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Harris ZN, Pratt JE, Kovacs LG, Klein LL, Kwasniewski MT, Londo JP, Wu AS, Miller AJ. Grapevine scion gene expression is driven by rootstock and environment interaction. BMC PLANT BIOLOGY 2023; 23:211. [PMID: 37085756 PMCID: PMC10122299 DOI: 10.1186/s12870-023-04223-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/17/2023] [Accepted: 04/12/2023] [Indexed: 05/03/2023]
Abstract
BACKGROUND Grafting is a horticultural practice used widely across woody perennial crop species to fuse together the root and shoot system of two distinct genotypes, the rootstock and the scion, combining beneficial traits from both. In grapevine, grafting is used in nearly 80% of all commercial vines to optimize fruit quality, regulate vine vigor, and enhance biotic and abiotic stress-tolerance. Rootstocks have been shown to modulate elemental composition, metabolomic profiles, and the shape of leaves in the scion, among other traits. However, it is currently unclear how rootstock genotypes influence shoot system gene expression as previous work has reported complex and often contradictory findings. RESULTS In the present study, we examine the influence of grafting on scion gene expression in leaves and reproductive tissues of grapevines growing under field conditions for three years. We show that the influence from the rootstock genotype is highly tissue and time dependent, manifesting only in leaves, primarily during a single year of our three-year study. Further, the degree of rootstock influence on scion gene expression is driven by interactions with the local environment. CONCLUSIONS Our results demonstrate that the role of rootstock genotype in modulating scion gene expression is not a consistent, unchanging effect, but rather an effect that varies over time in relation to local environmental conditions.
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Affiliation(s)
- Zachary N Harris
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, St. Louis, MO, 63103-2010, USA.
- Donald Danforth Plant Science Center, 975 N. Warson Road, St. Louis, MO, 63132-2918, USA.
| | - Julia E Pratt
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, St. Louis, MO, 63103-2010, USA
- Donald Danforth Plant Science Center, 975 N. Warson Road, St. Louis, MO, 63132-2918, USA
| | - Laszlo G Kovacs
- Department of Biology, Missouri State University, 901 S. National Avenue, Springfield, MO, 65897, USA
| | - Laura L Klein
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, St. Louis, MO, 63103-2010, USA
- Donald Danforth Plant Science Center, 975 N. Warson Road, St. Louis, MO, 63132-2918, USA
| | - Misha T Kwasniewski
- Department of Food Science, Pennsylvania State University, 326 Rodney A. Erickson Food Science Building, University Park, PA, 16802, USA
| | - Jason P Londo
- School of Integrative Plant Science, Horticulture Section, Cornell AgriTech, 635 W. North Street, Geneva, NY, 14456, USA
| | - Angela S Wu
- Department of Computer Science, Saint Louis University, 220 N. Grand Blvd, St. Louis, MO, 63103-2010, USA
| | - Allison J Miller
- Department of Biology, Saint Louis University, 3507 Laclede Avenue, St. Louis, MO, 63103-2010, USA.
- Donald Danforth Plant Science Center, 975 N. Warson Road, St. Louis, MO, 63132-2918, USA.
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Wang Z, Yang L, Hua J. The intracellular immune receptor like gene SNC1 is an enhancer of effector-triggered immunity in Arabidopsis. PLANT PHYSIOLOGY 2023; 191:874-884. [PMID: 36449532 PMCID: PMC9922396 DOI: 10.1093/plphys/kiac543] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2022] [Accepted: 11/29/2022] [Indexed: 06/17/2023]
Abstract
Plants contain many nucleotide-binding leucine-rich repeat (NLR) proteins that are postulated to function as intracellular immune receptors but do not yet have an identified function during plant-pathogen interactions. SUPPRESSOR OF NPR1-1, CONSTITUTIVE 1 (SNC1) is one such NLR protein of the Toll-interleukin 1 receptor (TIR) type, despite its well-characterized gain-of-function activity and its involvement in autoimmunity in Arabidopsis (Arabidopsis thaliana). Here, we investigated the role of SNC1 in natural plant-pathogen interactions and genetically tested the importance of the enzymatic activities of its TIR domain for its function. The SNC1 loss-of-function mutants were more susceptible to avirulent bacterial pathogen strains of Pseudomonas syringae containing specific effectors, especially under constant light growth condition. The mutants also had reduced defense gene expression induction and hypersensitive responses upon infection by avirulent pathogens under constant light growth condition. In addition, genetic and biochemical studies supported that the TIR enzymatic activity of SNC1 is required for its gain-of-function activity. In sum, our study uncovers the role of SNC1 as an amplifier of plant defense responses during natural plant-pathogen interactions and indicates its use of enzymatic activity and intermolecular interactions for triggering autoimmune responses.
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Affiliation(s)
- Zhixue Wang
- Plant Biology section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Leiyun Yang
- Plant Biology section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
| | - Jian Hua
- Plant Biology section, School of Integrative Plant Science, Cornell University, Ithaca, NY 14853, USA
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3
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Yu H, Yang L, Li Z, Sun F, Li B, Guo S, Wang YF, Zhou T, Hua J. In situ deletions reveal regulatory components for expression of an intracellular immune receptor gene and its co-expressed genes in Arabidopsis. PLANT, CELL & ENVIRONMENT 2023; 46:621-634. [PMID: 36368774 DOI: 10.1111/pce.14489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2021] [Accepted: 09/16/2022] [Indexed: 06/16/2023]
Abstract
Intracellular immune receptor nucleotide-binding leucine-rich repeats (NLRs) are highly regulated transcriptionally and post-transcriptionally for balanced plant defence and growth. NLR genes often exist in gene clusters and are usually co-expressed under various conditions. Despite of intensive studies of regulation of NLR proteins, cis-acting elements for NLR gene induction, repression or co-expression are largely unknown due to a larger than usual cis-region for their expression regulation. Here we used the CRISPR/Cas9 genome editing technology to generate a series of in situ deletions at the endogenous location of a NLR gene SNC1 residing in the RPP5 gene cluster. These deletions that made in the wild type and the SNC1 constitutive expressing autoimmune mutant bon1 revealed both positive and negative cis-acting elements for SNC1 expression. Two transcription factors that could bind to these elements were found to have an impact on the expression of SNC1. In addition, co-expression of two genes with SNC1 in the same cluster is found to be mostly dependent on the SNC1 function. Therefore, SNC1 expression is under complex local regulation involving multiple cis elements and SNC1 itself is a critical regulator of gene expression of other NLR genes in the same gene cluster.
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Affiliation(s)
- Huiyun Yu
- Key Laboratory of Food Quality and Safety, Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu, China
- Plant Biology Section, School Of Integrative Plant Science, Cornell University, Ithaca, New York, USA
| | - Leiyun Yang
- Plant Biology Section, School Of Integrative Plant Science, Cornell University, Ithaca, New York, USA
| | - Zhan Li
- Plant Biology Section, School Of Integrative Plant Science, Cornell University, Ithaca, New York, USA
| | - Feng Sun
- Key Laboratory of Food Quality and Safety, Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu, China
| | - Bo Li
- Department of Neurosurgery, Huashan Hospital, Institute for Translational Brain Research, State Key Laboratory of Medical Neurobiology, MOE Frontiers Centre for Brain Science, Fudan University, Shanghai, China
| | - Shengsong Guo
- Plant Biology Section, School Of Integrative Plant Science, Cornell University, Ithaca, New York, USA
| | - Yong-Fei Wang
- National Key Laboratory of Plant Molecular Genetics, Shanghai Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai, China
| | - Tong Zhou
- Key Laboratory of Food Quality and Safety, Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu, China
- International Rice Research Institute and Jiangsu Academy of Agricultural Sciences Joint Laboratory, Nanjing, Jiangsu, China
| | - Jian Hua
- Plant Biology Section, School Of Integrative Plant Science, Cornell University, Ithaca, New York, USA
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4
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Fick A, Swart V, van den Berg N. The Ups and Downs of Plant NLR Expression During Pathogen Infection. FRONTIERS IN PLANT SCIENCE 2022; 13:921148. [PMID: 35720583 PMCID: PMC9201817 DOI: 10.3389/fpls.2022.921148] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Accepted: 05/16/2022] [Indexed: 06/15/2023]
Abstract
Plant Nucleotide binding-Leucine rich repeat (NLR) proteins play a significant role in pathogen detection and the activation of effector-triggered immunity. NLR regulation has mainly been studied at a protein level, with large knowledge gaps remaining regarding the transcriptional control of NLR genes. The mis-regulation of NLR gene expression may lead to the inability of plants to recognize pathogen infection, lower levels of immune response activation, and ultimately plant susceptibility. This highlights the importance of understanding all aspects of NLR regulation. Three main mechanisms have been shown to control NLR expression: epigenetic modifications, cis elements which bind transcription factors, and post-transcriptional modifications. In this review, we aim to provide an overview of these mechanisms known to control NLR expression, and those which contribute toward successful immune responses. Furthermore, we discuss how pathogens can interfere with NLR expression to increase pathogen virulence. Understanding how these molecular mechanisms control NLR expression would contribute significantly toward building a complete picture of how plant immune responses are activated during pathogen infection-knowledge which can be applied during crop breeding programs aimed to increase resistance toward numerous plant pathogens.
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Affiliation(s)
- Alicia Fick
- Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria, South Africa
- Forestry and Agricultural Biotechnology Institute, University of Pretoria, Pretoria, South Africa
| | - Velushka Swart
- Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria, South Africa
- Forestry and Agricultural Biotechnology Institute, University of Pretoria, Pretoria, South Africa
| | - Noëlani van den Berg
- Department of Biochemistry, Genetics and Microbiology, University of Pretoria, Pretoria, South Africa
- Forestry and Agricultural Biotechnology Institute, University of Pretoria, Pretoria, South Africa
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5
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Yu H, Yang L, Li Z, Sun F, Li B, Guo S, Wang YF, Zhou T, Hua J. In situ deletions reveal regulatory components for expression of an intracellular immune receptor gene and its co-expressed genes in Arabidopsis. PLANT, CELL & ENVIRONMENT 2022; 45:1862-1875. [PMID: 35150136 DOI: 10.1111/pce.14293] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/31/2021] [Revised: 01/19/2022] [Accepted: 02/01/2022] [Indexed: 06/14/2023]
Abstract
Intracellular immune receptor nucleotide-binding leucine-rich repeats (NLRs) are highly regulated transcriptionally and post-transcriptionally for balanced plant defense and growth. NLR genes often exist in gene clusters and are usually co-expressed under various conditions. Despite intensive studies of the regulation of NLR proteins, cis-acting elements for NLR gene induction, repression or co-expression are largely unknown due to a larger than usual cis-region for their expression regulation. Here we used the CRISPR/Cas9 genome editing technology to generate a series of in situ deletions at the endogenous location of an NLR gene SNC1 residing in the RPP5 gene cluster. These deletions that made in the wild type and the SNC1 constitutive expressing autoimmune mutant bon1 revealed both positive and negative cis-acting elements for SNC1 expression. Two transcription factors that could bind to these elements were found to have an impact on the expression of SNC1. In addition, co-expression of two genes with SNC1 in the same cluster is found to be mostly dependent on the SNC1 function. Therefore, SNC1 expression is under complex local regulation involving multiple cis-elements and SNC1 itself is a critical regulator of gene expression of other NLR genes in the same gene cluster.
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Affiliation(s)
- Huiyun Yu
- Key Laboratory of Food Quality and Safety, Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu Province, China
- School of Integrative Plant Science, Plant Biology Section, Cornell University, Ithaca, New York, USA
| | - Leiyun Yang
- School of Integrative Plant Science, Plant Biology Section, Cornell University, Ithaca, New York, USA
| | - Zhan Li
- School of Integrative Plant Science, Plant Biology Section, Cornell University, Ithaca, New York, USA
| | - Feng Sun
- Key Laboratory of Food Quality and Safety, Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu Province, China
| | - Bo Li
- Department of Neurosurgery, Huashan Hospital, Institute for Translational Brain Research, State Key Laboratory of Medical Neurobiology, MOE Frontiers Center for Brain Science, Fudan University, Shanghai, China
| | - Shengsong Guo
- School of Integrative Plant Science, Plant Biology Section, Cornell University, Ithaca, New York, USA
| | - Yong-Fei Wang
- National Key Laboratory of Plant Molecular Genetics, Shanghai Institute of Plant Physiology and Ecology, Chinese Academy of Sciences, Shanghai, China
| | - Tong Zhou
- Key Laboratory of Food Quality and Safety, Institute of Plant Protection, Jiangsu Academy of Agricultural Sciences, Nanjing, Jiangsu Province, China
- International Rice Research Institute and Jiangsu Academy of Agricultural Sciences Joint Laboratory, Nanjing, Jiangsu Province, China
| | - Jian Hua
- School of Integrative Plant Science, Plant Biology Section, Cornell University, Ithaca, New York, USA
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6
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Yang L, Wang Z, Zhang A, Bhawal R, Li C, Zhang S, Cheng L, Hua J. Reduction of the canonical function of a glycolytic enzyme enolase triggers immune responses that further affect metabolism and growth in Arabidopsis. THE PLANT CELL 2022; 34:1745-1767. [PMID: 34791448 PMCID: PMC9048932 DOI: 10.1093/plcell/koab283] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/02/2021] [Accepted: 10/07/2021] [Indexed: 05/14/2023]
Abstract
Primary metabolism provides energy for growth and development as well as secondary metabolites for diverse environmental responses. Here we describe an unexpected consequence of disruption of a glycolytic enzyme enolase named LOW EXPRESSION OF OSMOTICALLY RESPONSIVE GENE 2 (LOS2) in causing constitutive defense responses or autoimmunity in Arabidopsis thaliana. The autoimmunity in the los2 mutant is accompanied by a higher expression of about one-quarter of intracellular immune receptor nucleotide-binding leucine-rich repeat (NLR) genes in the genome and is partially dependent on one of these NLR genes. The LOS2 gene was hypothesized to produce an alternatively translated protein c-Myc Binding Protein (MBP-1) that functions as a transcriptional repressor. Complementation tests show that LOS2 executes its function in growth and immunity regulation through the canonical enolase activity but not the production of MBP-1. In addition, the autoimmunity in the los2 mutants leads to a higher accumulation of sugars and organic acids and a depletion of glycolytic metabolites. These findings indicate that LOS2 does not exert its function in immune responses through an alternatively translated protein MBP-1. Rather, they show that a perturbation of glycolysis from the reduction of the enolase activity results in activation of NLR-involved immune responses which further influences primary metabolism and plant growth, highlighting the complex interaction between primary metabolism and plant immunity.
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Affiliation(s)
- Leiyun Yang
- Plant Biology Section, School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, USA
| | - Zhixue Wang
- Plant Biology Section, School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, USA
| | | | - Ruchika Bhawal
- Proteomics and Metabolomics Facility, Cornell University, New York 14853, USA
| | | | - Sheng Zhang
- Proteomics and Metabolomics Facility, Cornell University, New York 14853, USA
| | - Lailiang Cheng
- Horticulture Section, School of Integrative Plant Science, Cornell University, Ithaca, New York 14853, USA
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7
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Freh M, Gao J, Petersen M, Panstruga R. Plant autoimmunity-fresh insights into an old phenomenon. PLANT PHYSIOLOGY 2022; 188:1419-1434. [PMID: 34958371 PMCID: PMC8896616 DOI: 10.1093/plphys/kiab590] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Accepted: 11/22/2021] [Indexed: 06/14/2023]
Abstract
The plant immune system is well equipped to ward off the attacks of different types of phytopathogens. It primarily relies on two types of immune sensors-plasma membrane-resident receptor-like kinases and intracellular nucleotide-binding domain leucine-rich repeat (NLRs) receptors that engage preferentially in pattern- and effector-triggered immunity, respectively. Delicate fine-tuning, in particular of the NLR-governed branch of immunity, is key to prevent inappropriate and deleterious activation of plant immune responses. Inadequate NLR allele constellations, such as in the case of hybrid incompatibility, and the mis-activation of NLRs or the absence or modification of proteins guarded by these NLRs can result in the spontaneous initiation of plant defense responses and cell death-a phenomenon referred to as plant autoimmunity. Here, we review recent insights augmenting our mechanistic comprehension of plant autoimmunity. The recent findings broaden our understanding regarding hybrid incompatibility, unravel candidates for proteins likely guarded by NLRs and underline the necessity for the fine-tuning of NLR expression at various levels to avoid autoimmunity. We further present recently emerged tools to study plant autoimmunity and draw a cross-kingdom comparison to the role of NLRs in animal autoimmune conditions.
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Affiliation(s)
- Matthias Freh
- Institute for Biology I, Unit of Plant Molecular Cell Biology, RWTH Aachen University, Aachen 52056, Germany
| | - Jinlan Gao
- Institute of Biology, Functional Genomics, Copenhagen University, Copenhagen 2200, Denmark
| | - Morten Petersen
- Institute of Biology, Functional Genomics, Copenhagen University, Copenhagen 2200, Denmark
| | - Ralph Panstruga
- Institute for Biology I, Unit of Plant Molecular Cell Biology, RWTH Aachen University, Aachen 52056, Germany
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8
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Biniaz Y, Tahmasebi A, Afsharifar A, Tahmasebi A, Poczai P. Meta-Analysis of Common and Differential Transcriptomic Responses to Biotic and Abiotic Stresses in Arabidopsis thaliana. PLANTS (BASEL, SWITZERLAND) 2022; 11:502. [PMID: 35214836 PMCID: PMC8877356 DOI: 10.3390/plants11040502] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/20/2022] [Revised: 02/02/2022] [Accepted: 02/10/2022] [Indexed: 06/14/2023]
Abstract
Environmental stresses adversely affect crop growth and yield, resulting in major losses to plants. These stresses occur simultaneously in nature, and we therefore conducted a meta-analysis in this study to identify differential and shared genes, pathways, and transcriptomic mechanisms involved in Arabidopsis response to biotic and abiotic stresses. The results showed a total of 436/21 significant up-/downregulated differentially expressed genes (DEGs) in response to biotic stresses, while 476 and 71 significant DEGs were respectively up- and downregulated in response to abiotic stresses in Arabidopsis thaliana. In addition, 21 DEGs (2.09%) were commonly regulated in response to biotic and abiotic stresses. Except for WRKY45 and ATXTH22, which were respectively up-/down- and down-/upregulated in response to biotic and abiotic stresses, other common DEGs were upregulated in response to all biotic and abiotic treatments. Moreover, the transcription factors (TFs) bHLH, MYB, and WRKY were the common TFs in response to biotic and abiotic stresses. In addition, ath-miR414 and ath-miR5658 were identified to be commonly expressed in response to both biotic and abiotic stresses. The identified common genes and pathways during biotic and abiotic stresses may provide potential candidate targets for the development of stress resistance breeding programs and for the genetic manipulation of crop plants.
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Affiliation(s)
- Yaser Biniaz
- Plant Virology Research Center, Faculty of Agriculture, Shiraz University, Shiraz 7144113131, Iran; (Y.B.); (A.A.)
| | - Aminallah Tahmasebi
- Department of Agriculture, Minab Higher Education Center, University of Hormozgan, Bandar Abbas 7916193145, Iran;
- Plant Protection Research Group, University of Hormozgan, Bandar Abbas 7916193145, Iran
| | - Alireza Afsharifar
- Plant Virology Research Center, Faculty of Agriculture, Shiraz University, Shiraz 7144113131, Iran; (Y.B.); (A.A.)
| | - Ahmad Tahmasebi
- Institute of Biotechnology, Faculty of Agriculture, Shiraz University, Shiraz 7144113131, Iran;
| | - Péter Poczai
- Finnish Museum of Natural History, University of Helsinki, P.O. Box 7, FI-00014 Helsinki, Finland
- Faculty of Biological and Environmental Sciences, University of Helsinki, P.O. Box 65, FI-00065 Helsinki, Finland
- Institute of Advanced Studies Kőszeg (iASK), P.O. Box 4, H-9731 Kőszeg, Hungary
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Huang F, Wu F, Yu M, Shabala S. Nucleotide-binding leucine-rich repeat proteins: a missing link in controlling cell fate and plant adaptation to hostile environment? JOURNAL OF EXPERIMENTAL BOTANY 2022; 73:631-635. [PMID: 34661650 DOI: 10.1093/jxb/erab458] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Programmed cell death is a tightly regulated genetically controlled process that leads to cell suicide and eliminates cells that are either no longer needed or damaged/harmful. Nucleotide-binding leucine-rich repeat proteins have recently emerged as a novel class of Ca2+-permeable channels that operate in plant immune responses. This viewpoint argues that the unique structure of this channel, its permeability to other cations, and specificity of its operation make it an ideal candidate to mediate cell signaling and adaptive responses not only to pathogens but also to a broad range of abiotic stress factors.
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Affiliation(s)
- Feifei Huang
- College of Life and Oceanography Sciences, Shenzhen University, Shenzhen, Guangdong 518060, China
- Key Laboratory of Optoelectronic Devices and Systems of Ministry of Education and Guangdong Province, College of Optoelectronic Engineering, Shenzhen University, Shenzhen, Guangdong 518060, China
| | - Feihua Wu
- International Research Center for Environmental Membrane Biology & Department of Horticulture, Foshan University, Foshan Guangdong 528000, China
| | - Min Yu
- International Research Center for Environmental Membrane Biology & Department of Horticulture, Foshan University, Foshan Guangdong 528000, China
| | - Sergey Shabala
- International Research Center for Environmental Membrane Biology & Department of Horticulture, Foshan University, Foshan Guangdong 528000, China
- Tasmanian Institute of Agriculture, University of Tasmania, Hobart, Tas 7005, Australia
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Kumari S, Sharma N, Raghuram N. Meta-Analysis of Yield-Related and N-Responsive Genes Reveals Chromosomal Hotspots, Key Processes and Candidate Genes for Nitrogen-Use Efficiency in Rice. FRONTIERS IN PLANT SCIENCE 2021; 12:627955. [PMID: 34168661 PMCID: PMC8217879 DOI: 10.3389/fpls.2021.627955] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Accepted: 05/04/2021] [Indexed: 05/08/2023]
Abstract
Nitrogen-use efficiency (NUE) is a function of N-response and yield that is controlled by many genes and phenotypic parameters that are poorly characterized. This study compiled all known yield-related genes in rice and mined them from the N-responsive microarray data to find 1,064 NUE-related genes. Many of them are novel genes hitherto unreported as related to NUE, including 80 transporters, 235 transcription factors (TFs), 44 MicroRNAs (miRNAs), 91 kinases, and 8 phosphatases. They were further shortlisted to 62 NUE-candidate genes following hierarchical methods, including quantitative trait locus (QTL) co-localization, functional evaluation in the literature, and protein-protein interactions (PPIs). They were localized to chromosomes 1, 3, 5, and 9, of which chromosome 1 with 26 genes emerged as a hotspot for NUE spanning 81% of the chromosomes. Further, co-localization of the NUE genes on NUE-QTLs resolved differences in the earlier studies that relied mainly on N-responsive genes regardless of their role in yield. Functional annotations and PPIs for all the 1,064 NUE-related genes and also the shortlisted 62 candidates revealed transcription, redox, phosphorylation, transport, development, metabolism, photosynthesis, water deprivation, and hormonal and stomatal function among the prominent processes. In silico expression analysis confirmed differential expression of the 62 NUE-candidate genes in a tissue/stage-specific manner. Experimental validation in two contrasting genotypes revealed that high NUE rice shows better photosynthetic performance, transpiration efficiency and internal water-use efficiency in comparison to low NUE rice. Feature Selection Analysis independently identified one-third of the common genes at every stage of hierarchical shortlisting, offering 6 priority targets to validate for improving the crop NUE.
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