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Zhu J, Liu Q, Diao S, Zhou Z, Wang Y, Ding X, Cao M, Luo D. Development of a 101.6K liquid-phased probe for GWAS and genomic selection in pine wilt disease-resistance breeding in Masson pine. THE PLANT GENOME 2025; 18:e70005. [PMID: 40025411 PMCID: PMC11873169 DOI: 10.1002/tpg2.70005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/10/2024] [Revised: 01/20/2025] [Accepted: 01/23/2025] [Indexed: 03/04/2025]
Abstract
Masson pine (Pinus massoniana Lamb.), indigenous to southern China, faces serious threats from pine wilt disease (PWD). Several natural genotypes have survived PWD outbreaks. Conducting genetic breeding with these resistant genotypes holds promise for enhancing resistance to PWD in Masson pine at its source. We conducted a genome-wide association study (GWAS) and genomic selection (GS) on 1013 Masson pine seedlings from 72 half-sib families to advance disease-resistance breeding. A set of efficient 101.6K liquid-phased probes was developed for single-nucleotide polymorphisms (SNPs) genotyping through target sequencing. PWD inoculation experiments were then performed to obtain phenotypic data for these populations. Our analysis reveals that the targeted sequencing data successfully divided the experimental population into three subpopulations consistent with the provenance, verifying the reliability of the liquid-phased probe. A total of 548 SNPs were considerably associated with disease-resistance traits using four GWAS algorithms. Among them, 283 were located on or linked to 169 genes, including common plant disease resistance-related protein families such as NBS-LRR and AP2/ERF. The DNNGP (deep neural network-based method for genomic prediction) model demonstrated superior performance in GS, achieving a maximum predictive accuracy of 0.71. The accuracy of disease resistance predictions reached 90% for the top 20% of the testing population ordered by resistance genomic estimated breeding value. This study establishes a foundational framework for advancing research on disease-resistant genes in P. massoniana and offers preliminary evidence supporting the feasibility of utilizing GS for the early identification of disease-resistant individuals.
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Affiliation(s)
- Jingyi Zhu
- Research Institute of Subtropical Forestry, Chinese Academy of ForestryHangzhouChina
- College of Landscape ArchitectureNanjing Forestry UniversityNanjingChina
| | - Qinghua Liu
- Research Institute of Subtropical Forestry, Chinese Academy of ForestryHangzhouChina
- State Key Laboratory of Tree Genetics and Breeding, Chinese Academy of ForestryBeijingChina
| | - Shu Diao
- Research Institute of Subtropical Forestry, Chinese Academy of ForestryHangzhouChina
- Zhejiang Provincial Key Laboratory of Tree BreedingHangzhouChina
| | - Zhichun Zhou
- Research Institute of Subtropical Forestry, Chinese Academy of ForestryHangzhouChina
- Zhejiang Provincial Key Laboratory of Tree BreedingHangzhouChina
| | - Yangdong Wang
- Research Institute of Subtropical Forestry, Chinese Academy of ForestryHangzhouChina
- Zhejiang Provincial Key Laboratory of Tree BreedingHangzhouChina
| | - Xianyin Ding
- Research Institute of Subtropical Forestry, Chinese Academy of ForestryHangzhouChina
- Zhejiang Provincial Key Laboratory of Tree BreedingHangzhouChina
| | | | - Dinghui Luo
- Linhai Natural Resources and Planning BureauLinhaiChina
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Xu H, Tan M, Zhang B, Yan W, Zeng H. GAI1 underlines the antagonism between gibberellin and jasmonic acid in modulating disease resistance. PHYSIOLOGIA PLANTARUM 2025; 177:e70101. [PMID: 39903059 DOI: 10.1111/ppl.70101] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2024] [Revised: 01/13/2025] [Accepted: 01/19/2025] [Indexed: 02/06/2025]
Abstract
Cassava bacterial blight (CBB) is a devastating disease affecting cassava production worldwide. Although phytohormones are important in regulating defense responses, their roles and the possible crosstalk in cassava remain elusive. Here, we illustrate the antagonistic effects of gibberellin (GA) and jasmonic acid (JA) in modulating disease resistance to CBB. Notably, we found that GIBBERELLIN INSENSITIVE1 (GAI1), a critical repressor of GA signaling, physically interacted with JASMONATE ZIM DOMAIN2.2 (JAZ2.2). JAZ2.2 negatively regulates cassava disease resistance by interfering with JA signaling through its direct interaction with MYELOCYTOMATOSIS2.2 (MYC2.2), thereby inhibiting the transcription of several resistant genes, including MeSERK1, MeLYK3, MeZAR1, MeADR2, MePR1, MePR4.1, MePR5. Interestingly, the interaction between GAI1 and JAZ2.2 releases the MYC2.2 and then activates the transcription of downstream resistant genes, resulting the antagonistic effects of GA and JA. In summary, this study clarifies the antagonism between GA and JA in modulating cassava disease resistance, which is underlined by the interaction between GAI1 and JAZ2.2. The GAI1-JAZ2.2-MYC2.2 gene network not only extends the our understanding of the phytohormone signaling pathway, but also provides new clues for the genetic improvement of cassava disease resistance.
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Affiliation(s)
- Haoran Xu
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Key Laboratory of Biotechnology of Salt Tolerant Crops of Hainan Province, School of Tropical Agriculture and Forestry, Hainan University, Hainan province, China
| | - Mengting Tan
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Key Laboratory of Biotechnology of Salt Tolerant Crops of Hainan Province, School of Tropical Agriculture and Forestry, Hainan University, Hainan province, China
| | - Bowen Zhang
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Key Laboratory of Biotechnology of Salt Tolerant Crops of Hainan Province, School of Tropical Agriculture and Forestry, Hainan University, Hainan province, China
| | - Wenlei Yan
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Key Laboratory of Biotechnology of Salt Tolerant Crops of Hainan Province, School of Tropical Agriculture and Forestry, Hainan University, Hainan province, China
| | - Hongqiu Zeng
- School of Breeding and Multiplication (Sanya Institute of Breeding and Multiplication), Key Laboratory of Biotechnology of Salt Tolerant Crops of Hainan Province, School of Tropical Agriculture and Forestry, Hainan University, Hainan province, China
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Ntui VO, Tripathi JN, Kariuki SM, Tripathi L. Cassava molecular genetics and genomics for enhanced resistance to diseases and pests. MOLECULAR PLANT PATHOLOGY 2024; 25:e13402. [PMID: 37933591 PMCID: PMC10788594 DOI: 10.1111/mpp.13402] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/28/2023] [Revised: 10/16/2023] [Accepted: 10/17/2023] [Indexed: 11/08/2023]
Abstract
Cassava (Manihot esculenta) is one of the most important sources of dietary calories in the tropics, playing a central role in food and economic security for smallholder farmers. Cassava production is highly constrained by several pests and diseases, mostly cassava mosaic disease (CMD) and cassava brown streak disease (CBSD). These diseases cause significant yield losses, affecting food security and the livelihoods of smallholder farmers. Developing resistant varieties is a good way of increasing cassava productivity. Although some levels of resistance have been developed for some of these diseases, there is observed breakdown in resistance for some diseases, such as CMD. A frequent re-evaluation of existing disease resistance traits is required to make sure they are still able to withstand the pressure associated with pest and pathogen evolution. Modern breeding approaches such as genomic-assisted selection in addition to biotechnology techniques like classical genetic engineering or genome editing can accelerate the development of pest- and disease-resistant cassava varieties. This article summarizes current developments and discusses the potential of using molecular genetics and genomics to produce cassava varieties resistant to diseases and pests.
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Affiliation(s)
| | | | | | - Leena Tripathi
- International Institute of Tropical AgricultureNairobiKenya
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Ferguson ME, Eyles RP, Garcia-Oliveira AL, Kapinga F, Masumba EA, Amuge T, Bredeson JV, Rokhsar DS, Lyons JB, Shah T, Rounsley S, Mkamilo G. Candidate genes for field resistance to cassava brown streak disease revealed through the analysis of multiple data sources. FRONTIERS IN PLANT SCIENCE 2023; 14:1270963. [PMID: 38023930 PMCID: PMC10655247 DOI: 10.3389/fpls.2023.1270963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 10/09/2023] [Indexed: 12/01/2023]
Abstract
Cassava (Manihot esculenta Crantz) is a food and industrial storage root crop with substantial potential to contribute to managing risk associated with climate change due to its inherent resilience and in providing a biodegradable option in manufacturing. In Africa, cassava production is challenged by two viral diseases, cassava brown streak disease (CBSD) and cassava mosaic disease. Here we detect quantitative trait loci (QTL) associated with CBSD in a biparental mapping population of a Tanzanian landrace, Nachinyaya and AR37-80, phenotyped in two locations over three years. The purpose was to use the information to ultimately facilitate either marker-assisted selection or adjust weightings in genomic selection to increase the efficiency of breeding. Results from this study were considered in relation to those from four other biparental populations, of similar genetic backgrounds, that were phenotyped and genotyped simultaneously. Further, we investigated the co-localization of QTL for CBSD resistance across populations and the genetic relationships of parents based on whole genome sequence information. Two QTL on chromosome 4 for resistance to CBSD foliar symptoms and one on each of chromosomes 11 and 18 for root necrosis were of interest. Of significance within the candidate genes underlying the QTL on chromosome 4 are Phenylalanine ammonia-lyase (PAL) and Cinnamoyl-CoA reductase (CCR) genes and three PEPR1-related kinases associated with the lignin pathway. In addition, a CCR gene was also underlying the root necrosis-resistant QTL on chromosome 11. Upregulation of key genes in the cassava lignification pathway from an earlier transcriptome study, including PAL and CCR, in a CBSD-resistant landrace compared to a susceptible landrace suggests a higher level of basal lignin deposition in the CBSD-resistant landrace. Earlier RNAscope® in situ hybridisation imaging experiments demonstrate that cassava brown streak virus (CBSV) is restricted to phloem vessels in CBSV-resistant varieties, and phloem unloading for replication in mesophyll cells is prevented. The results provide evidence for the involvement of the lignin pathway. In addition, five eukaryotic initiation factor (eIF) genes associated with plant virus resistance were found within the priority QTL regions.
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Affiliation(s)
- Morag E. Ferguson
- Cassava Breeding, International Institute of Tropical Agriculture (IITA), Nairobi, Kenya
| | - Rodney P. Eyles
- Cassava Breeding, International Institute of Tropical Agriculture (IITA), Nairobi, Kenya
| | | | - Fortunus Kapinga
- Cassava Breeding, International Institute of Tropical Agriculture (IITA), Nairobi, Kenya
- Cassava Breeding, Naliendele Agricultural Research Institute, Mtwara, Tanzania
| | - Esther A. Masumba
- Cassava Breeding, International Institute of Tropical Agriculture (IITA), Nairobi, Kenya
- Cassava Breeding, Sugarcane Research Institute, Kibaha, Tanzania
| | - Teddy Amuge
- Cassava Breeding, International Institute of Tropical Agriculture (IITA), Nairobi, Kenya
- Cassava Breeding, National Crops Resources Research Institute (NaCRRI), Namulonge, Uganda
| | - Jessen V. Bredeson
- Molecular and Cell Biology Department, University of California, Berkeley, Berkeley, CA, United States
| | - Daniel S. Rokhsar
- Molecular and Cell Biology Department, University of California, Berkeley, Berkeley, CA, United States
| | - Jessica B. Lyons
- Molecular and Cell Biology Department, University of California, Berkeley, Berkeley, CA, United States
| | - Trushar Shah
- Bioinformatics, International Institute of Tropical Agriculture (IITA), Nairobi, Kenya
| | - Steve Rounsley
- Seeds & Traits R&D, Dow AgroSciences, Indianapolis, IN, United States
| | - Geoffrey Mkamilo
- Cassava Breeding, Naliendele Agricultural Research Institute, Mtwara, Tanzania
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Zhang H, Li X, Yu D, Guan J, Ding H, Wu H, Wang Q, Wan Y. A vector-free gene interference system using delaminated Mg-Al-lactate layered double hydroxide nanosheets as molecular carriers to intact plant cells. PLANT METHODS 2023; 19:44. [PMID: 37158914 PMCID: PMC10165820 DOI: 10.1186/s13007-023-01021-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2023] [Accepted: 05/01/2023] [Indexed: 05/10/2023]
Abstract
BACKGROUND The Mg-Al-lactate layered double hydroxide nanosheet (LDH-NS) has shown great potential as an optimal nanocarrier for extensive use in plants. However, previous studies in plant sciences have not provided a clear description of the application for the LDH-NSs-based double-stranded RNA (dsRNA) delivery (LDH-dsRNA) system in different tissues of both model and non-model species. RESULTS LDH-NSs were synthesized by using the co-precipitation method, while the dsRNAs targeting genes of interest were prepared in vitro using T7 RNA polymerase. The LDH-dsRNA bioconjugates with a neutral charge were produced by incubating with the mass ratio of LDH-NSs to dsRNA at 3:1, which were then introduced into intact plant cells using three different approaches, including injection, spray, and soak. The LDH-dsRNA delivery method was optimized by inhibiting the expression of the Arabidopsis thaliana ACTIN2 gene. As a result, soaking A. thaliana seedlings in a medium containing LDH-dsRNA for 30 min led to the silencing of 80% of the target genes. The stability and effectiveness of the LDH-dsRNA system were further confirmed by the high-efficiency knockdown of plant tissue-specific genes, including that encoding phytoene desaturase (PDS), WUSCHEL (WUS), WUSCHEL-related homeobox 5 (WOX5), and ROOT HAIR DEFECTIVE 6 (RHD6). In addition, the LDH-dsRNA system was employed in cassava, where it was found that the expression of the gene encoding nucleotide-binding site and leucine-rich repeat (NBS-LRR) was significantly reduced. As a result, the resistance of cassava leaves to pathogens was weakened. Noteworthy, the injection of LDH-dsRNA into leaves resulted in a significant downregulation of target genes in both stems and flowers, indicating the successful transport of LDH-dsRNA from leaves to other parts of plants. CONCLUSIONS LDH-NSs have proven to be a highly effective molecular tool for delivering dsRNA into intact plant cells, enabling accurate control of target gene expression.
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Affiliation(s)
- He Zhang
- Hainan Key Laboratory for Sustainable Utilization of Tropical Bioresources, College of Tropical Crops, Hainan University, Haikou, 570228, China
- Key Laboratory of Integrated Pest Management On Tropical Crops, Ministry of Agriculture and Rural Affairs, Environment and Plant Protection Institute, Chinese Academy of Tropical Agricultural Sciences, Haikou, 571101, China
| | - Xinyu Li
- Hainan Key Laboratory for Sustainable Utilization of Tropical Bioresources, College of Tropical Crops, Hainan University, Haikou, 570228, China
| | - Dong Yu
- Hainan Key Laboratory for Sustainable Utilization of Tropical Bioresources, College of Tropical Crops, Hainan University, Haikou, 570228, China
| | - Junqi Guan
- Hainan Key Laboratory for Sustainable Utilization of Tropical Bioresources, College of Tropical Crops, Hainan University, Haikou, 570228, China
| | - Hao Ding
- Hainan Key Laboratory for Sustainable Utilization of Tropical Bioresources, College of Tropical Crops, Hainan University, Haikou, 570228, China
| | - Hongyang Wu
- Institute of Vegetables and Flowers, Chinese Academy of Agricultural Sciences, Beijing, 100081, China
| | - Qiang Wang
- College of Environmental Science and Engineering, Beijing Forestry University, 35 Qinghua East Road, Haidian District, Beijing, 100083, China
| | - Yinglang Wan
- Hainan Key Laboratory for Sustainable Utilization of Tropical Bioresources, College of Tropical Crops, Hainan University, Haikou, 570228, China.
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Song J, Chen F, Lv B, Guo C, Yang J, Huang L, Guo J, Xiang F. Genome-Wide Identification and Expression Analysis of the TIR-NBS-LRR Gene Family and Its Response to Fungal Disease in Rose ( Rosa chinensis). BIOLOGY 2023; 12:426. [PMID: 36979118 PMCID: PMC10045381 DOI: 10.3390/biology12030426] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Revised: 03/07/2023] [Accepted: 03/08/2023] [Indexed: 03/12/2023]
Abstract
Roses, which are one of the world's most important ornamental plants, are often damaged by pathogens, resulting in serious economic losses. As a subclass of the disease resistance gene family of plant nucleotide-binding oligomerization domain (NOD)-like receptors, TIR-NBS-LRR (TNL) genes play a vital role in identifying pathogen effectors and activating defense responses. However, a systematic analysis of the TNL gene family is rarely reported in roses. Herein, 96 intact TNL genes were identified in Rosa chinensis. Their phylogenies, physicochemical characteristics, gene structures, conserved domains and motifs, promoter cis-elements, microRNA binding sites, and intra- and interspecific collinearity relationships were analyzed. An expression analysis using transcriptome data revealed that RcTNL genes were dominantly expressed in leaves. Some RcTNL genes responded to gibberellin, jasmonic acid, salicylic acid, Botrytis cinerea, Podosphaera pannosa, and Marssonina rosae (M. rosae); the RcTNL23 gene responded significantly to three hormones and three pathogens, and exhibited an upregulated expression. Furthermore, the black spot pathogen was identified as M. rosae. After inoculating rose leaves, an expression pattern analysis of the RcTNL genes suggested that they act during different periods of pathogen infection. The present study lays the foundations for an in-depth investigation of the TNL gene function and the mining of disease resistance genes in roses.
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Affiliation(s)
| | | | | | | | | | | | | | - Fayun Xiang
- Industrial Crops Institute, Hubei Academy of Agricultural Sciences, Wuhan 430070, China
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Chen Y, Wu W, Yang B, Xu F, Tian S, Lu J, Fu P. Grapevine VaRPP13 protein enhances oomycetes resistance by activating SA signal pathway. PLANT CELL REPORTS 2022; 41:2341-2350. [PMID: 36348066 DOI: 10.1007/s00299-022-02924-4] [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: 05/04/2022] [Accepted: 08/30/2022] [Indexed: 06/16/2023]
Abstract
Expression of the VaRPP13 in Arabidopsis and tobacco enhanced resistance to oomycete pathogens, and this enhancement is closely related to the activation of salicylic acid (SA) signaling pathway. Resistance (R) genes, which usually contain a nucleotide-binding site and a leucine-rich repeat (NBS-LRR) domain, play crucial roles in disease resistance. In this study, we cloned a CC-NBS-LRR gene VaRPP13 from Vitis amurensis 'Shuang Hong' grapevine, and investigated its function on disease resistance. VaRPP13 expression was induced by Plasmopara viticola, an oomycetes pathogen causing downy mildew disease in grapevine. Heterologous expression VaRPP13 could also enhance resistance to Hyaloperonospora arabidopsidis in Arabidopsis thaliana and Phytophthora capsici in Nicotiana benthamiana, both oomycete pathogens. Further study indicated that VaRPP13 could enhance the expression of genes in SA signal pathway, while exogenous SA could also induce the expression of VaRPP13. In conclusion, our studies demonstrated that VaRPP13 contributes to a broad-spectrum resistance to oomycetes via activating SA signaling pathway.
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Affiliation(s)
- Yuchen Chen
- Center for Viticulture and Enology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China
| | - Wei Wu
- Center for Viticulture and Enology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China
| | - Bohan Yang
- Center for Viticulture and Enology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China
| | - Fei Xu
- Center for Viticulture and Enology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China
| | - Shanshan Tian
- Center for Viticulture and Enology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China
| | - Jiang Lu
- Center for Viticulture and Enology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China
| | - Peining Fu
- Center for Viticulture and Enology, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai, China.
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Yang J, Xiong C, Li S, Zhou C, Li L, Xue Q, Liu W, Niu Z, Ding X. Evolution patterns of NBS genes in the genus Dendrobium and NBS-LRR gene expression in D. officinale by salicylic acid treatment. BMC PLANT BIOLOGY 2022; 22:529. [PMID: 36376794 PMCID: PMC9661794 DOI: 10.1186/s12870-022-03904-2] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Accepted: 10/12/2022] [Indexed: 06/16/2023]
Abstract
BACKGROUND Dendrobium officinale Kimura et Migo, which contains rich polysaccharides, flavonoids and alkaloids, is a Traditional Chinese Medicine (TCM) with important economic benefits, while various pathogens have brought huge losses to its industrialization. NBS gene family is the largest class of plant disease resistance (R) genes, proteins of which are widely distributed in the upstream and downstream of the plant immune systems and are responsible for receiving infection signals and regulating gene expression respectively. It is of great significance for the subsequent disease resistance breeding of D. officinale to identify NBS genes by using the newly published high-quality chromosome-level D. officinale genome. RESULTS In this study, a total of 655 NBS genes were uncovered from the genomes of D. officinale, D. nobile, D. chrysotoxum, V. planifolia, A. shenzhenica, P. equestris and A. thaliana. The phylogenetic results of CNL-type protein sequences showed that orchid NBS-LRR genes have significantly degenerated on branches a and b. The Dendrobium NBS gene homology analysis showed that the Dendrobium NBS genes have two obvious characteristics: type changing and NB-ARC domain degeneration. Because the NBS-LRR genes have both NB-ARC and LRR domains, 22 D. officinale NBS-LRR genes were used for subsequent analyses, such as gene structures, conserved motifs, cis-elements and functional annotation analyses. All these results suggested that D. officinale NBS-LRR genes take part in the ETI system, plant hormone signal transduction pathway and Ras signaling pathway. Finally, there were 1,677 DEGs identified from the salicylic acid (SA) treatment transcriptome data of D. officinale. Among them, six NBS-LRR genes (Dof013264, Dof020566, Dof019188, Dof019191, Dof020138 and Dof020707) were significantly up-regulated. However, only Dof020138 was closely related to other pathways from the results of WGCNA, such as pathogen identification pathways, MAPK signaling pathways, plant hormone signal transduction pathways, biosynthetic pathways and energy metabolism pathways. CONCLUSION Our results revealed that the NBS gene degenerations are common in the genus Dendrobium, which is the main reason for the diversity of NBS genes, and the NBS-LRR genes generally take part in D. officinale ETI system and signal transduction pathways. In addition, the D. officinale NBS-LRR gene Dof020138, which may have an important breeding value, is indirectly activated by SA in the ETI system.
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Affiliation(s)
- Jiapeng Yang
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
- Jiangsu Provincial Engineering Research Center for Technical Industrialization for Dendrobiums, Nanjing, 210023, China
| | - Caijun Xiong
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
| | - Siyuan Li
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
| | - Cheng Zhou
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
| | - Lingli Li
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
- Jiangsu Provincial Engineering Research Center for Technical Industrialization for Dendrobiums, Nanjing, 210023, China
| | - Qingyun Xue
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
- Jiangsu Provincial Engineering Research Center for Technical Industrialization for Dendrobiums, Nanjing, 210023, China
| | - Wei Liu
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China
- Jiangsu Provincial Engineering Research Center for Technical Industrialization for Dendrobiums, Nanjing, 210023, China
| | - Zhitao Niu
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China.
- Jiangsu Provincial Engineering Research Center for Technical Industrialization for Dendrobiums, Nanjing, 210023, China.
| | - Xiaoyu Ding
- College of Life Sciences, Nanjing Normal University, Nanjing, 210023, China.
- Jiangsu Provincial Engineering Research Center for Technical Industrialization for Dendrobiums, Nanjing, 210023, China.
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