium rhizogenes-mediated hairy root transformation, we identified and characterized the role of GmUOX (Uricase) and GmXDH (Xanthine Dehydrogenase) in nitrogen fixation and nodule development in soybean. The gmuox knockout soybean mutants displayed nitrogen deficiency chlorosis and early nodule senescence, as exemplified by the reduced nitrogenase (acetylene reduction) activity in nodules, the internal greenish-white internal appearance of nodules, and diminished leghemoglobin production. In addition, gmuox1 nodules showed collapsed infected cells with degraded cytoplasm, aggregated bacteroids with no discernable symbiosome membranes, and increased formation of poly-β-hydroxybutyrate granules. Similarly, knockout gmxdh mutant nodules, generated with the CRISPR/Cas9 system, also exhibited early nodule senescence. These genetic studies confirm the critical role of the de novo purine metabolisms pathway not only in the incorporation of fixed nitrogen but also in the successful development of a functional, nitrogen-fixing nodule. Furthermore, these studies demonstrate the great utility of the CRISPR/Cas9 system for studying root-associated gene traits when coupled with hairy root transformation.
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Affiliation(s)
- Cuong X Nguyen
- Division of Plant Sciences, Univ. of Missouri, Columbia, MO, 65211, USA
| | - Alice Dohnalkova
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA, 99354, USA
| | - C Nathan Hancock
- Dep. of Biology & Geology, Univ. of South Carolina, Aiken, SC, 29801, USA
| | - Kendall R Kirk
- Edisto Research & Education Center, Clemson Univ., Blackville, SC, 29817, USA
| | - Gary Stacey
- Division of Plant Sciences, Univ. of Missouri, Columbia, MO, 65211, USA
- Division of Biochemistry, Univ. of Missouri, Columbia, MO, 65211, USA
| | - Minviluz G Stacey
- Division of Plant Sciences, Univ. of Missouri, Columbia, MO, 65211, USA
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11
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Montes-Luz B, Conrado AC, Ellingsen JK, Monteiro RA, de Souza EM, Stacey G. Acetylene Reduction Assay: A Measure of Nitrogenase Activity in Plants and Bacteria. Curr Protoc 2023; 3:e766. [PMID: 37196102 DOI: 10.1002/cpz1.766] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
Nitrogen is one of the most abundant elements in the biosphere, but its gaseous form is not biologically available to many organisms, including plants and animals. Diazotrophic microorganisms can convert atmospheric nitrogen into ammonia, a form that can be absorbed by plants in a process called biological nitrogen fixation (BNF). BNF is catalyzed by the enzyme nitrogenase, which not only reduces N2 to NH3 , but also reduces other substrates such as acetylene. The acetylene reduction assay (ARA) can be used to measure nitrogenase activity in diazotrophic organisms, either in symbiotic associations or in their free-living state. The technique uses gas chromatography to measure the reduction of acetylene to ethylene by nitrogenase in a simple, quick, and inexpensive manner. Here, we demonstrate how to: prepare nodulated soybean plants and culture free-living Azospirillum brasilense for the ARA, use the gas chromatograph to detect the ethylene formed, and calculate the nitrogenase activity based on the peaks generated by the chromatograph. The methods shown here using example organisms can be easily adapted to other nodulating plants and diazotrophic bacteria. © 2023 Wiley Periodicals LLC. Basic Protocol 1: Acetylene reduction assay in root nodules Basic Protocol 2: Acetylene reduction assay using diazotrophic bacteria Basic Protocol 3: Calculation of nitrogenase activity Support Protocol 1: Production of acetylene from calcium carbide Support Protocol 2: Calibration of the gas chromatograph Support Protocol 3: Total protein quantification.
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Affiliation(s)
- Bruna Montes-Luz
- Division of Plant Science & Technology, University of Missouri, Columbia, Missouri
| | | | - Jared K Ellingsen
- Division of Plant Science & Technology, University of Missouri, Columbia, Missouri
| | | | | | - Gary Stacey
- Division of Plant Science & Technology, University of Missouri, Columbia, Missouri
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12
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Kim D, Chen D, Ahsan N, Jorge GL, Thelen JJ, Stacey G. The Raf-like MAPKKK INTEGRIN-LINKED KINASE 5 regulates purinergic receptor-mediated innate immunity in Arabidopsis. Plant Cell 2023; 35:1572-1592. [PMID: 36762404 PMCID: PMC10118279 DOI: 10.1093/plcell/koad029] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/28/2022] [Accepted: 01/31/2023] [Indexed: 06/17/2023]
Abstract
Mitogen-activated protein (MAP) kinase signaling cascades play important roles in eukaryotic defense against various pathogens. Activation of the extracellular ATP (eATP) receptor P2K1 triggers MAP kinase 3 and 6 (MPK3/6) phosphorylation, which leads to an elevated plant defense response. However, the mechanism by which P2K1 activates the MAPK cascade is unclear. In this study, we show that in Arabidopsis thaliana, P2K1 phosphorylates the Raf-like MAP kinase kinase kinase (MAPKKK) INTEGRIN-LINKED KINASE 5 (ILK5) on serine 192 in the presence of eATP. The interaction between P2K1 and ILK5 was confirmed both in vitro and in planta and their interaction was enhanced by ATP treatment. Similar to P2K1 expression, ILK5 expression levels were highly induced by treatment with ATP, flg22, Pseudomonas syringae pv. tomato DC3000, and various abiotic stresses. ILK5 interacts with and phosphorylates the MAP kinase MKK5. Moreover, phosphorylation of MPK3/6 was significantly reduced upon ATP treatment in ilk5 mutant plants, relative to wild-type (WT). The ilk5 mutant plants showed higher susceptibility to P. syringae pathogen infection relative to WT plants. Plants expressing only the mutant ILK5S192A protein, with decreased kinase activity, did not activate the MAPK cascade upon ATP addition. These results suggest that eATP activation of P2K1 results in transphosphorylation of the Raf-like MAPKKK ILK5, which subsequently triggers the MAPK cascade, culminating in activation of MPK3/6 associated with an elevated innate immune response.
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Affiliation(s)
- Daewon Kim
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
| | - Dongqin Chen
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
| | - Nagib Ahsan
- Division of Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
| | - Gabriel Lemes Jorge
- Division of Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
| | - Jay J Thelen
- Division of Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
| | - Gary Stacey
- Division of Plant Science and Technology, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
- Division of Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, USA
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13
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Traeger J, Hu D, Yang M, Stacey G, Orr G. Super-Resolution Imaging of Plant Receptor-Like Kinases Uncovers Their Colocalization and Coordination with Nanometer Resolution. Membranes (Basel) 2023; 13:142. [PMID: 36837645 PMCID: PMC9958960 DOI: 10.3390/membranes13020142] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/16/2022] [Revised: 01/07/2023] [Accepted: 01/18/2023] [Indexed: 06/17/2023]
Abstract
Plant cell signaling often relies on the cellular organization of receptor-like kinases (RLKs) within membrane nanodomains to enhance signaling specificity and efficiency. Thus, nanometer-scale quantitative analysis of spatial organizations of RLKs could provide new understanding of mechanisms underlying plant responses to environmental stress. Here, we used stochastic optical reconstruction fluorescence microscopy (STORM) to quantify the colocalization of the flagellin-sensitive-2 (FLS2) receptor and the nanodomain marker, remorin, within Arabidopsis thaliana root hair cells. We found that recovery of FLS2 and remorin in the plasma membrane, following ligand-induced internalization by bacterial-flagellin-peptide (flg22), reached ~85% of their original membrane density after ~90 min. The pairs colocalized at the membrane at greater frequencies, compared with simulated randomly distributed pairs, except for directly after recovery, suggesting initial uncoordinated recovery followed by remorin and FLS2 pairing in the membrane. The purinergic receptor, P2K1, colocalized with remorin at similar frequencies as FLS2, while FLS2 and P2K1 colocalization occurred at significantly lower frequencies, suggesting that these RLKs mostly occupy distinct nanodomains. The chitin elicitor receptor, CERK1, colocalized with FLS2 and remorin at much lower frequencies, suggesting little coordination between CERK1 and FLS2. These findings emphasize STORM's capacity to observe distinct nanodomains and degrees of coordination between plant cell receptors, and their respective immune pathways.
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Affiliation(s)
- Jeremiah Traeger
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Dehong Hu
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Mengran Yang
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Gary Stacey
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211, USA
| | - Galya Orr
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, WA 99354, USA
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14
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Lee ES, Park JH, Wi SD, Kang CH, Chi YH, Chae HB, Paeng SK, Ji MG, Kim WY, Kim MG, Yun DJ, Stacey G, Lee SY. Author Correction: Redox-dependent structural switch and CBF activation confer freezing tolerance in plants. Nat Plants 2022; 8:1493. [PMID: 36376505 DOI: 10.1038/s41477-022-01285-w] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Affiliation(s)
- Eun Seon Lee
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Joung Hun Park
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Seong Dong Wi
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Chang Ho Kang
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Yong Hun Chi
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Ho Byoung Chae
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Seol Ki Paeng
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Myung Geun Ji
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Woe-Yeon Kim
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Min Gab Kim
- College of Pharmacy, Gyeongsang National University, Jinju, Korea
| | - Dae-Jin Yun
- Department of Biomedical Science & Engineering, Konkuk University, Seoul, Korea
| | - Gary Stacey
- Divisions of Plant Science and Biochemistry, University of Missouri, Columbia, MO, USA
| | - Sang Yeol Lee
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea.
- College of Life Sciences, Qingdao Agricultural University, Qingdao, China.
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15
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Riahin C, Mendis K, Busick B, Ptaszek M, Yang M, Stacey G, Parvate A, Evans JE, Traeger J, Hu D, Orr G, Rosenzweig Z. Near Infrared Emitting Semiconductor Polymer Dots for Bioimaging and Sensing. Sensors (Basel) 2022; 22:7218. [PMID: 36236328 PMCID: PMC9571013 DOI: 10.3390/s22197218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/17/2022] [Revised: 09/19/2022] [Accepted: 09/20/2022] [Indexed: 06/16/2023]
Abstract
Semiconducting polymer dots (Pdots) are rapidly becoming one of the most studied nanoparticles in fluorescence bioimaging and sensing. Their small size, high brightness, and resistance to photobleaching make them one of the most attractive fluorophores for fluorescence imaging and sensing applications. This paper highlights our recent advances in fluorescence bioimaging and sensing with nanoscale luminescent Pdots, specifically the use of organic dyes as dopant molecules to modify the optical properties of Pdots to enable deep red and near infrared fluorescence bioimaging applications and to impart sensitivity of dye doped Pdots towards selected analytes. Building on our earlier work, we report the formation of secondary antibody-conjugated Pdots and provide Cryo-TEM evidence for their formation. We demonstrate the selective targeting of the antibody-conjugated Pdots to FLAG-tagged FLS2 membrane receptors in genetically engineered plant leaf cells. We also report the formation of a new class of luminescent Pdots with emission wavelengths of around 1000 nm. Finally, we demonstrate the formation and utility of oxygen sensing Pdots in aqueous media.
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Affiliation(s)
- Connor Riahin
- Department of Chemistry and Biochemistry, University of Maryland Baltimore County, Baltimore, MD 21250, USA
| | - Kushani Mendis
- Department of Chemistry and Biochemistry, University of Maryland Baltimore County, Baltimore, MD 21250, USA
| | - Brandon Busick
- Department of Chemistry and Biochemistry, University of Maryland Baltimore County, Baltimore, MD 21250, USA
| | - Marcin Ptaszek
- Department of Chemistry and Biochemistry, University of Maryland Baltimore County, Baltimore, MD 21250, USA
| | - Mengran Yang
- Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO 65211, USA
| | - Amar Parvate
- Environmental Molecular Sciences Laboratory (EMSL), Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - James E. Evans
- Environmental Molecular Sciences Laboratory (EMSL), Pacific Northwest National Laboratory, Richland, WA 99354, USA
- School of Biological Sciences, Washington State University, Pullman, WA 99164, USA
| | - Jeremiah Traeger
- Environmental Molecular Sciences Laboratory (EMSL), Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Dehong Hu
- Environmental Molecular Sciences Laboratory (EMSL), Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Galya Orr
- Environmental Molecular Sciences Laboratory (EMSL), Pacific Northwest National Laboratory, Richland, WA 99354, USA
| | - Zeev Rosenzweig
- Department of Chemistry and Biochemistry, University of Maryland Baltimore County, Baltimore, MD 21250, USA
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16
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Myers RJ, Fichman Y, Stacey G, Mittler R. Extracellular ATP plays an important role in systemic wound response activation. Plant Physiol 2022; 189:1314-1325. [PMID: 35348752 PMCID: PMC9237675 DOI: 10.1093/plphys/kiac148] [Citation(s) in RCA: 17] [Impact Index Per Article: 8.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/05/2022] [Accepted: 03/06/2022] [Indexed: 06/02/2023]
Abstract
Mechanical wounding occurs in plants during biotic or abiotic stresses and is associated with the activation of long-distance signaling pathways that trigger wound responses in systemic tissues. Among the different systemic signals activated by wounding are electric signals, calcium, hydraulic, and reactive oxygen species (ROS) waves. The release of glutamate (Glu) from cells at the wounded tissues was recently proposed to trigger systemic signal transduction pathways via GLU-LIKE RECEPTORs (GLRs). However, the role of another important compound released from cells during wounding (extracellular ATP [eATP]) in triggering systemic responses is not clear. Here, we show in Arabidopsis (Arabidopsis thaliana) that wounding results in the accumulation of nanomolar levels of eATP and that these levels are sufficient to trigger the systemic ROS wave. We further show that the triggering of the ROS wave by eATP during wounding requires the PURINORECEPTOR 2 KINASE (P2K) receptor. Application of eATP to unwounded leaves triggered the ROS wave, and the activation of the ROS wave by wounding or eATP application was suppressed in mutants deficient in P2Ks (e.g. p2k1-3, p2k2, and p2k1-3p2k2). In addition, expression of systemic wound response (SWR) transcripts was suppressed in mutants deficient in P2Ks during wounding. Interestingly, the effect of Glu and eATP application on ROS wave activation was not additive, suggesting that these two compounds function in the same pathway to trigger the ROS wave. Our findings reveal that in addition to sensing Glu via GLRs, eATP sensed by P2Ks plays a key role in the triggering of SWRs in plants.
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Affiliation(s)
- Ronald J Myers
- The Division of Plant Sciences Technology, Interdisciplinary Plant Group, College of Agriculture, Food and Natural Resources, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65201, USA
| | - Yosef Fichman
- The Division of Plant Sciences Technology, Interdisciplinary Plant Group, College of Agriculture, Food and Natural Resources, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65201, USA
| | - Gary Stacey
- The Division of Plant Sciences Technology, Interdisciplinary Plant Group, College of Agriculture, Food and Natural Resources, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65201, USA
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17
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Veličković D, Liao YC, Thibert S, Veličković M, Anderton C, Voglmeir J, Stacey G, Zhou M. Spatial Mapping of Plant N-Glycosylation Cellular Heterogeneity Inside Soybean Root Nodules Provided Insights Into Legume-Rhizobia Symbiosis. Front Plant Sci 2022; 13:869281. [PMID: 35651768 PMCID: PMC9150855 DOI: 10.3389/fpls.2022.869281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 04/01/2022] [Indexed: 06/15/2023]
Abstract
Although ubiquitously present, information on the function of complex N-glycan posttranslational modification in plants is very limited and is often neglected. In this work, we adopted an enzyme-assisted matrix-assisted laser desorption/ionization mass spectrometry imaging strategy to visualize the distribution and identity of N-glycans in soybean root nodules at a cellular resolution. We additionally performed proteomics analysis to probe the potential correlation to proteome changes during symbiotic rhizobia-legume interactions. Our ion images reveal that intense N-glycosylation occurs in the sclerenchyma layer, and inside the infected cells within the infection zone, while morphological structures such as the cortex, uninfected cells, and cells that form the attachment with the root are fewer N-glycosylated. Notably, we observed different N-glycan profiles between soybean root nodules infected with wild-type rhizobia and those infected with mutant rhizobia incapable of efficiently fixing atmospheric nitrogen. The majority of complex N-glycan structures, particularly those with characteristic Lewis-a epitopes, are more abundant in the mutant nodules. Our proteomic results revealed that these glycans likely originated from proteins that maintain the redox balance crucial for proper nitrogen fixation, but also from enzymes involved in N-glycan and phenylpropanoid biosynthesis. These findings indicate the possible involvement of Lewis-a glycans in these critical pathways during legume-rhizobia symbiosis.
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Affiliation(s)
- Dušan Veličković
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Yen-Chen Liao
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Stephanie Thibert
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Marija Veličković
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Christopher Anderton
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
| | - Josef Voglmeir
- Glycomics and Glycan Bioengineering Research Center, College of Food Science and Technology, Nanjing Agricultural University, Nanjing, China
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Mowei Zhou
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, Richland, WA, United States
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18
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Riahin C, Meares A, Esemoto NN, Ptaszek M, LaScola M, Pandala N, Lavik E, Yang M, Stacey G, Hu D, Traeger JC, Orr G, Rosenzweig Z. Hydroporphyrin-Doped Near-Infrared-Emitting Polymer Dots for Cellular Fluorescence Imaging. ACS Appl Mater Interfaces 2022; 14:20790-20801. [PMID: 35451825 PMCID: PMC9210996 DOI: 10.1021/acsami.2c02551] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/30/2023]
Abstract
Near-infrared (NIR) fluorescent semiconductor polymer dots (Pdots) have shown great potential for fluorescence imaging due to their exceptional chemical and photophysical properties. This paper describes the synthesis of NIR-emitting Pdots with great control and tunability of emission peak wavelength. The Pdots were prepared by doping poly[(9,9-dioctylfluorenyl-2,7-diyl)-alt-co-(1,4-benzo-(2,1',3)-thiadiazole)] (PFBT), a semiconducting polymer commonly used as a host polymer in luminescent Pdots, with a series of chlorins and bacteriochlorins with varying functional groups. Chlorins and bacteriochlorins are ideal dopants due to their high hydrophobicity, which precludes their use as molecular probes in aqueous biological media but on the other hand prevents their leakage when doped into Pdots. Additionally, chlorins and bacteriochlorins have narrow deep red to NIR-emission bands and the wide array of synthetic modifications available for modifying their molecular structure enables tuning their emission predictably and systematically. Transmission electron microscopy (TEM) and dynamic light scattering (DLS) measurements show the chlorin- and bacteriochlorin-doped Pdots to be nearly spherical with an average diameter of 46 ± 12 nm. Efficient energy transfer between PFBT and the doped chlorins or bacteriochlorins decreases the PFBT donor emission to near baseline level and increases the emission of the doped dyes that serve as acceptors. The chlorin- and bacteriochlorin-doped Pdots show narrow emission bands ranging from 640 to 820 nm depending on the doped dye. The paper demonstrates the utility of the systematic chlorin and bacteriochlorin synthesis approach by preparing Pdots of varying emission peak wavelength, utilizing them to visualize multiple targets using wide-field fluorescence microscopy, binding them to secondary antibodies, and determining the binding of secondary antibody-conjugated Pdots to primary antibody-labeled receptors in plant cells. Additionally, the chlorin- and bacteriochlorin-doped Pdots show a blinking behavior that could enable their use in super-resolution imaging methods like STORM.
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Affiliation(s)
- Connor Riahin
- Department of Chemistry and Biochemistry, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
| | - Adam Meares
- Department of Chemistry and Biochemistry, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
| | - Nopondo N Esemoto
- Department of Chemistry and Biochemistry, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
| | - Marcin Ptaszek
- Department of Chemistry and Biochemistry, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
| | - Michael LaScola
- Department of Chemical, Biological and Environmental Engineering, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
| | - Narendra Pandala
- Department of Chemical, Biological and Environmental Engineering, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
| | - Erin Lavik
- Department of Chemical, Biological and Environmental Engineering, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
| | - Mengran Yang
- Division of Plant Sciences and Biochemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Gary Stacey
- Division of Plant Sciences and Biochemistry, University of Missouri, Columbia, Missouri 65211, United States
| | - Dehong Hu
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Jeremiah C Traeger
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Galya Orr
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Zeev Rosenzweig
- Department of Chemistry and Biochemistry, University of Maryland, Baltimore County, Baltimore, Maryland 21250, United States
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19
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Song JH, Montes-Luz B, Tadra-Sfeir MZ, Cui Y, Su L, Xu D, Stacey G. High-Resolution Translatome Analysis Reveals Cortical Cell Programs During Early Soybean Nodulation. Front Plant Sci 2022; 13:820348. [PMID: 35498680 PMCID: PMC9048599 DOI: 10.3389/fpls.2022.820348] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/22/2021] [Accepted: 03/22/2022] [Indexed: 06/14/2023]
Abstract
Nodule organogenesis in legumes is regulated temporally and spatially through gene networks. Genome-wide transcriptome, proteomic, and metabolomic analyses have been used previously to define the functional role of various plant genes in the nodulation process. However, while significant progress has been made, most of these studies have suffered from tissue dilution since only a few cells/root regions respond to rhizobial infection, with much of the root non-responsive. To partially overcome this issue, we adopted translating ribosome affinity purification (TRAP) to specifically monitor the response of the root cortex to rhizobial inoculation using a cortex-specific promoter. While previous studies have largely focused on the plant response within the root epidermis (e.g., root hairs) or within developing nodules, much less is known about the early responses within the root cortex, such as in relation to the development of the nodule primordium or growth of the infection thread. We focused on identifying genes specifically regulated during early nodule organogenesis using roots inoculated with Bradyrhizobium japonicum. A number of novel nodulation gene candidates were discovered, as well as soybean orthologs of nodulation genes previously reported in other legumes. The differential cortex expression of several genes was confirmed using a promoter-GUS analysis, and RNAi was used to investigate gene function. Notably, a number of differentially regulated genes involved in phytohormone signaling, including auxin, cytokinin, and gibberellic acid (GA), were also discovered, providing deep insight into phytohormone signaling during early nodule development.
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Affiliation(s)
- Jae Hyo Song
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Bruna Montes-Luz
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Michelle Zibetti Tadra-Sfeir
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Yaya Cui
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Lingtao Su
- Department of Electrical Engineering and Computer Science, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, United States
| | - Dong Xu
- Department of Electrical Engineering and Computer Science, C.S. Bond Life Science Center, University of Missouri, Columbia, MO, United States
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
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20
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Chang H, Zhang H, Zhang T, Su L, Qin QM, Li G, Li X, Wang L, Zhao T, Zhao E, Zhao H, Liu Y, Stacey G, Xu D. A Multi-Level Iterative Bi-Clustering Method for Discovering miRNA Co-regulation Network of Abiotic Stress Tolerance in Soybeans. Front Plant Sci 2022; 13:860791. [PMID: 35463453 PMCID: PMC9021755 DOI: 10.3389/fpls.2022.860791] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/23/2022] [Accepted: 02/24/2022] [Indexed: 06/14/2023]
Abstract
Although growing evidence shows that microRNA (miRNA) regulates plant growth and development, miRNA regulatory networks in plants are not well understood. Current experimental studies cannot characterize miRNA regulatory networks on a large scale. This information gap provides an excellent opportunity to employ computational methods for global analysis and generate valuable models and hypotheses. To address this opportunity, we collected miRNA-target interactions (MTIs) and used MTIs from Arabidopsis thaliana and Medicago truncatula to predict homologous MTIs in soybeans, resulting in 80,235 soybean MTIs in total. A multi-level iterative bi-clustering method was developed to identify 483 soybean miRNA-target regulatory modules (MTRMs). Furthermore, we collected soybean miRNA expression data and corresponding gene expression data in response to abiotic stresses. By clustering these data, 37 MTRMs related to abiotic stresses were identified, including stress-specific MTRMs and shared MTRMs. These MTRMs have gene ontology (GO) enrichment in resistance response, iron transport, positive growth regulation, etc. Our study predicts soybean MTRMs and miRNA-GO networks under different stresses, and provides miRNA targeting hypotheses for experimental analyses. The method can be applied to other biological processes and other plants to elucidate miRNA co-regulation mechanisms.
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Affiliation(s)
- Haowu Chang
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
- Department of Computer Science, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Hao Zhang
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
- Department of Computer Science, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Tianyue Zhang
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
| | - Lingtao Su
- Department of Computer Science, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
- College of Computer Science and Engineering, Shandong University of Science and Technology, Qingdao, China
| | - Qing-Ming Qin
- College of Plant Sciences and Key Laboratory of Zoonosis Research, Ministry of Education, Jilin University, Jilin, China
| | - Guihua Li
- College of Plant Sciences and Key Laboratory of Zoonosis Research, Ministry of Education, Jilin University, Jilin, China
| | - Xueqing Li
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
| | - Li Wang
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
| | - Tianheng Zhao
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
| | - Enshuang Zhao
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
| | - Hengyi Zhao
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
| | - Yuanning Liu
- Key Laboratory of Symbol Computation and Knowledge Engineering, College of Computer Science and Technology, Ministry of Education, Jilin University, Jilin, China
- Department of Computer Science, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Gary Stacey
- Division of Plant Sciences and Technology, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Dong Xu
- Department of Computer Science, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
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21
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Wang L, Ning Y, Sun J, Wilkins KA, Matthus E, McNelly RE, Dark A, Rubio L, Moeder W, Yoshioka K, Véry A, Stacey G, Leblanc‐Fournier N, Legué V, Moulia B, Davies JM. Arabidopsis thaliana CYCLIC NUCLEOTIDE-GATED CHANNEL2 mediates extracellular ATP signal transduction in root epidermis. New Phytol 2022; 234:412-421. [PMID: 35075689 PMCID: PMC9211375 DOI: 10.1111/nph.17987] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 01/16/2022] [Indexed: 05/04/2023]
Abstract
Damage can be signalled by extracellular ATP (eATP) using plasma membrane (PM) receptors to effect cytosolic free calcium ion ([Ca2+ ]cyt ) increase as a second messenger. The downstream PM Ca2+ channels remain enigmatic. Here, the Arabidopsis thaliana Ca2+ channel subunit CYCLIC NUCLEOTIDE-GATED CHANNEL2 (CNGC2) was identified as a critical component linking eATP receptors to downstream [Ca2+ ]cyt signalling in roots. Extracellular ATP-induced changes in single epidermal cell PM voltage and conductance were measured electrophysiologically, changes in root [Ca2+ ]cyt were measured with aequorin, and root transcriptional changes were determined by quantitative real-time PCR. Two cngc2 loss-of-function mutants were used: cngc2-3 and defence not death1 (which expresses cytosolic aequorin). Extracellular ATP-induced transient depolarization of Arabidopsis root elongation zone epidermal PM voltage was Ca2+ dependent, requiring CNGC2 but not CNGC4 (its channel co-subunit in immunity signalling). Activation of PM Ca2+ influx currents also required CNGC2. The eATP-induced [Ca2+ ]cyt increase and transcriptional response in cngc2 roots were significantly impaired. CYCLIC NUCLEOTIDE-GATED CHANNEL2 is required for eATP-induced epidermal Ca2+ influx, causing depolarization leading to [Ca2+ ]cyt increase and damage-related transcriptional response.
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Affiliation(s)
- Limin Wang
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
| | - Youzheng Ning
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
| | - Jian Sun
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
- Institute of Integrative Plant BiologySchool of Life ScienceJiangsu Normal UniversityXuzhou221116China
| | - Katie A. Wilkins
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
| | - Elsa Matthus
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
| | - Rose E. McNelly
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
| | - Adeeba Dark
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
| | - Lourdes Rubio
- Facultad de CienciasDepartamento de Botánica y Fisiología VegetalUniversidad de MálagaMálaga29071Spain
| | - Wolfgang Moeder
- Department of Cell & Systems BiologyUniversity of TorontoTorontoONM5S 3B2Canada
| | - Keiko Yoshioka
- Department of Cell & Systems BiologyUniversity of TorontoTorontoONM5S 3B2Canada
| | - Anne‐Aliénor Véry
- Biochimie & Physiologie Moléculaire des PlantesUMR Université MontpellierCNRSINRAEInstitut AgroMontpellier34060France
| | - Gary Stacey
- Divisions of Plant Science and TechnologyUniversity of MissouriColumbiaMO65211USA
| | | | - Valérie Legué
- Université Clermont AuvergneINRAPIAFClermont‐FerrandF‐63000France
| | - Bruno Moulia
- Université Clermont AuvergneINRAPIAFClermont‐FerrandF‐63000France
| | - Julia M. Davies
- Department of Plant SciencesUniversity of CambridgeCambridgeCB2 3EAUK
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22
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Su L, Xu C, Zeng S, Su L, Joshi T, Stacey G, Xu D. Large-Scale Integrative Analysis of Soybean Transcriptome Using an Unsupervised Autoencoder Model. Front Plant Sci 2022; 13:831204. [PMID: 35310659 PMCID: PMC8927983 DOI: 10.3389/fpls.2022.831204] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 12/08/2021] [Accepted: 02/09/2022] [Indexed: 06/14/2023]
Abstract
Plant tissues are distinguished by their gene expression patterns, which can help identify tissue-specific highly expressed genes and their differential functional modules. For this purpose, large-scale soybean transcriptome samples were collected and processed starting from raw sequencing reads in a uniform analysis pipeline. To address the gene expression heterogeneity in different tissues, we utilized an adversarial deconfounding autoencoder (AD-AE) model to map gene expressions into a latent space and adapted a standard unsupervised autoencoder (AE) model to help effectively extract meaningful biological signals from the noisy data. As a result, four groups of 1,743, 914, 2,107, and 1,451 genes were found highly expressed specifically in leaf, root, seed and nodule tissues, respectively. To obtain key transcription factors (TFs), hub genes and their functional modules in each tissue, we constructed tissue-specific gene regulatory networks (GRNs), and differential correlation networks by using corrected and compressed gene expression data. We validated our results from the literature and gene enrichment analysis, which confirmed many identified tissue-specific genes. Our study represents the largest gene expression analysis in soybean tissues to date. It provides valuable targets for tissue-specific research and helps uncover broader biological patterns. Code is publicly available with open source at https://github.com/LingtaoSu/SoyMeta.
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Affiliation(s)
- Lingtao Su
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Chunhui Xu
- Institute for Data Science and Informatics, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Shuai Zeng
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Li Su
- Institute for Data Science and Informatics, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Trupti Joshi
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
- Institute for Data Science and Informatics, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
- Department of Health Management and Informatics and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Gary Stacey
- Division of Plant Sciences and Technology and Biochemistry Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
| | - Dong Xu
- Department of Electrical Engineering and Computer Science and Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
- Institute for Data Science and Informatics, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, United States
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23
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Duong HN, Cho SH, Wang L, Pham AQ, Davies JM, Stacey G. Cyclic nucleotide-gated ion channel 6 is involved in extracellular ATP signaling and plant immunity. Plant J 2022; 109:1386-1396. [PMID: 34919778 PMCID: PMC9206762 DOI: 10.1111/tpj.15636] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 12/05/2021] [Accepted: 12/09/2021] [Indexed: 06/02/2023]
Abstract
Extracellular ATP (eATP) is known to act as a danger signal in both plants and animals. In plants, eATP is recognized by the plasma membrane (PM)-localized receptor P2K1 (LecRK-I.9). Among the first measurable responses to eATP addition is a rapid rise in cytoplasmic free calcium levels ([Ca2+ ]cyt ), which requires P2K1. However, the specific transporter/channel proteins that mediate this rise in [Ca2+ ]cyt are unknown. Through a forward genetic screen, we identified an Arabidopsis ethylmethanesulfonate (EMS) mutant impaired in the [Ca2+ ]cyt response to eATP. Positional cloning revealed that the mutation resided in the cngc6 gene, which encodes cyclic nucleotide-gated ion channel 6 (CNGC6). Mutation of the CNGC6 gene led to a notable decrease in the PM inward Ca2+ current in response to eATP. eATP-induced mitogen-activated protein kinase activation and gene expression were also significantly lower in cngc6 mutant plants. In addition, cngc6 mutant plants were also more susceptible to the bacterial pathogen Pseudomonas syringae. Taken together, our results indicate that CNGC6 plays a crucial role in mediating eATP-induced [Ca2+ ]cyt signaling, as well as plant immunity.
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Affiliation(s)
- Ha N. Duong
- Divisions of Plant Sciences and Technology and Biochemistry, National Center for Soybean Biotechnology, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Sung-Hwan Cho
- Divisions of Plant Sciences and Technology and Biochemistry, National Center for Soybean Biotechnology, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Limin Wang
- Department of Plant Sciences, University of Cambridge, Cambridge CB2 3EA, UK
| | - An Q. Pham
- Divisions of Plant Sciences and Technology and Biochemistry, National Center for Soybean Biotechnology, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Julia M. Davies
- Department of Plant Sciences, University of Cambridge, Cambridge CB2 3EA, UK
| | - Gary Stacey
- Divisions of Plant Sciences and Technology and Biochemistry, National Center for Soybean Biotechnology, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
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24
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Agake SI, Plucani do Amaral F, Yamada T, Sekimoto H, Stacey G, Yokoyama T, Ohkama-Ohtsu N. Plant Growth-promoting Effects of Viable and Dead Spores of Bacillus pumilus TUAT1 on Setaria viridis. Microbes Environ 2022; 37. [PMID: 35082177 PMCID: PMC8958298 DOI: 10.1264/jsme2.me21060] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022] Open
Abstract
Spores are a stress-resistant form of Bacillus spp., which include species that are plant growth-promoting rhizobacteria (PGPR). Previous studies showed that the inoculation of plants with vegetative cells or spores exerted different plant growth-promoting effects. To elucidate the spore-specific mechanism, we compared the effects of viable vegetative cells, autoclaved dead spores, and viable spores of Bacillus pumilus TUAT1 inoculated at 107 CFU plant–1 on the growth of the C4 model plant, Setaria viridis A10.1. B. pumilus TUAT1 spores exerted stronger growth-promoting effects on Setaria than on control plants 14 days after the inoculation. Viable spores increased shoot weight, root weight, shoot length, root length, and nitrogen uptake efficiency 21 days after the inoculation. These increases involved primary and crown root formation. Additionally, autoclaved dead spores inoculated at 108 or 109 CFU plant–1 had a positive impact on crown root differentiation, which increased total lateral root length, resulting in a greater biomass and more efficient nitrogen uptake. The present results indicate that an inoculation with viable spores of B. pumilus TUAT1 is more effective at enhancing the growth of Setaria than that with vegetative cells. The plant response to dead spores suggests that the spore-specific plant growth-promoting mechanism is at least partly independent of symbiotic colonization.
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Affiliation(s)
- Shin-Ichiro Agake
- United Graduated School of Agriculture, Tokyo University of Agriculture and Technology
| | | | - Tetsuya Yamada
- Institute of Global Innovation Research, Tokyo University of Agriculture and Technology.,Institute of Agriculture, Tokyo University of Agriculture and Technology
| | | | - Gary Stacey
- Divisions of Plant Science and Technology and Biochemistry, University of Missouri
| | | | - Naoko Ohkama-Ohtsu
- Institute of Global Innovation Research, Tokyo University of Agriculture and Technology.,Institute of Agriculture, Tokyo University of Agriculture and Technology
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25
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Cho SH, Tóth K, Kim D, Vo PH, Lin CH, Handakumbura PP, Ubach AR, Evans S, Paša-Tolić L, Stacey G. Activation of the plant mevalonate pathway by extracellular ATP. Nat Commun 2022; 13:450. [PMID: 35064110 PMCID: PMC8783019 DOI: 10.1038/s41467-022-28150-w] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2020] [Accepted: 01/10/2022] [Indexed: 12/28/2022] Open
Abstract
The mevalonate pathway plays a critical role in multiple cellular processes in both animals and plants. In plants, the products of this pathway impact growth and development, as well as the response to environmental stress. A forward genetic screen of Arabidopsis thaliana using Ca2+-imaging identified mevalonate kinase (MVK) as a critical component of plant purinergic signaling. MVK interacts directly with the plant extracellular ATP (eATP) receptor P2K1 and is phosphorylated by P2K1 in response to eATP. Mutation of P2K1-mediated phosphorylation sites in MVK eliminates the ATP-induced cytoplasmic calcium response, MVK enzymatic activity, and suppresses pathogen defense. The data demonstrate that the plasma membrane associated P2K1 directly impacts plant cellular metabolism by phosphorylation of MVK, a key enzyme in the mevalonate pathway. The results underline the importance of purinergic signaling in plants and the ability of eATP to influence the activity of a key metabolite pathway with global effects on plant metabolism. Products of the mevalonate pathway support plant development. Here the authors show that the extracellular ATP receptor P2K1 phosphorylates mevalonate kinase and this affects the mevalonate pathway.
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26
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Feng Y, Wu P, Liu C, Peng L, Wang T, Wang C, Tan Q, Li B, Ou Y, Zhu H, Yuan S, Huang R, Stacey G, Zhang Z, Cao Y. Suppression of LjBAK1-mediated immunity by SymRK promotes rhizobial infection in Lotus japonicus. Mol Plant 2021; 14:1935-1950. [PMID: 34314895 DOI: 10.1016/j.molp.2021.07.016] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/22/2020] [Revised: 03/07/2021] [Accepted: 07/21/2021] [Indexed: 06/13/2023]
Abstract
An important question in biology is how organisms can associate with different microbes that pose no threat (commensals), pose a severe threat (pathogens), and those that are beneficial (symbionts). The root nodule symbiosis serves as an important model system for addressing such questions in the context of plant-microbe interactions. It is now generally accepted that rhizobia can actively suppress host immune responses during the infection process, analogous to the way in which plant pathogens can evade immune recognition. However, much remains to be learned about the mechanisms by which the host recognizes the rhizobia as pathogens and how, subsequently, these pathways are suppressed to allow establishment of the nitrogen-fixing symbiosis. In this study, we found that SymRK (Symbiosis Receptor-like Kinase) is required for rhizobial suppression of plant innate immunity in Lotus japonicus. SymRK associates with LjBAK1 (BRASSINOSTEROID INSENSITIVE 1-Associated receptor Kinase 1), a well-characterized positive regulator of plant innate immunity, and directly inhibits LjBAK1 kinase activity. Rhizobial inoculation enhances the association between SymRK and LjBAK1 in planta. LjBAK1 is required for the regulation of plant innate immunity and plays a negative role in rhizobial infection in L. japonicus. The data indicate that the SymRK-LjBAK1 protein complex serves as an intersection point between rhizobial symbiotic signaling pathways and innate immunity pathways, and support that rhizobia may actively suppress the host's ability to mount a defense response during the legume-rhizobium symbiosis.
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Affiliation(s)
- Yong Feng
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Ping Wu
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Chao Liu
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Liwei Peng
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Tao Wang
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Chao Wang
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Qian Tan
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Bixuan Li
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Yajuan Ou
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Hui Zhu
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Songli Yuan
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Renliang Huang
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, USA
| | - Zhongming Zhang
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China
| | - Yangrong Cao
- State Key Laboratory of Agricultural Microbiology, Hubei Hongshan Laboratory, and College of Life Science and Technology, Huazhong Agricultural University, Wuhan 430070, China.
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Stopka SA, Wood EA, Khattar R, Agtuca BJ, Abdelmoula WM, Agar NYR, Stacey G, Vertes A. High-Throughput Analysis of Tissue-Embedded Single Cells by Mass Spectrometry with Bimodal Imaging and Object Recognition. Anal Chem 2021; 93:9677-9687. [PMID: 34236164 DOI: 10.1021/acs.analchem.1c00569] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
In biological tissues, cell-to-cell variations stem from the stochastic and modulated expression of genes and the varying abundances of corresponding proteins. These variations are then propagated to downstream metabolite products and result in cellular heterogeneity. Mass spectrometry imaging (MSI) is a promising tool to simultaneously provide spatial distributions for hundreds of biomolecules without the need for labels or stains. Technological advances in MSI instrumentation for the direct analysis of tissue-embedded single cells are dominated by improvements in sensitivity, sample pretreatment, and increased spatial resolution but are limited by low throughput. Herein, we introduce a bimodal microscopy imaging system combined with fiber-based laser ablation electrospray ionization (f-LAESI) MSI with improved throughput ambient analysis of tissue-embedded single cells (n > 1000) to provide insight into cellular heterogeneity. Based on automated image analysis, accurate single-cell sampling is achieved by f-LAESI leading to the discovery of cellular phenotypes characterized by differing metabolite levels.
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Affiliation(s)
- Sylwia A Stopka
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States.,Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States.,Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Ellen A Wood
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States
| | - Rikkita Khattar
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States
| | - Beverly J Agtuca
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65211, United States
| | - Walid M Abdelmoula
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Nathalie Y R Agar
- Department of Neurosurgery, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States.,Department of Radiology, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts 02115, United States.,Department of Cancer Biology, Dana-Farber Cancer Institute, Harvard Medical School, Boston, Massachusetts 02115, United States
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65211, United States
| | - Akos Vertes
- Department of Chemistry, The George Washington University, Washington, District of Columbia 20052, United States
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28
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Lee ES, Park JH, Wi SD, Kang CH, Chi YH, Chae HB, Paeng SK, Ji MG, Kim WY, Kim MG, Yun DJ, Stacey G, Lee SY. Redox-dependent structural switch and CBF activation confer freezing tolerance in plants. Nat Plants 2021; 7:914-922. [PMID: 34155371 DOI: 10.1038/s41477-021-00944-8] [Citation(s) in RCA: 48] [Impact Index Per Article: 16.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2020] [Accepted: 05/12/2021] [Indexed: 05/20/2023]
Abstract
The activities of cold-responsive C-repeat-binding transcription factors (CBFs) are tightly controlled as they not only induce cold tolerance but also regulate normal plant growth under temperate conditions1-4. Thioredoxin h2 (Trx-h2)-a cytosolic redox protein identified as an interacting partner of CBF1-is normally anchored to cytoplasmic endomembranes through myristoylation at the second glycine residue5,6. However, after exposure to cold conditions, the demyristoylated Trx-h2 is translocated to the nucleus, where it reduces the oxidized (inactive) CBF oligomers and monomers. The reduced (active) monomers activate cold-regulated gene expression. Thus, in contrast to the Arabidopsis trx-h2 (AT5G39950) null mutant, Trx-h2 overexpression lines are highly cold tolerant. Our findings reveal the mechanism by which cold-mediated redox changes induce the structural switching and functional activation of CBFs, therefore conferring plant cold tolerance.
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Affiliation(s)
- Eun Seon Lee
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Joung Hun Park
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Seong Dong Wi
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Chang Ho Kang
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Yong Hun Chi
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Ho Byoung Chae
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Seol Ki Paeng
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Myung Geun Ji
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Woe-Yeon Kim
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea
| | - Min Gab Kim
- College of Pharmacy, Gyeongsang National University, Jinju, Korea
| | - Dae-Jin Yun
- Department of Biomedical Science & Engineering, Konkuk University, Seoul, Korea
| | - Gary Stacey
- Divisions of Plant Science and Biochemistry, University of Missouri, Columbia, MO, USA
| | - Sang Yeol Lee
- Division of Applied Life Science (BK21+) and PMBBRC, Gyeongsang National University, Jinju, Korea.
- College of Life Sciences, Qingdao Agricultural University, Qingdao, China.
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Abstract
New genetic engineering techniques have advanced the field of plant molecular biology, and Agrobacterium-mediated transformation has enabled the discovery of numerous molecular and genetic functions. It has been widely used in many plants, including the economically important crop, soybean. Large-scale genetic analyses are needed to comprehend the molecular mechanisms that underlie the agronomic traits of soybean, and the generation of stable transgenic plants involves a lengthy and laborious process. Agrobacterium rhizogenes-mediated hairy root transformation is a quick and efficient method for investigations of root-specific processes and interactions. Generation of composite plants with transgenic roots and wild-type shoots allows for the study of the genetic mechanisms involved in root biology, such as the Bradyrhizobium-soybean interaction. Here, we provide an updated protocol for generating hairy soybean roots in as little as 18 days in a cost- and space-effective manner and demonstrate possible uses of composite plants with soybean nodulation assays and gene expression analysis as examples. © 2021 Wiley Periodicals LLC. Basic Protocol 1: Soybean hairy root transformation Basic Protocol 2: Soybean nodulation assay Alternate Protocol: Soybean nodulation assay in germination pouches Support Protocol: Bradyrhizobium japonicum culture preparation for inoculation Basic Protocol 3: Histochemical GUS staining for promoter analysis.
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Affiliation(s)
- Jaehyo Song
- Division of Plant Sciences, University of Missouri, Columbia, Missouri
| | - Katalin Tóth
- Division of Plant Sciences, University of Missouri, Columbia, Missouri
- Ecology and Genetics Research Unit, Faculty of Science, University of Oulu, Oulu, Finland
| | - Bruna Montes-Luz
- Division of Plant Sciences, University of Missouri, Columbia, Missouri
| | - Gary Stacey
- Division of Plant Sciences, University of Missouri, Columbia, Missouri
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30
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Abstract
Plant-growth-promoting bacteria (PGPB) stimulate plant growth through diverse mechanisms. In addition to biological nitrogen fixation, diazotrophic PGPB can improve nutrient uptake efficiency from the soil, produce and release phytohormones to the host, and confer resistance against pathogens. The genetic determinants that drive the success of biological nitrogen fixation in nonlegume plants are understudied. These determinants include recognition and signaling pathways, bacterial colonization, and genotype specificity between host and bacteria. This review presents recent discoveries of how nitrogen-fixing PGPB interact with cereals and promote plant growth. We suggest adopting an experimental model system, such as the Setaria-diazotrophic bacteria association, as a reliable way to better understand the associated mechanisms and, ultimately, increase the use of PGPB inoculants for sustainable agriculture.[Formula: see text] Copyright © 2021 The Author(s). This is an open access article distributed under the CC BY-NC-ND 4.0 International license.
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Affiliation(s)
| | - Fernanda Plucani do Amaral
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Science Center, University of Missouri, Columbia, MO, U.S.A
| | - Jean-Michel Ané
- Department of Bacteriology, University of Wisconsin-Madison, Madison, WI, U.S.A
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Science Center, University of Missouri, Columbia, MO, U.S.A
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31
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Samarah LZ, Tran TH, Stacey G, Vertes A. Mass Spectrometry Imaging of Bio‐oligomer Polydispersity in Plant Tissues by Laser Desorption Ionization from Silicon Nanopost Arrays. Angew Chem Int Ed Engl 2021. [DOI: 10.1002/ange.202015251] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Affiliation(s)
- Laith Z. Samarah
- Department of Chemistry George Washington University Washington DC 20052 USA
| | - Tina H. Tran
- Department of Chemistry George Washington University Washington DC 20052 USA
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry C. S. Bond Life Sciences Center University of Missouri Columbia MO 65211 USA
| | - Akos Vertes
- Department of Chemistry George Washington University Washington DC 20052 USA
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32
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Samarah LZ, Tran TH, Stacey G, Vertes A. Mass Spectrometry Imaging of Bio-oligomer Polydispersity in Plant Tissues by Laser Desorption Ionization from Silicon Nanopost Arrays. Angew Chem Int Ed Engl 2021; 60:9071-9077. [PMID: 33529427 DOI: 10.1002/anie.202015251] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2020] [Revised: 12/30/2020] [Indexed: 12/17/2023]
Abstract
Mass spectrometry imaging (MSI) enables simultaneous spatial mapping for diverse molecules in biological tissues. Matrix-assisted laser desorption ionization (MALDI) mass spectrometry (MS) has been a mainstream MSI method for a wide range of biomolecules. However, MALDI-MSI of biological homopolymers used for energy storage and molecular feedstock is limited by, e.g., preferential ionization for certain molecular classes. Matrix-free nanophotonic ionization from silicon nanopost arrays (NAPAs) is an emerging laser desorption ionization (LDI) platform with ultra-trace sensitivity and molecular imaging capabilities. Here, we show complementary analysis and MSI of polyhydroxybutyric acid (PHB), polyglutamic acid (PGA), and polysaccharide oligomers in soybean root nodule sections by NAPA-LDI and MALDI. For PHB, number and weight average molar mass, polydispersity, and oligomer size distributions across the tissue section and in regions of interest were characterized by NAPA-LDI-MSI.
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Affiliation(s)
- Laith Z Samarah
- Department of Chemistry, George Washington University, Washington, DC, 20052, USA
| | - Tina H Tran
- Department of Chemistry, George Washington University, Washington, DC, 20052, USA
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Akos Vertes
- Department of Chemistry, George Washington University, Washington, DC, 20052, USA
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33
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Zhou L, Zhou M, Gritsenko MA, Stacey G. Selective Enrichment Coupled with Proteomics to Identify S-Acylated Plasma Membrane Proteins in Arabidopsis. ACTA ACUST UNITED AC 2020; 5:e20119. [PMID: 32976704 DOI: 10.1002/cppb.20119] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Protein S-acylation, predominately in the form of palmitoylation, is a reversible lipid post-translational modification on cysteines that plays important roles in protein localization, trafficking, activity, and complex assembly. The functions and regulatory mechanisms of S-acylation have been extensively studied in mammals owing to remarkable development of high-resolution proteomics and the discovery of the S-acylation-related enzymes. However, the advancement of S-acylation studies in plants lags behind that in mammals, mainly due to the lack of knowledge about proteins responsible for this process, such as protein acyltransferases and their substrates. In this article, a set of systematic protocols to study global S-acylation in Arabidopsis seedlings is described. The procedures are presented in detail, including preparation of Arabidopsis seedlings, enrichment of plasma membrane (PM) proteins, ensuing enrichment of S-acylated proteins/peptides based on the acyl-biotin exchange method, and large-scale identification of S-acylated proteins/peptides via mass spectrometry. This approach enables researchers to study S-acylation of PM proteins in plants in a systematic and straightforward way. © 2020 Wiley Periodicals LLC. Basic Protocol 1: Preparation of Arabidopsis seedling materials Basic Protocol 2: Isolation and enrichment of plasma membrane proteins Support Protocol 1: Determination of protein concentration using BCA assay Basic Protocol 3: Enrichment of S-acylated proteins by acyl-biotin exchange method Support Protocol 2: Protein precipitation by methanol/chloroform method Basic Protocol 4: Trypsin digestion and proteomic analysis Alternate Protocol: Pre-resin digestion and peptide-level enrichment.
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Affiliation(s)
- Lijuan Zhou
- Division of Plant Sciences, C.S. Bond Life Science Center, University of Missouri, Columbia, Missouri
| | - Mowei Zhou
- Environmental Molecular Sciences Laboratory, Pacific Northwest National Laboratory, Richland, Washington
| | - Marina A Gritsenko
- Biological Science Division, Pacific Northwest National Laboratory, Richland, Washington
| | - Gary Stacey
- Division of Plant Sciences, C.S. Bond Life Science Center, University of Missouri, Columbia, Missouri.,Division of Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, Missouri
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34
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Agtuca BJ, Stopka SA, Evans S, Samarah L, Liu Y, Xu D, Stacey MG, Koppenaal DW, Paša-Tolić L, Anderton CR, Vertes A, Stacey G. Metabolomic profiling of wild-type and mutant soybean root nodules using laser-ablation electrospray ionization mass spectrometry reveals altered metabolism. Plant J 2020; 103:1937-1958. [PMID: 32410239 DOI: 10.1111/tpj.14815] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/19/2019] [Revised: 04/05/2020] [Accepted: 04/17/2020] [Indexed: 05/18/2023]
Abstract
The establishment of the nitrogen-fixing symbiosis between soybean and Bradyrhizobium japonicum is a complex process. To document the changes in plant metabolism as a result of symbiosis, we utilized laser ablation electrospray ionization-mass spectrometry (LAESI-MS) for in situ metabolic profiling of wild-type nodules, nodules infected with a B. japonicum nifH mutant unable to fix nitrogen, nodules doubly infected by both strains, and nodules formed on plants mutated in the stearoyl-acyl carrier protein desaturase (sacpd-c) gene, which were previously shown to have an altered nodule ultrastructure. The results showed that the relative abundance of fatty acids, purines, and lipids was significantly changed in response to the symbiosis. The nifH mutant nodules had elevated levels of jasmonic acid, correlating with signs of nitrogen deprivation. Nodules resulting from the mixed inoculant displayed similar, overlapping metabolic distributions within the sectors of effective (fix+ ) and ineffective (nifH mutant, fix- ) endosymbionts. These data are inconsistent with the notion that plant sanctioning is cell autonomous. Nodules lacking sacpd-c displayed an elevation of soyasaponins and organic acids in the central necrotic regions. The present study demonstrates the utility of LAESI-MS for high-throughput screening of plant phenotypes. Overall, nodules disrupted in the symbiosis were elevated in metabolites related to plant defense.
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Affiliation(s)
- Beverly J Agtuca
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Sylwia A Stopka
- Department of Chemistry, The George Washington University, Washington, DC, 20052, USA
| | - Sterling Evans
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - Laith Samarah
- Department of Chemistry, The George Washington University, Washington, DC, 20052, USA
| | - Yang Liu
- Department of Electrical Engineering and Computer Science, Informatics Institute and Christopher S. Bond Life Sciences Center, University of Missouri-Columbia, Columbia, MO, 65211, USA
| | - Dong Xu
- Department of Electrical Engineering and Computer Science, Informatics Institute and Christopher S. Bond Life Sciences Center, University of Missouri-Columbia, Columbia, MO, 65211, USA
| | - Minviluz G Stacey
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
| | - David W Koppenaal
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, 902 Battelle Boulevard, Richland, WA, 99354, USA
| | - Ljiljana Paša-Tolić
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, 902 Battelle Boulevard, Richland, WA, 99354, USA
| | - Christopher R Anderton
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, 902 Battelle Boulevard, Richland, WA, 99354, USA
| | - Akos Vertes
- Department of Chemistry, The George Washington University, Washington, DC, 20052, USA
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO, 65211, USA
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35
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Pham AQ, Cho SH, Nguyen CT, Stacey G. Arabidopsis Lectin Receptor Kinase P2K2 Is a Second Plant Receptor for Extracellular ATP and Contributes to Innate Immunity. Plant Physiol 2020; 183:1364-1375. [PMID: 32345768 PMCID: PMC7333714 DOI: 10.1104/pp.19.01265] [Citation(s) in RCA: 54] [Impact Index Per Article: 13.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2019] [Accepted: 04/14/2020] [Indexed: 05/18/2023]
Abstract
In animals, extracellular ATP is a well-studied signaling molecule that is recognized by plasma membrane-localized P2-type purinergic receptors. However, in contrast, much less is known about purinergic signaling in plants. P2 receptors play critical roles in a variety of animal biological processes, including immune system regulation. The first plant purinergic receptor, Arabidopsis (Arabidopsis thaliana) P2K1 (L-type lectin receptor kinase-I.9), was shown to contribute to plant defense against bacterial, oomycete, and fungal pathogens. Here, we demonstrate the isolation of a second purinergic receptor, P2K2, by complementation of an Arabidopsis p2k1 mutant. P2K2 (LecRK-I.5) has 74% amino acid similarity to P2K1. The P2K2 extracellular lectin domain binds to ATP with higher affinity than P2K1 (dissociation constant [K d] = 44.47 ± 15.73 nm). Interestingly, p2k2 and p2k1 p2k2 mutant plants showed increased susceptibility to the pathogen Pseudomonas syringae, with the double mutant showing a stronger phenotype. In vitro and in planta studies demonstrate that P2K2 and P2K1 interact and cross-phosphorylate upon extracellular ATP treatment. Thus, similar to animals, plants possess multiple purinergic receptors.
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Affiliation(s)
- An Quoc Pham
- Divisions of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, Missouri 65211
| | - Sung-Hwan Cho
- Divisions of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, Missouri 65211
| | - Cuong The Nguyen
- Divisions of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, Missouri 65211
- Cuu Long Delta Rice Research Institute, Cantho 00000, Vietnam
| | - Gary Stacey
- Divisions of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, Missouri 65211
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36
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Samarah LZ, Tran TH, Stacey G, Vertes A. In Vivo Chemical Analysis of Plant Sap from the Xylem and Single Parenchymal Cells by Capillary Microsampling Electrospray Ionization Mass Spectrometry. Anal Chem 2020; 92:7299-7306. [PMID: 32343130 DOI: 10.1021/acs.analchem.0c00939] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
In plants, long-distance transport of chemicals from source to sink takes place through the transfer of sap inside complex trafficking systems. Access to this information provides insight into the physiological responses that result from the interactions between the organism and its environment. In vivo analysis offers minimal perturbation to the physiology of the organism, thus providing information that represents the native physiological state more accurately. Here we describe capillary microsampling with electrospray ionization mass spectrometry (ESI-MS) for the in vivo analysis of xylem sap directly from plants. Initially, fast MS profiling was performed by ESI from the whole sap exuding from wounds of living plants in their native environment. This sap, however, originated from the xylem and phloem and included the cytosol of damaged cells. Combining capillary microsampling with ESI-MS enabled targeted sampling of the xylem sap and single parenchymal cells in the pith, thereby differentiating their chemical compositions. With this method we analyzed soybean plants infected by nitrogen-fixing bacteria and uninfected plants to investigate the effects of symbiosis on chemical transport through the sap. Infected plants exhibited higher abundances for certain nitrogen-containing metabolites in their sap, namely allantoin, allantoic acid, hydroxymethylglutamate, and methylene glutamate, compared to uninfected plants. Using capillary microsampling, we localized these compounds to the xylem, which indicated their transport from the roots to the upper parts of the plant. Differences between metabolite levels in sap from the infected and uninfected plants indicated that the transport of nitrogen-containing and other metabolites is regulated depending on the source of nitrogen supply.
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Affiliation(s)
- Laith Z Samarah
- Department of Chemistry, George Washington University, Washington, DC 20052, United States
| | - Tina H Tran
- Department of Chemistry, George Washington University, Washington, DC 20052, United States
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65211, United States
| | - Akos Vertes
- Department of Chemistry, George Washington University, Washington, DC 20052, United States
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37
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Samarah LZ, Khattar R, Tran TH, Stopka SA, Brantner CA, Parlanti P, Veličković D, Shaw JB, Agtuca BJ, Stacey G, Paša-Tolić L, Tolić N, Anderton CR, Vertes A. Single-Cell Metabolic Profiling: Metabolite Formulas from Isotopic Fine Structures in Heterogeneous Plant Cell Populations. Anal Chem 2020; 92:7289-7298. [PMID: 32314907 DOI: 10.1021/acs.analchem.0c00936] [Citation(s) in RCA: 35] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Characterization of the metabolic heterogeneity in cell populations requires the analysis of single cells. Most current methods in single-cell analysis rely on cell manipulation, potentially altering the abundance of metabolites in individual cells. A small sample volume and the chemical diversity of metabolites are additional challenges in single-cell metabolomics. Here, we describe the combination of fiber-based laser ablation electrospray ionization (f-LAESI) with 21 T Fourier transform ion cyclotron resonance mass spectrometry (21TFTICR-MS) for in situ single-cell metabolic profiling in plant tissue. Single plant cells infected by bacteria were selected and sampled directly from the tissue without cell manipulation through mid-infrared ablation with a fine optical fiber tip for ionization by f-LAESI. Ultrahigh performance 21T-FTICR-MS enabled the simultaneous capture of isotopic fine structures (IFSs) for 47 known and 11 unknown compounds, thus elucidating their elemental compositions from single cells and providing information on metabolic heterogeneity in the cell population.
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Affiliation(s)
- Laith Z Samarah
- Department of Chemistry, George Washington University, Washington D.C. 20052, United States
| | - Rikkita Khattar
- Department of Chemistry, George Washington University, Washington D.C. 20052, United States
| | - Tina H Tran
- Department of Chemistry, George Washington University, Washington D.C. 20052, United States
| | - Sylwia A Stopka
- Department of Chemistry, George Washington University, Washington D.C. 20052, United States
| | - Christine A Brantner
- Nanofabrication and Imaging Center, George Washington University, Washington D.C. 20052, United States
| | - Paola Parlanti
- Nanofabrication and Imaging Center, George Washington University, Washington D.C. 20052, United States
| | - Dušan Veličković
- Environmental Molecular Sciences Laboratory and Biological Sciences Division, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Jared B Shaw
- Environmental Molecular Sciences Laboratory and Biological Sciences Division, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Beverly J Agtuca
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65211, United States
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center, University of Missouri, Columbia, Missouri 65211, United States
| | - Ljiljana Paša-Tolić
- Environmental Molecular Sciences Laboratory and Biological Sciences Division, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Nikola Tolić
- Environmental Molecular Sciences Laboratory and Biological Sciences Division, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Christopher R Anderton
- Environmental Molecular Sciences Laboratory and Biological Sciences Division, Pacific Northwest National Laboratory, Richland, Washington 99354, United States
| | - Akos Vertes
- Department of Chemistry, George Washington University, Washington D.C. 20052, United States
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38
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Hoang NT, Tóth K, Stacey G. The role of microRNAs in the legume-Rhizobium nitrogen-fixing symbiosis. J Exp Bot 2020; 71:1668-1680. [PMID: 32163588 DOI: 10.1093/jxb/eraa018] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2019] [Accepted: 01/10/2020] [Indexed: 06/10/2023]
Abstract
Under nitrogen starvation, most legume plants form a nitrogen-fixing symbiosis with Rhizobium bacteria. The bacteria induce the formation of a novel organ called the nodule in which rhizobia reside as intracellular symbionts and convert atmospheric nitrogen into ammonia. During this symbiosis, miRNAs are essential for coordinating the various plant processes required for nodule formation and function. miRNAs are non-coding, endogenous RNA molecules, typically 20-24 nucleotides long, that negatively regulate the expression of their target mRNAs. Some miRNAs can move systemically within plant tissues through the vascular system, which mediates, for example, communication between the stem/leaf tissues and the roots. In this review, we summarize the growing number of miRNAs that function during legume nodulation focusing on two model legumes, Lotus japonicus and Medicago truncatula, and two important legume crops, soybean (Glycine max) and common bean (Phaseolus vulgaris). This regulation impacts a variety of physiological processes including hormone signaling and spatial regulation of gene expression. The role of mobile miRNAs in regulating legume nodule number is also highlighted.
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Affiliation(s)
- Nhung T Hoang
- C.S. Bond Life Sciences Center, Divisions of Plant Science and Biochemistry, University of Missouri-Columbia, MO, USA
| | - Katalin Tóth
- C.S. Bond Life Sciences Center, Divisions of Plant Science and Biochemistry, University of Missouri-Columbia, MO, USA
| | - Gary Stacey
- C.S. Bond Life Sciences Center, Divisions of Plant Science and Biochemistry, University of Missouri-Columbia, MO, USA
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Hossain MS, Hoang NT, Yan Z, Tóth K, Meyers BC, Stacey G. Corrigendum: Characterization of the Spatial and Temporal Expression of Two Soybean miRNAs Identifies SCL6 as a Novel Regulator of Soybean Nodulation. Front Plant Sci 2020; 10:1692. [PMID: 32117326 PMCID: PMC7029589 DOI: 10.3389/fpls.2019.01692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Accepted: 11/29/2019] [Indexed: 06/10/2023]
Abstract
[This corrects the article DOI: 10.3389/fpls.2019.00475.].
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Affiliation(s)
- Md Shakhawat Hossain
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Nhung T. Hoang
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Zhe Yan
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Katalin Tóth
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Blake C. Meyers
- Donald Danforth Plant Science Center, St. Louis, MO, United States
| | - Gary Stacey
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
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Tuleski TR, Kimball J, do Amaral FP, Pereira TP, Tadra-Sfeir MZ, de Oliveira Pedrosa F, Maltempi de Souza E, Balint-Kurti P, Monteiro RA, Stacey G. Herbaspirillum rubrisubalbicans as a Phytopathogenic Model to Study the Immune System of Sorghum bicolor. Mol Plant Microbe Interact 2020; 33:235-246. [PMID: 31721651 DOI: 10.1094/mpmi-06-19-0154-r] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/25/2023]
Abstract
Herbaspirillum rubrisubalbicans is the causal agent of red stripe disease (RSD) and mottle stripe disease of sorghum and sugarcane, respectively. In all, 63 genotypes of Sorghum bicolor were inoculated with H. rubrisubalbicans, with 59 showing RSD symptoms. Quantitative trait loci (QTL) analysis in a recombinant inbred line (RIL) population identified several QTL associated with variation in resistance to RSD. RNA sequencing analysis identified a number of genes whose transcript levels were differentially regulated during H. rubrisubalbicans infection. Among those genes that responded to H. rubrisubalbicans inoculation were many involved in plant-pathogen interactions such as leucine-rich repeat receptors, mitogen-activated protein kinase 1, calcium-binding proteins, transcriptional factors (ethylene-responsive element binding factor), and callose synthase. Pretreatment of sorghum leaves with the pathogen-associated molecular pattern (PAMP) molecules flg22 and chitooctaose provided protection against subsequent challenge with the pathogen, suggesting that PAMP-triggered immunity plays an important role in the sorghum immunity response. These data present baseline information for the use of the genetically tractable H. rubrisubalbicans-sorghum pathosystem for the study of innate immunity and disease resistance in this important grain and bioenergy crop. Information gained from the use of this system is likely to be informative for other monocots, including those more intractable for experimental study (e.g., sugarcane).
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Affiliation(s)
- Thalita Regina Tuleski
- Department of Biochemistry and Molecular Biology, Federal University of Paraná, Curitiba, PR 19046, Brazil
| | - Jennifer Kimball
- Department of Entomology and Plant Pathology, North Carolina State University, Raleigh, NC 27695-7613, U.S.A
| | - Fernanda P do Amaral
- Divisions of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, U.S.A
| | - Tomas P Pereira
- Department of Food Science and Technology, Federal University of Santa Catarina, Florianópolis, SC 88034-001, Brazil
| | | | - Fabio de Oliveira Pedrosa
- Department of Biochemistry and Molecular Biology, Federal University of Paraná, Curitiba, PR 19046, Brazil
| | - Emanuel Maltempi de Souza
- Department of Biochemistry and Molecular Biology, Federal University of Paraná, Curitiba, PR 19046, Brazil
| | - Peter Balint-Kurti
- Department of Entomology and Plant Pathology, North Carolina State University, Raleigh, NC 27695-7613, U.S.A
- Plant Science Research Unit, United States Department of Agriculture-Agricultural Research Service, Raleigh, NC 27695-7613, U.S.A
| | - Rose Adele Monteiro
- Department of Biochemistry and Molecular Biology, Federal University of Paraná, Curitiba, PR 19046, Brazil
| | - Gary Stacey
- Divisions of Plant Science and Biochemistry, C.S. Bond Life Science Center, University of Missouri, Columbia, MO 65211, U.S.A
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Agtuca BJ, Stopka SA, Tuleski TR, do Amaral FP, Evans S, Liu Y, Xu D, Monteiro RA, Koppenaal DW, Paša-Tolić L, Anderton CR, Vertes A, Stacey G. In-Situ Metabolomic Analysis of Setaria viridis Roots Colonized by Beneficial Endophytic Bacteria. Mol Plant Microbe Interact 2020; 33:272-283. [PMID: 31544655 DOI: 10.1094/mpmi-06-19-0174-r] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/10/2023]
Abstract
Over the past decades, crop yields have risen in parallel with increasing use of fossil fuel-derived nitrogen (N) fertilizers but with concomitant negative impacts on climate and water resources. There is a need for more sustainable agricultural practices, and biological nitrogen fixation (BNF) could be part of the solution. A variety of nitrogen-fixing, epiphytic, and endophytic plant growth-promoting bacteria (PGPB) are known to stimulate plant growth. However, compared with the rhizobium-legume symbiosis, little mechanistic information is available as to how PGPB affect plant metabolism. Therefore, we investigated the metabolic changes in roots of the model grass species Setaria viridis upon endophytic colonization by Herbaspirillum seropedicae SmR1 (fix+) or a fix- mutant strain (SmR54) compared with uninoculated roots. Endophytic colonization of the root is highly localized and, hence, analysis of whole-root segments dilutes the metabolic signature of those few cells impacted by the bacteria. Therefore, we utilized in-situ laser ablation electrospray ionization mass spectrometry to sample only those root segments at or adjacent to the sites of bacterial colonization. Metabolites involved in purine, zeatin, and riboflavin pathways were significantly more abundant in inoculated plants, while metabolites indicative of nitrogen, starch, and sucrose metabolism were reduced in roots inoculated with the fix- strain or uninoculated, presumably due to N limitation. Interestingly, compounds, involved in indole-alkaloid biosynthesis were more abundant in the roots colonized by the fix- strain, perhaps reflecting a plant defense response.
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Affiliation(s)
- Beverly J Agtuca
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, U.S.A
| | - Sylwia A Stopka
- Department of Chemistry, The George Washington University, Washington, DC 20052, U.S.A
| | - Thalita R Tuleski
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, U.S.A
- Department of Biochemistry and Molecular Biology, Federal University of Paraná, CP 19046, 81.531-990 Curitiba, PR, Brazil
| | - Fernanda P do Amaral
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, U.S.A
| | - Sterling Evans
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, U.S.A
| | - Yang Liu
- Department of Electrical Engineering and Computer Science, Informatics Institute and Christopher S. Bond Life Sciences Center, University of Missouri Columbia
| | - Dong Xu
- Department of Electrical Engineering and Computer Science, Informatics Institute and Christopher S. Bond Life Sciences Center, University of Missouri Columbia
| | - Rose Adele Monteiro
- Department of Biochemistry and Molecular Biology, Federal University of Paraná, CP 19046, 81.531-990 Curitiba, PR, Brazil
| | - David W Koppenaal
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, 902 Battelle Boulevard, Richland, WA 99354, U.S.A
| | - Ljiljana Paša-Tolić
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, 902 Battelle Boulevard, Richland, WA 99354, U.S.A
| | - Christopher R Anderton
- Environmental Molecular Sciences Laboratory, Earth and Biological Sciences Directorate, Pacific Northwest National Laboratory, 902 Battelle Boulevard, Richland, WA 99354, U.S.A
| | - Akos Vertes
- Department of Chemistry, The George Washington University, Washington, DC 20052, U.S.A
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, Christopher S. Bond Life Sciences Center, University of Missouri, Columbia, MO 65211, U.S.A
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Matthus E, Sun J, Wang L, Bhat MG, Mohammad-Sidik AB, Wilkins KA, Leblanc-Fournier N, Legué V, Moulia B, Stacey G, Davies JM. DORN1/P2K1 and purino-calcium signalling in plants: making waves with extracellular ATP. Ann Bot 2020; 124:1227-1242. [PMID: 31904093 PMCID: PMC6943698 DOI: 10.1093/aob/mcz135] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2019] [Indexed: 05/03/2023]
Abstract
BACKGROUND AND AIMS Extracellular ATP governs a range of plant functions, including cell viability, adaptation and cross-kingdom interactions. Key functions of extracellular ATP in leaves and roots may involve an increase in cytosolic free calcium as a second messenger ('calcium signature'). The main aim here was to determine to what extent leaf and root calcium responses require the DORN1/P2K1 extracellular ATP receptor in Arabidopsis thaliana. The second aim was to test whether extracellular ATP can generate a calcium wave in the root. METHODS Leaf and root responses to extracellular ATP were reviewed for their possible links to calcium signalling and DORN1/P2K1. Leaves and roots of wild type and dorn1 plants were tested for cytosolic calcium increase in response to ATP, using aequorin. The spatial abundance of DORN1/P2K1 in the root was estimated using green fluorescent protein. Wild type roots expressing GCaMP3 were used to determine the spatial variation of cytosolic calcium increase in response to extracellular ATP. KEY RESULTS Leaf and root ATP-induced calcium signatures differed markedly. The leaf signature was only partially dependent on DORN1/P2K1, while the root signature was fully dependent. The distribution of DORN1/P2K1 in the root supports a key role in the generation of the apical calcium signature. Root apical and sub-apical calcium signatures may operate independently of each other but an apical calcium increase can drive a sub-apical increase, consistent with a calcium wave. CONCLUSION DORN1 could underpin several calcium-related responses but it may not be the only receptor for extracellular ATP in Arabidopsis. The root has the capacity for a calcium wave, triggered by extracellular ATP at the apex.
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Affiliation(s)
- Elsa Matthus
- Department of Plant Sciences, University of Cambridge, Cambridge, UK
| | - Jian Sun
- Department of Plant Sciences, University of Cambridge, Cambridge, UK
- Institute of Integrative Plant Biology, School of Life Science, Jiangsu Normal University, Xuzhou, China
| | - Limin Wang
- Department of Plant Sciences, University of Cambridge, Cambridge, UK
| | - Madhura G Bhat
- Department of Plant Sciences, University of Cambridge, Cambridge, UK
| | | | - Katie A Wilkins
- Department of Plant Sciences, University of Cambridge, Cambridge, UK
| | | | - Valérie Legué
- Université Clermont Auvergne, INRA, PIAF, Clermont-Ferrand, France
| | - Bruno Moulia
- Université Clermont Auvergne, INRA, PIAF, Clermont-Ferrand, France
| | - Gary Stacey
- Divisions of Plant Science and Biochemistry, University of Missouri, Columbia, MO, USA
| | - Julia M Davies
- Department of Plant Sciences, University of Cambridge, Cambridge, UK
- For correspondence. E-mail
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Le H, Nguyen NH, Ta DT, Le TNT, Bui TP, Le NT, Nguyen CX, Rolletschek H, Stacey G, Stacey MG, Pham NB, Do PT, Chu HH. CRISPR/Cas9-Mediated Knockout of Galactinol Synthase-Encoding Genes Reduces Raffinose Family Oligosaccharide Levels in Soybean Seeds. Front Plant Sci 2020; 11:612942. [PMID: 33391326 PMCID: PMC7773711 DOI: 10.3389/fpls.2020.612942] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/01/2020] [Accepted: 11/24/2020] [Indexed: 05/23/2023]
Abstract
Raffinose family oligosaccharides (RFOs) are major soluble carbohydrates in soybean seeds that cannot be digested by human and other monogastric animals. Hence, a major goal is to reduce RFO levels to improve the nutritional quality of soybean. In this study, we utilized a dual gRNAs CRISPR/Cas9 system to induce knockouts in two soybean galactinol synthase (GOLS) genes, GmGOLS1A and its homeolog GmGOLS1B. Genotyping of T0 plants showed that the construct design was efficient in inducing various deletions in the target sites or sequences spanning the two target sites of both GmGOLS1A and GmGOLS1B genes. A subset of induced alleles was successfully transferred to progeny and, at the T2 generation, we identified null segregants of single and double mutant genotypes without off-target induced mutations. The seed carbohydrate analysis of double mutant lines showed a reduction in the total RFO content of soybean seed from 64.7 mg/g dry weight to 41.95 mg/g dry weight, a 35.2% decrease. On average, the stachyose content, the most predominant RFO in soybean seeds, decreased by 35.4% in double mutant soybean, while the raffinose content increased by 41.7%. A slight decrease in verbascose content was also observed in mutant lines. Aside from changes in soluble carbohydrate content, some mutant lines also exhibited increased protein and fat contents. Otherwise, no difference in seed weight, seed germination, plant development and morphology was observed in the mutants. Our findings indicate that GmGOLS1A and GmGOLS1B contribute to the soybean oligosaccharide profile through RFO biosynthesis pathways, and are promising targets for future investigation, as well as crop improvement efforts. Our results also demonstrate the potential in using elite soybean cultivars for transformation and targeted genome editing.
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Affiliation(s)
- Huy Le
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Nhung Hong Nguyen
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Dong Thị Ta
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Thao Nhu Thi Le
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Thao Phuong Bui
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Ngoc Thu Le
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Cuong Xuan Nguyen
- Division of Plant Sciences, University of Missouri, Columbia, MO, United States
| | - Hardy Rolletschek
- Leibniz Institute of Plant Genetics and Crop Plant Research, Gatersleben, Germany
| | - Gary Stacey
- Division of Plant Sciences, University of Missouri, Columbia, MO, United States
| | - Minviluz G. Stacey
- Division of Plant Sciences, University of Missouri, Columbia, MO, United States
| | - Ngoc Bich Pham
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Graduate University of Science, Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Phat Tien Do
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Graduate University of Science, Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- *Correspondence: Phat Tien Do,
| | - Ha Hoang Chu
- Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Graduate University of Science, Technology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
- Ha Hoang Chu,
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Kimball J, Cui Y, Chen D, Brown P, Rooney WL, Stacey G, Balint-Kurti PJ. Identification of QTL for Target Leaf Spot resistance in Sorghum bicolor and investigation of relationships between disease resistance and variation in the MAMP response. Sci Rep 2019; 9:18285. [PMID: 31797989 PMCID: PMC6893015 DOI: 10.1038/s41598-019-54802-x] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2019] [Accepted: 11/19/2019] [Indexed: 12/04/2022] Open
Abstract
Target leaf spot (TLS) of sorghum, a foliar disease caused by the necrotrophic fungus Bipolaris cookei (also known as Bipolaris sorghicola), can affect grain yield in sorghum by causing premature drying of leaves and defoliation. Two sorghum recombinant inbred line (RIL) populations, BTx623/BTx642 and BTx623/SC155-14E, were assessed for TLS resistance in replicated trials. Using least square mean trait data, four TLS resistance QTL were identified, two in each population. Of these, three were previously unidentified while a major QTL on chromosome 5 in the BTx623/BTx642 RIL population corresponded to the previously identified TLS resistance gene ds1. A set of sorghum lines were assessed for production of reactive oxygen species induced by treatment with the microbe-associated molecular pattern (MAMP) flg22 (a derivative of flagellin). Flg22-induced ROS production varied between lines in a consistent fashion. One QTL associated with variation in the flg22 response was detected in the RIL populations. No evidence was found to link variation in the MAMP response to variation in TLS resistance.
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Affiliation(s)
- Jennifer Kimball
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, MN, 55108, USA
- Dept of Entomology and Plant Pathology, NC State University, Raleigh, NC, 27695, USA
| | - Yaya Cui
- Divisions of Plant Science and Biochemistry, C. S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Dongqin Chen
- Divisions of Plant Science and Biochemistry, C. S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Pat Brown
- Department of Plant Sciences, University of California Davis, Davis, CA, 95616, USA
| | - William L Rooney
- Department of Soil and Crop Sciences, Texas A&M University, College Station, TX, 77843, USA
| | - Gary Stacey
- Divisions of Plant Science and Biochemistry, C. S. Bond Life Science Center, University of Missouri, Columbia, MO, 65211, USA
| | - Peter J Balint-Kurti
- Dept of Entomology and Plant Pathology, NC State University, Raleigh, NC, 27695, USA.
- Plant Science Research Unit, USDA-ARS, Raleigh, NC, 27695, USA.
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Valliyodan B, Cannon SB, Bayer PE, Shu S, Brown AV, Ren L, Jenkins J, Chung CYL, Chan TF, Daum CG, Plott C, Hastie A, Baruch K, Barry KW, Huang W, Patil G, Varshney RK, Hu H, Batley J, Yuan Y, Song Q, Stupar RM, Goodstein DM, Stacey G, Lam HM, Jackson SA, Schmutz J, Grimwood J, Edwards D, Nguyen HT. Construction and comparison of three reference-quality genome assemblies for soybean. Plant J 2019; 100:1066-1082. [PMID: 31433882 DOI: 10.1111/tpj.14500] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/27/2018] [Revised: 07/10/2019] [Accepted: 07/17/2019] [Indexed: 05/15/2023]
Abstract
We report reference-quality genome assemblies and annotations for two accessions of soybean (Glycine max) and for one accession of Glycine soja, the closest wild relative of G. max. The G. max assemblies provided are for widely used US cultivars: the northern line Williams 82 (Wm82) and the southern line Lee. The Wm82 assembly improves the prior published assembly, and the Lee and G. soja assemblies are new for these accessions. Comparisons among the three accessions show generally high structural conservation, but nucleotide difference of 1.7 single-nucleotide polymorphisms (snps) per kb between Wm82 and Lee, and 4.7 snps per kb between these lines and G. soja. snp distributions and comparisons with genotypes of the Lee and Wm82 parents highlight patterns of introgression and haplotype structure. Comparisons against the US germplasm collection show placement of the sequenced accessions relative to global soybean diversity. Analysis of a pan-gene collection shows generally high conservation, with variation occurring primarily in genomically clustered gene families. We found approximately 40-42 inversions per chromosome between either Lee or Wm82v4 and G. soja, and approximately 32 inversions per chromosome between Wm82 and Lee. We also investigated five domestication loci. For each locus, we found two different alleles with functional differences between G. soja and the two domesticated accessions. The genome assemblies for multiple cultivated accessions and for the closest wild ancestor of soybean provides a valuable set of resources for identifying causal variants that underlie traits for the domestication and improvement of soybean, serving as a basis for future research and crop improvement efforts for this important crop species.
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Affiliation(s)
- Babu Valliyodan
- Division of Plant Sciences and National Center for Soybean Biotechnology, University of Missouri, Columbia, 65211, MO, USA
- Department of Agriculture and Environmental Sciences, Lincoln University, Jefferson City, 65101, MO, USA
| | - Steven B Cannon
- Corn Insects and Crop Genetics Research Unit, US Department of Agriculture-Agricultural Research Service, Ames, 50011, IA, USA
| | - Philipp E Bayer
- School of Biological Sciences, The University of Western Australia, Crawley, 6009, WA, Australia
| | - Shengqiang Shu
- Department of Energy Joint Genome Institute, Walnut Creek, 94598, CA, USA
| | - Anne V Brown
- Corn Insects and Crop Genetics Research Unit, US Department of Agriculture-Agricultural Research Service, Ames, 50011, IA, USA
| | - Longhui Ren
- Interdepartmental Genetics Program, Iowa State University, Ames, 50011, IA, USA
| | - Jerry Jenkins
- Hudson-Alpha Institute for Biotechnology, Huntsville, 35806, AL, USA
| | - Claire Y-L Chung
- Centre for Soybean Research of the State Key Laboratory of Agrobiotechnology and School of Life Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region, China
| | - Ting-Fung Chan
- Centre for Soybean Research of the State Key Laboratory of Agrobiotechnology and School of Life Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region, China
| | - Christopher G Daum
- Department of Energy Joint Genome Institute, Walnut Creek, 94598, CA, USA
| | - Christopher Plott
- Hudson-Alpha Institute for Biotechnology, Huntsville, 35806, AL, USA
| | | | | | - Kerrie W Barry
- Department of Energy Joint Genome Institute, Walnut Creek, 94598, CA, USA
| | - Wei Huang
- Department of Agronomy, Iowa State University, Ames, 50011, IA, USA
| | - Gunvant Patil
- Division of Plant Sciences and National Center for Soybean Biotechnology, University of Missouri, Columbia, 65211, MO, USA
| | - Rajeev K Varshney
- Center of Excellence in Genomics and Systems Biology, International Crops Research Institute for the Semi-Arid Tropics (ICRISAT), Patancheru, 502 324, India
| | - Haifei Hu
- School of Biological Sciences, The University of Western Australia, Crawley, 6009, WA, Australia
| | - Jacqueline Batley
- School of Biological Sciences, The University of Western Australia, Crawley, 6009, WA, Australia
| | - Yuxuan Yuan
- School of Biological Sciences, The University of Western Australia, Crawley, 6009, WA, Australia
| | - Qijian Song
- Soybean Genomics and Improvement Lab, US Department of Agriculture - Agricultural Research Service, Beltsville, 20705, MD, USA
| | - Robert M Stupar
- Department of Agronomy and Plant Genetics, University of Minnesota, St. Paul, 55108, MN, USA
| | - David M Goodstein
- Department of Energy Joint Genome Institute, Walnut Creek, 94598, CA, USA
| | - Gary Stacey
- Division of Plant Sciences and National Center for Soybean Biotechnology, University of Missouri, Columbia, 65211, MO, USA
| | - Hon-Ming Lam
- Centre for Soybean Research of the State Key Laboratory of Agrobiotechnology and School of Life Sciences, The Chinese University of Hong Kong, Shatin, Hong Kong Special Administrative Region, China
| | - Scott A Jackson
- Center for Applied Genetic Technologies, University of Georgia, Athens, 30602, GA, USA
| | - Jeremy Schmutz
- Hudson-Alpha Institute for Biotechnology, Huntsville, 35806, AL, USA
| | - Jane Grimwood
- Hudson-Alpha Institute for Biotechnology, Huntsville, 35806, AL, USA
| | - David Edwards
- School of Biological Sciences, The University of Western Australia, Crawley, 6009, WA, Australia
| | - Henry T Nguyen
- Division of Plant Sciences and National Center for Soybean Biotechnology, University of Missouri, Columbia, 65211, MO, USA
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Kukolj C, Pedrosa FO, de Souza GA, Sumner LW, Lei Z, Sumner B, do Amaral FP, Juexin W, Trupti J, Huergo LF, Monteiro RA, Valdameri G, Stacey G, de Souza EM. Proteomic and Metabolomic Analysis of Azospirillum brasilense ntrC Mutant under High and Low Nitrogen Conditions. J Proteome Res 2019; 19:92-105. [DOI: 10.1021/acs.jproteome.9b00397] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Affiliation(s)
- Caroline Kukolj
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal do Paraná, UFPR, P.O. Box 19046, 81531980 Curitiba, Paraná, Brazil
| | - Fábio O. Pedrosa
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal do Paraná, UFPR, P.O. Box 19046, 81531980 Curitiba, Paraná, Brazil
| | | | - Lloyd W. Sumner
- Department of Biochemistry, University of Missouri, Bond Life Sciences Center, 1201 Rollins Street, Columbia, Missouri 65211, United States
| | - Zhentian Lei
- Department of Biochemistry, University of Missouri, Bond Life Sciences Center, 1201 Rollins Street, Columbia, Missouri 65211, United States
- MU Metabolomics Center, University of Missouri, Bond Life Sciences Center, 1201 Rollins Street, Columbia, Missouri 65211, United States
| | - Barbara Sumner
- Department of Biochemistry, University of Missouri, Bond Life Sciences Center, 1201 Rollins Street, Columbia, Missouri 65211, United States
- MU Metabolomics Center, University of Missouri, Bond Life Sciences Center, 1201 Rollins Street, Columbia, Missouri 65211, United States
| | | | | | | | - Luciano F. Huergo
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal do Paraná, UFPR, P.O. Box 19046, 81531980 Curitiba, Paraná, Brazil
- Setor Litoral, UFPR, Matinhos, Paraná 80060-000, Brazil
| | - Rose Adele Monteiro
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal do Paraná, UFPR, P.O. Box 19046, 81531980 Curitiba, Paraná, Brazil
| | - Glaucio Valdameri
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal do Paraná, UFPR, P.O. Box 19046, 81531980 Curitiba, Paraná, Brazil
- Departamento de Análises Clínicas, UFPR, Curitiba, Paraná 80060-000, Brazil
| | | | - Emanuel M. de Souza
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal do Paraná, UFPR, P.O. Box 19046, 81531980 Curitiba, Paraná, Brazil
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Wang J, Hossain MS, Lyu Z, Schmutz J, Stacey G, Xu D, Joshi T. SoyCSN: Soybean context-specific network analysis and prediction based on tissue-specific transcriptome data. Plant Direct 2019; 3:e00167. [PMID: 31549018 PMCID: PMC6747016 DOI: 10.1002/pld3.167] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Revised: 08/12/2019] [Accepted: 08/20/2019] [Indexed: 05/04/2023]
Abstract
The Soybean Gene Atlas project provides a comprehensive map for understanding gene expression patterns in major soybean tissues from flower, root, leaf, nodule, seed, and shoot and stem. The RNA-Seq data generated in the project serve as a valuable resource for discovering tissue-specific transcriptome behavior of soybean genes in different tissues. We developed a computational pipeline for Soybean context-specific network (SoyCSN) inference with a suite of prediction tools to analyze, annotate, retrieve, and visualize soybean context-specific networks at both transcriptome and interactome levels. BicMix and Cross-Conditions Cluster Detection algorithms were applied to detect modules based on co-expression relationships across all the tissues. Soybean context-specific interactomes were predicted by combining soybean tissue gene expression and protein-protein interaction data. Functional analyses of these predicted networks provide insights into soybean tissue specificities. For example, under symbiotic, nitrogen-fixing conditions, the constructed soybean leaf network highlights the connection between the photosynthesis function and rhizobium-legume symbiosis. SoyCSN data and all its results are publicly available via an interactive web service within the Soybean Knowledge Base (SoyKB) at http://soykb.org/SoyCSN. SoyCSN provides a useful web-based access for exploring context specificities systematically in gene regulatory mechanisms and gene relationships for soybean researchers and molecular breeders.
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Affiliation(s)
- Juexin Wang
- Department of Electrical Engineering and Computer ScienceUniversity of MissouriSt. LouisMOUSA
- Christopher S. Bond Life Sciences CenterUniversity of MissouriSt. LouisMOUSA
| | - Md Shakhawat Hossain
- Christopher S. Bond Life Sciences CenterUniversity of MissouriSt. LouisMOUSA
- Divisions of Plant Science and BiochemistryUniversity of MissouriSt. LouisMOUSA
| | - Zhen Lyu
- Department of Electrical Engineering and Computer ScienceUniversity of MissouriSt. LouisMOUSA
| | - Jeremy Schmutz
- HudsonAlpha Institute for BiotechnologyHuntsvilleALUSA
- DOE Joint Genome InstituteWalnut CreekCAUSA
| | - Gary Stacey
- Christopher S. Bond Life Sciences CenterUniversity of MissouriSt. LouisMOUSA
- Divisions of Plant Science and BiochemistryUniversity of MissouriSt. LouisMOUSA
| | - Dong Xu
- Department of Electrical Engineering and Computer ScienceUniversity of MissouriSt. LouisMOUSA
- Christopher S. Bond Life Sciences CenterUniversity of MissouriSt. LouisMOUSA
- Informatics InstituteUniversity of MissouriSt. LouisMOUSA
| | - Trupti Joshi
- Christopher S. Bond Life Sciences CenterUniversity of MissouriSt. LouisMOUSA
- Informatics InstituteUniversity of MissouriSt. LouisMOUSA
- Department of Health Management and Informatics and Office of ResearchSchool of MedicineUniversity of MissouriSt. LouisMOUSA
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Do PT, Nguyen CX, Bui HT, Tran LTN, Stacey G, Gillman JD, Zhang ZJ, Stacey MG. Demonstration of highly efficient dual gRNA CRISPR/Cas9 editing of the homeologous GmFAD2-1A and GmFAD2-1B genes to yield a high oleic, low linoleic and α-linolenic acid phenotype in soybean. BMC Plant Biol 2019; 19:311. [PMID: 31307375 PMCID: PMC6632005 DOI: 10.1186/s12870-019-1906-8] [Citation(s) in RCA: 75] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/05/2019] [Accepted: 06/25/2019] [Indexed: 05/20/2023]
Abstract
BACKGROUND CRISPR/Cas9 gene editing is now revolutionizing the ability to effectively modify plant genomes in the absence of efficient homologous recombination mechanisms that exist in other organisms. However, soybean is allotetraploid and is commonly viewed as difficult and inefficient to transform. In this study, we demonstrate the utility of CRISPR/Cas9 gene editing in soybean at relatively high efficiency. This was shown by specifically targeting the Fatty Acid Desaturase 2 (GmFAD2) that converts the monounsaturated oleic acid (C18:1) to the polyunsaturated linoleic acid (C18:2), therefore, regulating the content of monounsaturated fats in soybean seeds. RESULTS We designed two gRNAs to guide Cas9 to simultaneously cleave two sites, spaced 1Kb apart, within the second exons of GmFAD2-1A and GmFAD2-1B. In order to test whether the Cas9 and gRNAs would perform properly in transgenic soybean plants, we first tested the CRISPR construct we developed by transient hairy root transformation using Agrobacterium rhizogenesis strain K599. Once confirmed, we performed stable soybean transformation and characterized ten, randomly selected T0 events. Genotyping of CRISPR/Cas9 T0 transgenic lines detected a variety of mutations including large and small DNA deletions, insertions and inversions in the GmFAD2 genes. We detected CRISPR- edited DNA in all the tested T0 plants and 77.8% of the events transmitted the GmFAD2 mutant alleles to T1 progenies. More importantly, null mutants for both GmFAD2 genes were obtained in 40% of the T0 plants we genotyped. The fatty acid profile analysis of T1 seeds derived from CRISPR-edited plants homozygous for both GmFAD2 genes showed dramatic increases in oleic acid content to over 80%, whereas linoleic acid decreased to 1.3-1.7%. In addition, transgene-free high oleic soybean homozygous genotypes were created as early as the T1 generation. CONCLUSIONS Overall, our data showed that dual gRNA CRISPR/Cas9 system offers a rapid and highly efficient method to simultaneously edit homeologous soybean genes, which can greatly facilitate breeding and gene discovery in this important crop plant.
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Affiliation(s)
- Phat T. Do
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211 USA
- Present address: Institute of Biotechnology, Vietnam Academy of Science and Technology, Hanoi, Vietnam
| | - Cuong X. Nguyen
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211 USA
| | - Hien T. Bui
- Plant Biotechnology Innovation Laboratory, Division of Plant Sciences, University of Missouri, Columbia, MO 65211 USA
| | - Ly T. N. Tran
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211 USA
| | - Gary Stacey
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211 USA
- Division of Biochemistry, University of Missouri, Columbia, MO 65211 USA
| | | | - Zhanyuan J. Zhang
- Plant Biotechnology Innovation Laboratory, Division of Plant Sciences, University of Missouri, Columbia, MO 65211 USA
| | - Minviluz G. Stacey
- Division of Plant Sciences, University of Missouri, Columbia, MO 65211 USA
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49
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Stopka SA, Samarah LZ, Shaw JB, Liyu AV, Veličković D, Agtuca BJ, Kukolj C, Koppenaal DW, Stacey G, Paša-Tolić L, Anderton CR, Vertes A. Ambient Metabolic Profiling and Imaging of Biological Samples with Ultrahigh Molecular Resolution Using Laser Ablation Electrospray Ionization 21 Tesla FTICR Mass Spectrometry. Anal Chem 2019; 91:5028-5035. [PMID: 30821434 DOI: 10.1021/acs.analchem.8b05084] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
Mass spectrometry (MS) is an indispensable analytical tool to capture the array of metabolites within complex biological systems. However, conventional MS-based metabolomic workflows require extensive sample processing and separation resulting in limited throughput and potential alteration of the native molecular states in these systems. Ambient ionization methods, capable of sampling directly from tissues, circumvent some of these issues but require high-performance MS to resolve the molecular complexity within these samples. Here, we demonstrate a unique combination of laser ablation electrospray ionization (LAESI) coupled with a 21 tesla Fourier transform ion cyclotron resonance (21T-FTICR) for direct MS analysis and imaging applications. This analytical platform provides isotopic fine structure information directly from biological tissues, enabling the rapid assignment of molecular formulas and delivering a higher degree of confidence for molecular identification.
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Affiliation(s)
- Sylwia A Stopka
- Department of Chemistry , The George Washington University , Washington , D.C. 20052 , United States
| | - Laith Z Samarah
- Department of Chemistry , The George Washington University , Washington , D.C. 20052 , United States
| | - Jared B Shaw
- Environmental Molecular Sciences Laboratory and Biological Sciences Division , Pacific Northwest National Laboratory , Richland , Washington 99354 , United States
| | - Andrey V Liyu
- Environmental Molecular Sciences Laboratory and Biological Sciences Division , Pacific Northwest National Laboratory , Richland , Washington 99354 , United States
| | - Dušan Veličković
- Environmental Molecular Sciences Laboratory and Biological Sciences Division , Pacific Northwest National Laboratory , Richland , Washington 99354 , United States
| | - Beverly J Agtuca
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center , University of Missouri , Columbia , Missouri 65211 , United States
| | - Caroline Kukolj
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center , University of Missouri , Columbia , Missouri 65211 , United States
| | - David W Koppenaal
- Environmental Molecular Sciences Laboratory and Biological Sciences Division , Pacific Northwest National Laboratory , Richland , Washington 99354 , United States
| | - Gary Stacey
- Divisions of Plant Sciences and Biochemistry, C. S. Bond Life Sciences Center , University of Missouri , Columbia , Missouri 65211 , United States
| | - Ljiljana Paša-Tolić
- Environmental Molecular Sciences Laboratory and Biological Sciences Division , Pacific Northwest National Laboratory , Richland , Washington 99354 , United States
| | - Christopher R Anderton
- Environmental Molecular Sciences Laboratory and Biological Sciences Division , Pacific Northwest National Laboratory , Richland , Washington 99354 , United States
| | - Akos Vertes
- Department of Chemistry , The George Washington University , Washington , D.C. 20052 , United States
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Hossain MS, Hoang NT, Yan Z, Tóth K, Meyers BC, Stacey G. Characterization of the Spatial and Temporal Expression of Two Soybean miRNAs Identifies SCL6 as a Novel Regulator of Soybean Nodulation. Front Plant Sci 2019; 10:475. [PMID: 31057581 PMCID: PMC6477095 DOI: 10.3389/fpls.2019.00475] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/01/2019] [Accepted: 03/28/2019] [Indexed: 05/13/2023]
Abstract
MicroRNAs (miRNAs) control expression of endogenous target genes through transcript cleavage or translational inhibition. Legume plants can form a specialized organ, the nodule, through interaction with nitrogen fixing soil bacteria. To understand the regulatory roles of miRNAs in the nodulation process, we functionally validated gma-miR171o and gma-miR171q and their target genes in soybean. These two miRNA sequences are identical in sequence but their miRNA genes are divergent and show unique, tissue-specific expression patterns. The expression levels of the two miRNAs are negatively correlated with that of their target genes. Ectopic expression of these miRNAs in transgenic hairy roots resulted in a significant reduction in nodule formation. Both gma-miR171o and gma-miR171q target members of the GRAS transcription factor superfamily, namely GmSCL-6 and GmNSP2. Transient interaction of miRNAs and their target genes in tobacco cells further confirmed their cleavage activity. The results suggest that gma-miR171o and gma-miR171q regulate GmSCL-6 and GmNSP2, which in turn, influence expression of the Nodule inception (NIN), Early Nodulin 40 (ENOD40), and Ethylene Response Factor Required for Nodulation (ERN) genes during the Bradyrhizobium japonicum-soybean nodulation process. Collectively, our data suggest a role for two miRNAs, gma-miR171o and gma-miR171q, in regulating the spatial and temporal aspects of soybean nodulation.
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Affiliation(s)
- Md Shakhawat Hossain
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Nhung T. Hoang
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Zhe Yan
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Katalin Tóth
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
| | - Blake C. Meyers
- Donald Danforth Plant Science Center, St. Louis, MO, United States
| | - Gary Stacey
- C.S. Bond Life Science Center, Divisions of Plant Sciences and Biochemistry, University of Missouri, Columbia, MO, United States
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