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Lin W, Zhang S, Zhang H, Deng X, Jiang T, Chen X, Dong L, Yan Q, Zang L, Xing Y, Wang Z, Zhang Q, Du K, Shen H, Zhang J, Zhou T. The transcriptional analysis of pepper shed light on a proviral role of light-harvesting chlorophyll a/b binding protein 13 during infection of pepper mild mottle virus. FRONTIERS IN PLANT SCIENCE 2025; 16:1533151. [PMID: 39931497 PMCID: PMC11808148 DOI: 10.3389/fpls.2025.1533151] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/23/2024] [Accepted: 01/07/2025] [Indexed: 02/13/2025]
Abstract
Pepper mild mottle virus (PMMoV), a member of the genus Tobamovirus, causes severe damage on pepper worldwide. Despite its impact, the pathogenicity mechanisms of PMMoV and the pepper plant's response to infection remain poorly understood. Here, we compared the transcriptomic changes in a susceptible pepper inbred line 21C241 with a resistant inbred line 21C385 seedlings, following systemic PMMoV infection using RNA sequencing. Our results revealed that PMMoV induced more pronounced mosaic symptoms and higher viral accumulation levels in the susceptible line 21C241 compared to the resistant line 21C385. We identified 462 and 401 differentially expressed genes (DEGs) in the systemically-infected leaves of the susceptible and resistant lines, respectively, when compared to their healthy counterparts. The majority of these DEGs were involved in photosynthesis and the biosynthesis of secondary metabolites, with 28 DEGs exhibiting distinct expression patterns between the two lines. Notably, the expression level of the chlorophyll a-b binding protein 13 (CAB13) was significantly up-regulated in resistant line 21C385 following PMMoV infection. Functional analysis through silencing of CAB13 in pepper and Nicotiana benthamiana demonstrated a reduction in PMMoV accumulation, suggesting that CAB13 plays a positive role in facilitating PMMoV infection in pepper plants. Taken together, our findings highlight the distinct gene expression profiles between susceptible and resistant pepper lines in response to PMMoV infection and confirm the proviral role of CAB13. This study provides valuable insights into the molecular mechanisms underlying resistance and susceptibility in pepper plants and may inform future strategies for disease management.
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Affiliation(s)
- Weihong Lin
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
| | - Shugen Zhang
- Laboratory of Plant Tissue Culture Technology of Haidian District, Beijing, China
| | - Hao Zhang
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
| | - Xiaomei Deng
- Laboratory of Plant Tissue Culture Technology of Haidian District, Beijing, China
| | - Tong Jiang
- College of Agriculture and Biology, Liaocheng University, Liaocheng, China
| | - Xifeng Chen
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
| | - Laihua Dong
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
| | - Qin Yan
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
| | - Lianyi Zang
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
| | - Yongping Xing
- Laboratory of Plant Tissue Culture Technology of Haidian District, Beijing, China
| | - Zhenquan Wang
- Laboratory of Plant Tissue Culture Technology of Haidian District, Beijing, China
| | - Qin Zhang
- Laboratory of Plant Tissue Culture Technology of Haidian District, Beijing, China
| | - Kaitong Du
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
| | - Huolin Shen
- College of Horticulture, China Agricultural University, Beijing, China
| | - Junmin Zhang
- Laboratory of Plant Tissue Culture Technology of Haidian District, Beijing, China
| | - Tao Zhou
- Key Laboratory for Pest Monitoring and Green Management of Ministry of Agriculture and Rural Affairs, and Department of Plant Pathology, China Agricultural University, Beijing, China
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Shilpha J, Lee J, Kwon JS, Lee HA, Nam JY, Jang H, Kang WH. An improved bacterial mRNA enrichment strategy in dual RNA sequencing to unveil the dynamics of plant-bacterial interactions. PLANT METHODS 2024; 20:99. [PMID: 38951818 PMCID: PMC11218159 DOI: 10.1186/s13007-024-01227-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/11/2024] [Accepted: 06/22/2024] [Indexed: 07/03/2024]
Abstract
BACKGROUND Dual RNA sequencing is a powerful tool that enables a comprehensive understanding of the molecular dynamics underlying plant-microbe interactions. RNA sequencing (RNA-seq) poses technical hurdles in the transcriptional analysis of plant-bacterial interactions, especially in bacterial transcriptomics, owing to the presence of abundant ribosomal RNA (rRNA), which potentially limits the coverage of essential transcripts. Therefore, to achieve cost-effective and comprehensive sequencing of the bacterial transcriptome, it is imperative to devise efficient methods for eliminating rRNA and enhancing the proportion of bacterial mRNA. In this study, we modified a strand-specific dual RNA-seq method with the goal of enriching the proportion of bacterial mRNA in the bacteria-infected plant samples. The enriched method involved the sequential separation of plant mRNA by poly A selection and rRNA removal for bacterial mRNA enrichment followed by strand specific RNA-seq library preparation steps. We assessed the efficiency of the enriched method in comparison to the conventional method by employing various plant-bacterial interactions, including both host and non-host resistance interactions with pathogenic bacteria, as well as an interaction with a beneficial rhizosphere associated bacteria using pepper and tomato plants respectively. RESULTS In all cases of plant-bacterial interactions examined, an increase in mapping efficiency was observed with the enriched method although it produced a lower read count. Especially in the compatible interaction with Xanthmonas campestris pv. Vesicatoria race 3 (Xcv3), the enriched method enhanced the mapping ratio of Xcv3-infected pepper samples to its own genome (15.09%; 1.45-fold increase) and the CDS (8.92%; 1.49-fold increase). The enriched method consistently displayed a greater number of differentially expressed genes (DEGs) than the conventional RNA-seq method at all fold change threshold levels investigated, notably during the early stages of Xcv3 infection in peppers. The Gene Ontology (GO) enrichment analysis revealed that the DEGs were predominantly enriched in proteolysis, kinase, serine type endopeptidase and heme binding activities. CONCLUSION The enriched method demonstrated in this study will serve as a suitable alternative to the existing RNA-seq method to enrich bacterial mRNA and provide novel insights into the intricate transcriptomic alterations within the plant-bacterial interplay.
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Affiliation(s)
- Jayabalan Shilpha
- Department of Horticulture, Division of Applied Life Science (BK21 Four Program), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Junesung Lee
- Department of Horticulture, Division of Applied Life Science (BK21 Four Program), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Ji-Su Kwon
- Department of Horticulture, Division of Applied Life Science (BK21 Four Program), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Hyun-Ah Lee
- Division of Smart Horticulture, Yonam College, Cheonan, 31005, Republic of Korea
| | - Jae-Young Nam
- Department of Horticulture, Division of Applied Life Science (BK21 Four Program), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Hakgi Jang
- Department of Horticulture, Division of Applied Life Science (BK21 Four Program), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Won-Hee Kang
- Department of Horticulture, Division of Applied Life Science (BK21 Four Program), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea.
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Kim N, Lee J, Yeom SI, Kang NJ, Kang WH. The landscape of abiotic and biotic stress-responsive splice variants with deep RNA-seq datasets in hot pepper. Sci Data 2024; 11:381. [PMID: 38615136 PMCID: PMC11016105 DOI: 10.1038/s41597-024-03239-7] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/12/2023] [Accepted: 04/05/2024] [Indexed: 04/15/2024] Open
Abstract
Alternative splicing (AS) is a widely observed phenomenon in eukaryotes that plays a critical role in development and stress responses. In plants, the large number of RNA-seq datasets in response to different environmental stressors can provide clues for identification of condition-specific and/or common AS variants for preferred agronomic traits. We report RNA-seq datasets (350.7 Gb) from Capsicum annuum inoculated with one of three bacteria, one virus, or one oomycete and obtained additional existing transcriptome datasets. In this study, we investigated the landscape of AS in response to environmental stressors, signaling molecules, and tissues from 425 total samples comprising 841.49 Gb. In addition, we identified genes that undergo AS under specific and shared stress conditions to obtain potential genes that may be involved in enhancing tolerance to stressors. We uncovered 1,642,007 AS events and identified 4,354 differential alternative splicing genes related to environmental stressors, tissues, and signaling molecules. This information and approach provide useful data for basic-research focused on enhancing tolerance to environmental stressors in hot pepper or establishing breeding programs.
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Affiliation(s)
- Nayoung Kim
- Plant Systems Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology (KRIBB), Daejeon, South Korea
- Division of Applied Life Science (BK21 Four), Gyeongsang National University, Jinju, South Korea
| | - Junesung Lee
- Division of Applied Life Science (BK21 Four), Gyeongsang National University, Jinju, South Korea
| | - Seon-In Yeom
- Division of Applied Life Science (BK21 Four), Gyeongsang National University, Jinju, South Korea
- Department of Horticulture, Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, South Korea
| | - Nam-Jun Kang
- Department of Horticulture, Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, South Korea
| | - Won-Hee Kang
- Division of Applied Life Science (BK21 Four), Gyeongsang National University, Jinju, South Korea.
- Department of Horticulture, Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, South Korea.
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Yang Y, Li Y, Guang Y, Lin J, Zhou Y, Yu T, Ding F, Wang Y, Chen J, Zhou Y, Dang F. Red light induces salicylic acid accumulation by activating CaHY5 to enhance pepper resistance against Phytophthora capsici. HORTICULTURE RESEARCH 2023; 10:uhad213. [PMID: 38046851 PMCID: PMC10689078 DOI: 10.1093/hr/uhad213] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Accepted: 10/10/2023] [Indexed: 12/05/2023]
Abstract
Pepper (Capsicum annuum L.) is frequently challenged by various pathogens, among which Phytophthora capsici is the most devastating to pepper production. Red light signal acts as a positive induction of plant resistance against multiple pathogens. However, little is known about how the red light signal affects pepper resistance to P. capsici infection (PCI). Here, we report that red light regulates salicylic acid (SA) accumulation by activating elongated hypocotyl5 (CaHY5), a basic leucine zipper (bZIP) transcription factor, thereby decreasing pepper susceptibility to PCI. Exogenous SA treatment reduced pepper susceptibility to PCI, while silencing of CaPHYB (a red light photoreceptor) increased its susceptibility. PCI significantly induced CaHY5 expression, and silencing of CaHY5 reduced SA accumulation, accompanied by decreases in the expression levels of phenylalanine ammonia-lyase 3 (CaPAL3), CaPAL7, pathogenesis-related 1 (CaPR1), and CaPR1L, which finally resulted in higher susceptibility of pepper to PCI. Moreover, CaHY5 was found to activate the expression of CaPAL3 and CaPAL7, which are essential for SA biosynthesis, by directly binding to their promoters. Further analysis revealed that exogenous SA treatment could restore the resistance of CaHY5-silenced pepper plants to PCI. Collectively, this study reveals a critical mechanism through which red light induces SA accumulation by regulating CaHY5-mediated CaPAL3 and CaPAL7 expression, leading to enhanced resistance to PCI. Moreover, red light-induced CaHY5 regulates pepper resistance to PCI, which may have implications for PCI control in protected vegetable production.
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Affiliation(s)
- Youxin Yang
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, College of Agronomy, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Yu Li
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, College of Agronomy, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Yelan Guang
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, College of Agronomy, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Jinhui Lin
- Fruit Research Institute, Fujian Academy of Agricultural science, Fuzhou 350013, China
| | - Yong Zhou
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, College of Agronomy, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Ting Yu
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, College of Agronomy, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Fei Ding
- School of Life Sciences, Liaocheng University, Liaocheng 252000, China
| | - Yanfeng Wang
- Shaanxi Key Laboratory of Chinese Jujube, Yan’an University, Yan’an, Shaanxi 716000, China
| | - Jinyin Chen
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, College of Agronomy, Jiangxi Agricultural University, Nanchang, 330045, China
| | - Yanhong Zhou
- Department of Horticulture, Zijingang Campus, Zhejiang University, Yuhangtang Road 866, Hangzhou, 310058, China
| | - Fengfeng Dang
- Shaanxi Key Laboratory of Chinese Jujube, Yan’an University, Yan’an, Shaanxi 716000, China
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Lee J, Yeom SI. Global co-expression network for key factor selection on environmental stress RNA-seq dataset in Capsicum annuum. Sci Data 2023; 10:692. [PMID: 37828130 PMCID: PMC10570317 DOI: 10.1038/s41597-023-02592-3] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/14/2023] [Accepted: 09/21/2023] [Indexed: 10/14/2023] Open
Abstract
Environmental stresses significantly affect plant growth, development, and productivity. Therefore, a deeper understanding of the underlying stress responses at the molecular level is needed. In this study, to identify critical genetic factors associated with environmental stress responses, the entire 737.3 Gb clean RNA-seq dataset across abiotic, biotic stress, and phytohormone conditions in Capsicum annuum was used to perform individual differentially expressed gene analysis and to construct gene co-expression networks for each stress condition. Subsequently, gene networks were reconstructed around transcription factors to identify critical factors involved in the stress responses, including the NLR gene family, previously implicated in resistance. The abiotic and biotic stress networks comprise 233 and 597 hubs respectively, with 10 and 89 NLRs. Each gene within the NLR groups in the network exhibited substantial expression to particular stresses. The integrated analysis strategy of the transcriptome network revealed potential key genes for complex environmental conditions. Together, this could provide important clues to uncover novel key factors using high-throughput transcriptome data in other species as well as plants.
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Affiliation(s)
- Junesung Lee
- Division of Applied Life Science (BK21 Four), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Korea
| | - Seon-In Yeom
- Division of Applied Life Science (BK21 Four), Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Korea.
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Zhou Y, Li Y, Yu T, Li J, Qiu X, Zhu C, Liu J, Dang F, Yang Y. Characterization of the B-BOX gene family in pepper and the role of CaBBX14 in defense response against Phytophthora capsici infection. Int J Biol Macromol 2023; 237:124071. [PMID: 36958453 DOI: 10.1016/j.ijbiomac.2023.124071] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 02/12/2023] [Accepted: 03/05/2023] [Indexed: 03/25/2023]
Abstract
The B-box (BBX) transcription factors are widely implicated in plant growth, development, and response to various biotic and abiotic stresses. However, their roles in the response of pepper to Phytophthora capsici infection (PCI) remain largely unexplored. Here, we report a total of 25 CaBBX genes with an uneven distribution were identified in pepper genome, and their characteristics, phylogenetic relationships, gene structures, conserved domains, and expression profiles were validated. CaBBXs were classified into five major clades (I to V) based on their phylogenetic relationships and conserved domains (presence of one or two B-box domains and a CCT domain). Gene duplication analysis demonstrated that there are two segmental duplication events but no tandem duplication event within pepper genome. Conserved motif and gene structure analysis revealed that the CaBBXs in the same clade have relatively similar motif arrangements and exon-intron patterns. Expression analysis revealed that the CaBBX genes have different expression levels in various tissues, and some of which were significantly induced during PCI and exogenous salicylic acid (SA) treatment. Among them, CaBBX14 displayed remarkable changed expression during PCI and SA treatment. The silencing of CaBBX14 increases pepper susceptibility to PCI, and also decreases in SA content and expression of pathogenesis-related (PR) and SA-related genes compared with control plants. Together, these findings advance our knowledge base on biological functions of CaBBXs in pepper during PCI through the SA signaling pathway, and we provide an example demonstrating that the potential of CaBBX14 to improve pepper resistance to PCI.
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Affiliation(s)
- Yong Zhou
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China; Key Laboratory of Crop Physiology, Ecology, and Genetic Breeding, Ministry of Education, Jiangxi Agricultural University, Nanchang 330045, China
| | - Yu Li
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China
| | - Ting Yu
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China
| | - Jingwen Li
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China
| | - Xuewen Qiu
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China
| | - Chuxia Zhu
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China
| | - Jianping Liu
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China
| | - Fengfeng Dang
- Shaanxi Key Laboratory of Chinese Jujube, Yan'an University, Yan'an, Shaanxi 716000, China.
| | - Youxin Yang
- Jiangxi Key Laboratory for Postharvest Technology and Nondestructive Testing of Fruits & Vegetables, Collaborative Innovation Center of Post-Harvest Key Technology and Quality Safety of Fruits and Vegetables, Jiangxi Agricultural University, Nanchang 330045, China.
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7
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Yang Y, Hu D, Wang S, Wang Z, Zu G, Song B. First Discovery of Novel Cytosine Derivatives Containing a Sulfonamide Moiety as Potential Antiviral Agents. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2022; 70:6026-6036. [PMID: 35575698 DOI: 10.1021/acs.jafc.2c00922] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
A series of cytosine derivatives containing a sulfonamide moiety were designed and synthesized, and their antiviral activities against pepper mild mottle virus (PMMoV) were systematically evaluated. Then, a three-dimensional quantitative structure-activity relationship (3D-QSAR) model was constructed to study the structure-activity relationship according to the pEC50 of the compounds' protective activities. Next, compound A32 with preferable antiviral activity on PMMoV was obtained based on the CoMSIA and CoMFA models, with an EC50 of 19.5 μg/mL, which was superior to the template molecule A25 (21.3 μg/mL) and ningnanmycin (214.0 μg/mL). In addition, further studies showed that the antiviral activity of compound A32 against PMMoV was in accord with the up-regulation of proteins expressed in the defense response and carbon fixation in photosynthetic organisms. These results indicated that cytosine derivatives containing a sulfonamide moiety could be used as novel potential antiviral agents for further research and development.
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Affiliation(s)
- Yuyuan Yang
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Deyu Hu
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Shaobo Wang
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Zhijia Wang
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Guangcheng Zu
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Baoan Song
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
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Shi J, He H, Hu D, Song B. Defense Mechanism of Capsicum annuum L. Infected with Pepper Mild Mottle Virus Induced by Vanisulfane. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2022; 70:3618-3632. [PMID: 35297641 DOI: 10.1021/acs.jafc.2c00659] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
Pepper mild mottle virus (PMMoV), an RNA virus, is one of the most devastating pathogens in pepper crops and has a significant influence on global crop yields. PMMoV poses a major threat to the global shortage of pepper plants and other Solanaceae crops due to the lack of an effective antiviral agent. In this study, we have developed a plant immune inducer (vanisulfane), as a "plant vaccine" that boosts plant immunity against PMMoV, and studied its resistance mechanism. The protective activity of vanisulfane against PMMoV was 59.4%. Vanisulfane can enhance the activity of defense enzymes and improve the content of chlorophyll, flavonoids, and total phenols for removing harmful free radicals from plants. Furthermore, vanisulfane was found to enhance defense genes. Label-free quantitative proteomics would tackle disease resistance pathways of vanisulfane. According to Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analysis, differentially abundant proteins (DAPs) are mainly involved in starch and sucrose metabolism, photosynthesis, MAPK signaling pathway, and oxidative phosphorylation pathway. These results are crucial for the discovery of new pesticides, understanding the improvement of plant immunity and the antiviral activity of plant immune inducers.
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Affiliation(s)
- Jing Shi
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Hongfu He
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Deyu Hu
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
| | - Baoan Song
- State Key Laboratory Breeding Base of Green Pesticide and Agricultural Bioengineering, Key Laboratory of Green Pesticide and Agricultural Bioengineering, Ministry of Education, Guizhou University, Huaxi District, Guiyang 550025, China
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9
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Kang WH, Lee J, Koo N, Kwon JS, Park B, Kim YM, Yeom SI. Universal gene co-expression network reveals receptor-like protein genes involved in broad-spectrum resistance in pepper (Capsicum annuum L.). HORTICULTURE RESEARCH 2022; 9:uhab003. [PMID: 35043174 PMCID: PMC8968494 DOI: 10.1093/hr/uhab003] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/15/2021] [Accepted: 09/08/2021] [Indexed: 05/21/2023]
Abstract
Receptor-like proteins (RLPs) on plant cells have been implicated in immune responses and developmental processes. Although hundreds of RLP genes have been identified in plants, only a few RLPs have been functionally characterized in a limited number of plant species. Here, we identified RLPs in the pepper (Capsicum annuum) genome and performed comparative transcriptomics coupled with the analysis of conserved gene co-expression networks (GCNs) to reveal the role of core RLP regulators in pepper-pathogen interactions. A total of 102 RNA-seq datasets of pepper plants infected with four pathogens were used to construct CaRLP-targeted GCNs (CaRLP-GCNs). Resistance-responsive CaRLP-GCNs were merged to construct a universal GCN. Fourteen hub CaRLPs, tightly connected with defense-related gene clusters, were identified in eight modules. Based on the CaRLP-GCNs, we evaluated whether hub CaRLPs in the universal GCN are involved in the biotic stress response. Of the nine hub CaRLPs tested by virus-induced gene silencing, three genes (CaRLP264, CaRLP277, and CaRLP351) showed defense suppression with less hypersensitive response-like cell death in race-specific and non-host resistance response to viruses and bacteria, respectively, and consistently enhanced susceptibility to Ralstonia solanacearum and/or Phytophthora capsici. These data suggest that key CaRLPs are involved in the defense response to multiple biotic stresses and can be used to engineer a plant with broad-spectrum resistance. Together, our data show that generating a universal GCN using comprehensive transcriptome datasets can provide important clues to uncover genes involved in various biological processes.
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Affiliation(s)
- Won-Hee Kang
- Institute of Agriculture & Life Science, Gyeongsang National University, 501, Jinju-daero, Gajwa-dong, Jinju, 52828,
Republic of Korea
| | - Junesung Lee
- Department of Horticulture, Division of Applied Life Science (BK21 four), Gyeongsang National University, 501, Jinju-daero, Gajwa-dong, Jinju, 52828, Republic of Korea
| | - Namjin Koo
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, 125, Gwahak-ro, Yuseong-gu, Daejeon, 34141, Republic of Korea
| | - Ji-Su Kwon
- Department of Horticulture, Division of Applied Life Science (BK21 four), Gyeongsang National University, 501, Jinju-daero, Gajwa-dong, Jinju, 52828, Republic of Korea
| | - Boseul Park
- Department of Horticulture, Division of Applied Life Science (BK21 four), Gyeongsang National University, 501, Jinju-daero, Gajwa-dong, Jinju, 52828, Republic of Korea
| | - Yong-Min Kim
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, 125, Gwahak-ro, Yuseong-gu, Daejeon, 34141, Republic of Korea
- Genome Engineering Research Center, Korea Research Institute of Bioscience and Biotechnology, 125, Gwahak-ro, Yuseong-gu, Daejeon, 34141, Republic of Korea
| | - Seon-In Yeom
- Institute of Agriculture & Life Science, Gyeongsang National University, 501, Jinju-daero, Gajwa-dong, Jinju, 52828,
Republic of Korea
- Department of Horticulture, Division of Applied Life Science (BK21 four), Gyeongsang National University, 501, Jinju-daero, Gajwa-dong, Jinju, 52828, Republic of Korea
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10
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Gao X, Jia ZQ, Tao HZ, Xu Y, Li YZ, Liu YT. Use of deep sequencing to profile small RNAs derived from tomato spotted wilt orthotospovirus and hippeastrum chlorotic ringspot orthotospovirus in infected Capsicum annuum. Virus Res 2021; 309:198648. [PMID: 34910964 DOI: 10.1016/j.virusres.2021.198648] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 11/16/2021] [Accepted: 11/23/2021] [Indexed: 10/19/2022]
Abstract
Virus-derived small RNAs are one of the key factors of RNA silencing in plant defence against viruses. We obtained virus-derived small interfering RNA profiles from Tomato spotted wilt orthotospovirus and Hippeastrum chlorotic ringspot orthotospovirus infected Capsicum annuum XX19 and XY11 by deep sequencing one day after inoculation. The vsiRNAs data were mapped to the TSWV and HCRV genomes, and the results showed that the vsiRNAs measured 19-24 nucleotides in length. Most of the vsiRNAs were mapped to the S segment of the viral genome. For XX19 and XY11 infected with HCRV, the distribution range of vsiRNAs in S RNA was 52.06-55.20%, while for XX19 and XY11 infected with TSWV, the distribution range of vsiRNAs in S RNA was 87.76-89.07%. The first base at the 5' end of the siRNA from TSWV and HCRV was primarily biased towards A, U, or C. Compared with mock-inoculated XX19 and XY11, the expression level of CaRDR1 was upregulated in TSWV- and HCRV-inoculated XX19 and XY11. CaAGO2 and CaAGO5 were upregulated in XY11 against HCRV infection, and CaRDR2 was downregulated in TSWV-infected XY11 and XX19. The profile of HCRV and TSWV vsiRNA verified in this study could be useful for selecting key vsiRNA such as those in disease-resistant varieties by artificially synthesizing amiRNA.
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Affiliation(s)
- Xue Gao
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China
| | - Zhi-Qiang Jia
- College of Plant Protection, Yunnan Agricultural University, Kunming, 650201, China
| | - Hong-Zheng Tao
- College of Plant Protection, Yunnan Agricultural University, Kunming, 650201, China; School of Life Science and Technology, Honghe University, Mengzi, 661199, China
| | - Ye Xu
- College of Public Health, Southern Medical University, Guangzhou, 510515, China
| | - Yong-Zhong Li
- College of Tobacco Science, Yunnan Agricultural University, Kunming 650201, China.
| | - Ya-Ting Liu
- College of Agronomy and Biotechnology, Yunnan Agricultural University, Kunming 650201, China.
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11
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Kalapos B, Juhász C, Balogh E, Kocsy G, Tóbiás I, Gullner G. Transcriptome profiling of pepper leaves by RNA-Seq during an incompatible and a compatible pepper-tobamovirus interaction. Sci Rep 2021; 11:20680. [PMID: 34667194 PMCID: PMC8526828 DOI: 10.1038/s41598-021-00002-5] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Accepted: 10/05/2021] [Indexed: 11/09/2022] Open
Abstract
Upon virus infections, the rapid and comprehensive transcriptional reprogramming in host plant cells is critical to ward off virus attack. To uncover genes and defense pathways that are associated with virus resistance, we carried out the transcriptome-wide Illumina RNA-Seq analysis of pepper leaves harboring the L3 resistance gene at 4, 8, 24 and 48 h post-inoculation (hpi) with two tobamoviruses. Obuda pepper virus (ObPV) inoculation led to hypersensitive reaction (incompatible interaction), while Pepper mild mottle virus (PMMoV) inoculation resulted in a systemic infection without visible symptoms (compatible interaction). ObPV induced robust changes in the pepper transcriptome, whereas PMMoV showed much weaker effects. ObPV markedly suppressed genes related to photosynthesis, carbon fixation and photorespiration. On the other hand, genes associated with energy producing pathways, immune receptors, signaling cascades, transcription factors, pathogenesis-related proteins, enzymes of terpenoid biosynthesis and ethylene metabolism as well as glutathione S-transferases were markedly activated by ObPV. Genes related to photosynthesis and carbon fixation were slightly suppressed also by PMMoV. However, PMMoV did not influence significantly the disease signaling and defense pathways. RNA-Seq results were validated by real-time qPCR for ten pepper genes. Our findings provide a deeper insight into defense mechanisms underlying tobamovirus resistance in pepper.
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Affiliation(s)
- Balázs Kalapos
- Agricultural Institute, Centre for Agricultural Research, Eötvös Lóránt Research Network (ELKH), Brunszvik utca 2, Martonvásár, 2462, Hungary
| | - Csilla Juhász
- Plant Protection Institute, Centre for Agricultural Research, Eötvös Lóránt Research Network (ELKH), Herman Ottó út 15, Budapest, 1022, Hungary
| | - Eszter Balogh
- Agricultural Institute, Centre for Agricultural Research, Eötvös Lóránt Research Network (ELKH), Brunszvik utca 2, Martonvásár, 2462, Hungary
| | - Gábor Kocsy
- Agricultural Institute, Centre for Agricultural Research, Eötvös Lóránt Research Network (ELKH), Brunszvik utca 2, Martonvásár, 2462, Hungary
| | - István Tóbiás
- Plant Protection Institute, Centre for Agricultural Research, Eötvös Lóránt Research Network (ELKH), Herman Ottó út 15, Budapest, 1022, Hungary
| | - Gábor Gullner
- Plant Protection Institute, Centre for Agricultural Research, Eötvös Lóránt Research Network (ELKH), Herman Ottó út 15, Budapest, 1022, Hungary.
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12
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Pepper Mottle Virus and Its Host Interactions: Current State of Knowledge. Viruses 2021; 13:v13101930. [PMID: 34696360 PMCID: PMC8539092 DOI: 10.3390/v13101930] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/29/2021] [Revised: 09/21/2021] [Accepted: 09/22/2021] [Indexed: 01/08/2023] Open
Abstract
Pepper mottle virus (PepMoV) is a destructive pathogen that infects various solanaceous plants, including pepper, bell pepper, potato, and tomato. In this review, we summarize what is known about the molecular characteristics of PepMoV and its interactions with host plants. Comparisons of symptom variations caused by PepMoV isolates in plant hosts indicates a possible relationship between symptom development and genetic variation. Researchers have investigated the PepMoV–plant pathosystem to identify effective and durable genes that confer resistance to the pathogen. As a result, several recessive pvr or dominant Pvr resistance genes that confer resistance to PepMoV in pepper have been characterized. On the other hand, the molecular mechanisms underlying the interaction between these resistance genes and PepMoV-encoded genes remain largely unknown. Our understanding of the molecular interactions between PepMoV and host plants should be increased by reverse genetic approaches and comprehensive transcriptomic analyses of both the virus and the host genes.
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13
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Kim MS, Chae GY, Oh S, Kim J, Mang H, Kim S, Choi D. Comparative analysis of de novo genomes reveals dynamic intra-species divergence of NLRs in pepper. BMC PLANT BIOLOGY 2021; 21:247. [PMID: 34059006 PMCID: PMC8166135 DOI: 10.1186/s12870-021-03057-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/23/2021] [Accepted: 05/17/2021] [Indexed: 06/12/2023]
Abstract
BACKGROUND Peppers (Capsicum annuum L.) containing distinct capsaicinoids are the most widely cultivated spices in the world. However, extreme genomic diversity among species represents an obstacle to breeding pepper. RESULTS Here, we report de novo genome assemblies of Capsicum annuum 'Early Calwonder (non-pungent, ECW)' and 'Small Fruit (pungent, SF)' along with their annotations. In total, we assembled 2.9 Gb of ECW and SF genome sequences, representing over 91% of the estimated genome sizes. Structural and functional annotation of the two pepper genomes generated about 35,000 protein-coding genes each, of which 93% were assigned putative functions. Comparison between newly and publicly available pepper gene annotations revealed both shared and specific gene content. In addition, a comprehensive analysis of nucleotide-binding and leucine-rich repeat (NLR) genes through whole-genome alignment identified five significant regions of NLR copy number variation (CNV). Detailed comparisons of those regions revealed that these CNVs were generated by intra-specific genomic variations that accelerated diversification of NLRs among peppers. CONCLUSIONS Our analyses unveil an evolutionary mechanism responsible for generating CNVs of NLRs among pepper accessions, and provide novel genomic resources for functional genomics and molecular breeding of disease resistance in Capsicum species.
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Affiliation(s)
- Myung-Shin Kim
- Plant Immunity Research Center, Plant Genomics and Breeding Institute, Department of Agriculture, Forestry and Bioresources, College of Agriculture and Life Sciences, Seoul National University, Seoul, 08826, Korea
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, Korea
| | - Geun Young Chae
- Department of Environmental Horticulture, University of Seoul, Seoul, 02504, Korea
| | - Soohyun Oh
- Plant Immunity Research Center, Plant Genomics and Breeding Institute, Department of Agriculture, Forestry and Bioresources, College of Agriculture and Life Sciences, Seoul National University, Seoul, 08826, Korea
| | - Jihyun Kim
- Plant Immunity Research Center, Plant Genomics and Breeding Institute, Department of Agriculture, Forestry and Bioresources, College of Agriculture and Life Sciences, Seoul National University, Seoul, 08826, Korea
| | - Hyunggon Mang
- Plant Immunity Research Center, Plant Genomics and Breeding Institute, Department of Agriculture, Forestry and Bioresources, College of Agriculture and Life Sciences, Seoul National University, Seoul, 08826, Korea
| | - Seungill Kim
- Department of Environmental Horticulture, University of Seoul, Seoul, 02504, Korea.
| | - Doil Choi
- Plant Immunity Research Center, Plant Genomics and Breeding Institute, Department of Agriculture, Forestry and Bioresources, College of Agriculture and Life Sciences, Seoul National University, Seoul, 08826, Korea.
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, Korea.
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14
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Du JS, Hang LF, Hao Q, Yang HT, Ali S, Badawy RSE, Xu XY, Tan HQ, Su LH, Li HX, Zou KX, Li Y, Sun B, Lin LJ, Lai YS. The dissection of R genes and locus Pc5.1 in Phytophthora capsici infection provides a novel view of disease resistance in peppers. BMC Genomics 2021; 22:372. [PMID: 34016054 PMCID: PMC8139160 DOI: 10.1186/s12864-021-07705-z] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2021] [Accepted: 05/06/2021] [Indexed: 01/22/2023] Open
Abstract
Background Phytophthora capsici root rot (PRR) is a disastrous disease in peppers (Capsicum spp.) caused by soilborne oomycete with typical symptoms of necrosis and constriction at the basal stem and consequent plant wilting. Most studies on the QTL mapping of P. capsici resistance suggested a consensus broad-spectrum QTL on chromosome 5 named Pc.5.1 regardless of P. capsici isolates and resistant resources. In addition, all these reports proposed NBS-ARC domain genes as candidate genes controlling resistance. Results We screened out 10 PRR-resistant resources from 160 Capsicum germplasm and inspected the response of locus Pc.5.1 and NBS-ARC genes during P. capsici infection by comparing the root transcriptomes of resistant pepper 305R and susceptible pepper 372S. To dissect the structure of Pc.5.1, we anchored genetic markers onto pepper genomic sequence and made an extended Pc5.1 (Ext-Pc5.1) located at 8.35Mb38.13Mb on chromosome 5 which covered all Pc5.1 reported in publications. A total of 571 NBS-ARC genes were mined from the genome of pepper CM334 and 34 genes were significantly affected by P. capsici infection in either 305R or 372S. Only 5 inducible NBS-ARC genes had LRR domains and none of them was positioned at Ext-Pc5.1. Ext-Pc5.1 did show strong response to P. capsici infection and there were a total of 44 differentially expressed genes (DEGs), but no candidate genes proposed by previous publications was included. Snakin-1 (SN1), a well-known antimicrobial peptide gene located at Pc5.1, was significantly decreased in 372S but not in 305R. Moreover, there was an impressive upregulation of sugar pathway genes in 305R, which was confirmed by metabolite analysis of roots. The biological processes of histone methylation, histone phosphorylation, DNA methylation, and nucleosome assembly were strongly activated in 305R but not in 372S, indicating an epigenetic-related defense mechanism. Conclusions Those NBS-ARC genes that were suggested to contribute to Pc5.1 in previous publications did not show any significant response in P. capsici infection and there were no significant differences of these genes in transcription levels between 305R and 372S. Other pathogen defense-related genes like SN1 might account for Pc5.1. Our study also proposed the important role of sugar and epigenetic regulation in the defense against P. capsici. Supplementary Information The online version contains supplementary material available at 10.1186/s12864-021-07705-z.
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Affiliation(s)
- Jin-Song Du
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Lin-Feng Hang
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Qian Hao
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Hai-Tao Yang
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Siyad Ali
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | | | - Xiao-Yu Xu
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Hua-Qiang Tan
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Li-Hong Su
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Huan-Xiu Li
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Kai-Xi Zou
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Yu Li
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Bo Sun
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Li-Jin Lin
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China
| | - Yun-Song Lai
- College of Horticulture, Sichuan Agricultural University, Chengdu, 611130, China.
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15
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Jiao Y, An M, Li X, Yu M, Zhao X, Xia Z, Wu Y. Transcriptomic and functional analyses reveal an antiviral role of autophagy during pepper mild mottle virus infection. BMC PLANT BIOLOGY 2020; 20:495. [PMID: 33121441 PMCID: PMC7596970 DOI: 10.1186/s12870-020-02711-x] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2020] [Accepted: 10/20/2020] [Indexed: 05/03/2023]
Abstract
BACKGROUND Pepper mild mottle virus (PMMoV) is a member in the genus Tobamovirus and infects mainly solanaceous plants. However, the mechanism of virus-host interactions remains unclear. To explore the responses of pepper plants to PMMoV infection, we analyzed the transcriptomic changes in pepper plants after PMMoV infection using a high-throughput RNA sequencing approach and explored the roles of host autophagy in regulating PMMoV infection. RESULTS A total of 197 differentially expressed genes (DEGs) were obtained after PMMoV infection, including 172 significantly up-regulated genes and 25 down-regulated genes. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses revealed that most up-regulated DEGs were involved in plant abiotic and biotic stresses. Further analyses showed the expressions of multiple autophagy-related genes (ATGs) were increased after PMMoV infection in pepper and Nicotiana benthamiana plants. Through confocal microscopy and transmission electron microscopy, we have found that PMMoV infection in plant can induce autophagy, evidenced by the increased number of GFP-ATG8a fluorescent punctate and the appearance of double membrane autophagic structures in cells of N. benthamiana. Additionally, inhibition of autophagy significantly increased PMMoV RNA accumulation and aggravated systemic PMMoV symptoms through autophagy inhibitor (3-MA and E64d) treatment and silencing of NbATG expressions by a Tobacco rattle virus-induced gene silencing assays. These results indicated that autophagy played a positive role in plant resistance to PMMoV infection. CONCLUSIONS Taken together, our results provide a transcriptomic insight into pepper responding to PMMoV infection and reveal that autophagy induced by PMMoV infection has an antiviral role in regulating PMMoV infection. These results also help us to better understand the mechanism controlling PMMoV infection in plants and to develop better strategies for breeding projects for virus-resistant crops.
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Affiliation(s)
- Yubing Jiao
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - Mengnan An
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - Xiaodong Li
- General Station of Forest and Grassland Pest and Diseases Control, National Forestry and Grassland Administration, Shenyang, 110034, China
| | - Man Yu
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - Xiuxiang Zhao
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - Zihao Xia
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China.
| | - Yuanhua Wu
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China.
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16
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Lee J, Nam JY, Jang H, Kim N, Kim YM, Kang WH, Yeom SI. Comprehensive transcriptome resource for response to phytohormone-induced signaling in Capsicum annuum L. BMC Res Notes 2020; 13:440. [PMID: 32943083 PMCID: PMC7499990 DOI: 10.1186/s13104-020-05281-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/07/2020] [Accepted: 09/09/2020] [Indexed: 11/29/2022] Open
Abstract
OBJECTIVES Phytohormones are small signaling molecules with crucial roles in plant growth, development, and environmental adaptation to biotic and abiotic stress responses. Despite several previously published molecular studies focused on plant hormones, our understanding of the transcriptome induced by phytohormones remains unclear, especially in major crops. Here, we aimed to provide transcriptome dataset using RNA sequencing for phytohormone-induced signaling in plant. DATA DESCRIPTION We used high-throughput RNA sequencing profiling to investigate the pepper plant response to treatment with four major phytohormones (salicylic acid, jasmonic acid, ethylene, and abscisic acid). This dataset yielded 78 samples containing three biological replicates per six different time points for each treatment and the control, constituting 187.8 Gb of transcriptome data (2.4 Gb of each sample). This comprehensive parallel transcriptome data provides valuable information for understanding the relationships and molecular networks that regulate the expression of phytohormone-related genes involved in plant developments and environmental stress adaptation.
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Affiliation(s)
- Junesung Lee
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21), Gyeongsang National University, Jinju, 52828 Republic of Korea
| | - Jae-Young Nam
- Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828 Republic of Korea
| | - Hakgi Jang
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21), Gyeongsang National University, Jinju, 52828 Republic of Korea
| | - Nayoung Kim
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21), Gyeongsang National University, Jinju, 52828 Republic of Korea
| | - Yong-Min Kim
- Genome Engineering Research Center, Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, 34141 Republic of Korea
| | - Won-Hee Kang
- Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828 Republic of Korea
| | - Seon-In Yeom
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21), Gyeongsang National University, Jinju, 52828 Republic of Korea
- Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828 Republic of Korea
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17
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Baba VY, Powell AF, Ivamoto-Suzuki ST, Pereira LFP, Vanzela ALL, Giacomin RM, Strickler SR, Mueller LA, Rodrigues R, Gonçalves LSA. Capsidiol-related genes are highly expressed in response to Colletotrichum scovillei during Capsicum annuum fruit development stages. Sci Rep 2020; 10:12048. [PMID: 32694584 PMCID: PMC7374708 DOI: 10.1038/s41598-020-68949-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Accepted: 07/03/2020] [Indexed: 11/23/2022] Open
Abstract
Capsicum annuum is one of the most important horticultural crops worldwide. Anthracnose disease (Colletotrichum spp.) is a major constraint for chili production, causing substantial losses. Capsidiol is a sesquiterpene phytoalexin present in pepper fruits that can enhance plant resistance. The genetic mechanisms involved in capisidiol biosynthesis are still poorly understood. In this study, a 3′ RNA sequencing approach was used to develop the transcriptional profile dataset of C. annuum genes in unripe (UF) and ripe fruits (RF) in response to C. scovillei infection. Results showed 4,845 upregulated and 4,720 downregulated genes in UF, and 2,560 upregulated and 1,762 downregulated genes in RF under fungus inoculation. Four capsidiol-related genes were selected for RT-qPCR analysis, two 5-epi-aristolochene synthase (CA12g05030, CA02g09520) and two 5-epi-aristolochene-1,3-dihydroxylase genes (CA12g05070, CA01g05990). CA12g05030 and CA01g05990 genes showed an early response to fungus infection in RF (24 h post-inoculation—HPI), being 68-fold and 53-fold more expressed at 96 HPI, respectively. In UF, all genes showed a late response, especially CA12g05030, which was 700-fold more expressed at 96 HPI compared to control plants. We are proving here the first high-throughput expression dataset of pepper fruits in response to anthracnose disease in order to contribute for future pepper breeding programs.
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Affiliation(s)
- Viviane Y Baba
- Laboratório de Ecofisiologia e Biotecnologia Agrícola, Programa de Pós-Graduação em Agronomia, Universidade Estadual de Londrina, Londrina, Brazil
| | | | - Suzana T Ivamoto-Suzuki
- Laboratório de Ecofisiologia e Biotecnologia Agrícola, Programa de Pós-Graduação em Agronomia, Universidade Estadual de Londrina, Londrina, Brazil.,Instituto de Biociências, Universidade Estadual Paulista, Rio Claro, Brazil
| | | | - André L L Vanzela
- Laboratório de Citogenética e Diversidade Vegetal, Universidade Estadual de Londrina, Londrina, Brazil
| | - Renata M Giacomin
- Laboratório de Ecofisiologia e Biotecnologia Agrícola, Programa de Pós-Graduação em Agronomia, Universidade Estadual de Londrina, Londrina, Brazil
| | | | | | - Rosana Rodrigues
- Genética e Melhoramento de Plantas, Universidade Estadual do Norte Fluminense Darcy Ribeiro, Campos dos Goytacazes, Brazil
| | - Leandro S A Gonçalves
- Laboratório de Ecofisiologia e Biotecnologia Agrícola, Programa de Pós-Graduação em Agronomia, Universidade Estadual de Londrina, Londrina, Brazil.
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18
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Li Y, Yu T, Wu T, Wang R, Wang H, Du H, Xu X, Xie D, Xu X. The dynamic transcriptome of pepper (Capsicum annuum) whole roots reveals an important role for the phenylpropanoid biosynthesis pathway in root resistance to Phytophthora capsici. Gene 2020; 728:144288. [DOI: 10.1016/j.gene.2019.144288] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2019] [Revised: 12/12/2019] [Accepted: 12/12/2019] [Indexed: 10/25/2022]
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19
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Kang WH, Sim YM, Koo N, Nam JY, Lee J, Kim N, Jang H, Kim YM, Yeom SI. Transcriptome profiling of abiotic responses to heat, cold, salt, and osmotic stress of Capsicum annuum L. Sci Data 2020; 7:17. [PMID: 31932587 PMCID: PMC6957515 DOI: 10.1038/s41597-020-0352-7] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2019] [Accepted: 12/17/2019] [Indexed: 01/17/2023] Open
Abstract
Peppers (Capsicum annuum L.), belonging to the Solanaceae family, are one of the most economically important crops globally. Like other crops, peppers are threatened by diverse environmental conditions due to different pathogens and abiotic stresses. High-quality reference genomes with massive datasets of transcriptomes from various conditions can provide clues to preferred agronomic traits for breeding. However, few global gene expression profiling datasets have been published to examine the environmental stress-resistant mechanisms in peppers. In this study, we report the RNA-seq analyses of peppers treated with heat, cold, salinity, and osmotic stress at six different time points. RNA-seq libraries from 78 RNA samples containing three biological replicates per time point for each of the abiotic stresses and a mock control were constructed. A total of 204.68 Gb of transcriptome data were verified by differentially expressed genes and gene ontology enrichment analysis. Analyses of the transcriptome data in this study will provide useful information for basic studies of various stimuli to facilitate the development of stress-resistant pepper cultivars.
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Affiliation(s)
- Won-Hee Kang
- Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Young Mi Sim
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, 34141, Republic of Korea
| | - Namjin Koo
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, 34141, Republic of Korea
| | - Jae-Young Nam
- Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Junesung Lee
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21 Plus Program), Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Nayoung Kim
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21 Plus Program), Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Hakgi Jang
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21 Plus Program), Gyeongsang National University, Jinju, 52828, Republic of Korea
| | - Yong-Min Kim
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejeon, 34141, Republic of Korea
| | - Seon-In Yeom
- Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, Republic of Korea.
- Department of Agricultural Plant Science, Division of Applied Life Science (BK21 Plus Program), Gyeongsang National University, Jinju, 52828, Republic of Korea.
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20
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Guo Q, Liu H, Zhang X, Zhang T, Li C, Xiang X, Cui W, Fang P, Wan H, Cao C, Zhao D. Genome-wide identification and expression analysis of the carotenoid metabolic pathway genes in pepper ( Capsicum annuum L.). BIOTECHNOL BIOTEC EQ 2020. [DOI: 10.1080/13102818.2020.1824618] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022] Open
Affiliation(s)
- Qinwei Guo
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
| | - Huiqin Liu
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
| | - Xinhui Zhang
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
| | - Ting Zhang
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
| | - Chaosen Li
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
| | - Xiaomin Xiang
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
| | - Wenhao Cui
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
| | - Pingping Fang
- Lab of Plant Quality and Safety Biology, College of Life Sciences, China Jiliang University, Hangzhou, PR China
| | - Hongjian Wan
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro-products, Institute of Vegetables, Zhejiang Academy of Agricultural Sciences, Hangzhou, PR China
- China-Australia Research Centre for Crop Improvement, Zhejiang Academy of Agricultural Sciences, Hangzhou, PR China
| | - Chunxin Cao
- Laboratory of Pepper Molecular Breeding, Institute of Vegetables, Jinhua Academy of Agricultural Sciences, Jinhua, PR China
| | - Dongfeng Zhao
- Quzhou Key Laboratory for Germplasm Innovation and Utilization of Crop, Institute of Vegetables, Quzhou Academy of Agricultural Sciences, Quzhou, PR China
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21
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Yu M, Liu H, Zheng H, Yan F, Zhao X, Xia Z, An M, Wu Y. Viral sequences required for efficient viral infection differ between two Chinese pepper mild mottle virus isolates. Virus Res 2019; 267:9-15. [PMID: 31039366 DOI: 10.1016/j.virusres.2019.04.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2019] [Revised: 04/18/2019] [Accepted: 04/21/2019] [Indexed: 11/16/2022]
Abstract
Pepper mild mottle virus (PMMoV) causes mosaic symptoms and malformation on both leaf and fruit of pepper, reduces considerable economical yields and poses threats to human health. In this study, infectious clone of PMMoV Huludao (HLD) isolate (pCB-PMMoV-HLD) was constructed and its infectious ablility in Nicotiana benthamiana was confirmed by virions observation and Northern blot analysis. The mutant PMMoV (HLD-fsCP) that cannot express coat protein (CP) showed reduced viral accumulation but can systemically infect N. benthamiana. We constructed several chimeric mutant viruses (ZA-HB-HC, HA-ZB-HC, HA-HB-ZC and HA-ZB-ZC) by sequences substitution between PMMoV-HLD and PMMoV Zhejiang isolates (PMMoV-ZJ) and analyzed their infectious abilities in N. benthamiana and Capsicum annuum. The results showed that the chimera virus expressed by pCB-ZA-HB-HC, pCB-HA-HB-ZC and pCB-HA-ZB-ZC, but not by pCB-HA-ZB-HC, exhibited reduced infectious ability compared with wild-type PMMoV-ZJ and PMMoV-HLD, which indicated that RNA sequences required for efficient infection of PMMoV differ between the two virus isolates. The differential requirement of viral RNA sequences for efficient PMMoV infection provided theoretical value to further understand the infection and pathogenesis of PMMoV.
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Affiliation(s)
- Man Yu
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - He Liu
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - Hongying Zheng
- Institute of Plant Virology, Ningbo University, Ningbo, 315200, China
| | - Fei Yan
- Institute of Plant Virology, Ningbo University, Ningbo, 315200, China
| | - Xiuxiang Zhao
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - Zihao Xia
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China
| | - Mengnan An
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China.
| | - Yuanhua Wu
- College of Plant Protection, Shenyang Agricultural University, Shenyang, 110866, China.
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22
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Kim S, Park J, Yeom SI, Kim YM, Seo E, Kim KT, Kim MS, Lee JM, Cheong K, Shin HS, Kim SB, Han K, Lee J, Park M, Lee HA, Lee HY, Lee Y, Oh S, Lee JH, Choi E, Choi E, Lee SE, Jeon J, Kim H, Choi G, Song H, Lee J, Lee SC, Kwon JK, Lee HY, Koo N, Hong Y, Kim RW, Kang WH, Huh JH, Kang BC, Yang TJ, Lee YH, Bennetzen JL, Choi D. New reference genome sequences of hot pepper reveal the massive evolution of plant disease-resistance genes by retroduplication. Genome Biol 2017; 18:210. [PMID: 29089032 DOI: 10.1007/s13580-019-00157-1] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2017] [Revised: 06/19/2019] [Accepted: 10/06/2017] [Indexed: 05/24/2023] Open
Abstract
BACKGROUND Transposable elements are major evolutionary forces which can cause new genome structure and species diversification. The role of transposable elements in the expansion of nucleotide-binding and leucine-rich-repeat proteins (NLRs), the major disease-resistance gene families, has been unexplored in plants. RESULTS We report two high-quality de novo genomes (Capsicum baccatum and C. chinense) and an improved reference genome (C. annuum) for peppers. Dynamic genome rearrangements involving translocations among chromosomes 3, 5, and 9 were detected in comparison between C. baccatum and the two other peppers. The amplification of athila LTR-retrotransposons, members of the gypsy superfamily, led to genome expansion in C. baccatum. In-depth genome-wide comparison of genes and repeats unveiled that the copy numbers of NLRs were greatly increased by LTR-retrotransposon-mediated retroduplication. Moreover, retroduplicated NLRs are abundant across the angiosperms and, in most cases, are lineage-specific. CONCLUSIONS Our study reveals that retroduplication has played key roles for the massive emergence of NLR genes including functional disease-resistance genes in pepper plants.
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Affiliation(s)
- Seungill Kim
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Jieun Park
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, South Korea
| | - Seon-In Yeom
- Department of Agricultural Plant Science, Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, South Korea
| | - Yong-Min Kim
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejon, 34141, South Korea
| | - Eunyoung Seo
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Ki-Tae Kim
- Department of Agricultural Biotechnology, Seoul National University, Seoul, 08826, South Korea
| | - Myung-Shin Kim
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Je Min Lee
- Department of Horticultural Science, Kyungpook National University, Daegu, 41566, South Korea
| | - Kyeongchae Cheong
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, South Korea
- Department of Agricultural Biotechnology, Seoul National University, Seoul, 08826, South Korea
| | - Ho-Sub Shin
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Saet-Byul Kim
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Koeun Han
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
- Vegetable Breeding Research Center, Seoul National University, Seoul, 08826, South Korea
| | - Jundae Lee
- Department of Horticulture, Chonbuk National University, Jeonju, 54896, South Korea
| | - Minkyu Park
- Department of Genetics, University of Georgia, Athens, GA, 30602-7223, USA
| | - Hyun-Ah Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Hye-Young Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Youngsill Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Soohyun Oh
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Joo Hyun Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Eunhye Choi
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Eunbi Choi
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - So Eui Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Jongbum Jeon
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, South Korea
| | - Hyunbin Kim
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, South Korea
| | - Gobong Choi
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, South Korea
| | - Hyeunjeong Song
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, South Korea
| | - JunKi Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Sang-Choon Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Jin-Kyung Kwon
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
- Vegetable Breeding Research Center, Seoul National University, Seoul, 08826, South Korea
| | - Hea-Young Lee
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
- Vegetable Breeding Research Center, Seoul National University, Seoul, 08826, South Korea
| | - Namjin Koo
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejon, 34141, South Korea
| | - Yunji Hong
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejon, 34141, South Korea
| | - Ryan W Kim
- Korean Bioinformation Center, Korea Research Institute of Bioscience and Biotechnology, Daejon, 34141, South Korea
| | - Won-Hee Kang
- Department of Agricultural Plant Science, Institute of Agriculture & Life Science, Gyeongsang National University, Jinju, 52828, South Korea
| | - Jin Hoe Huh
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Byoung-Cheorl Kang
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
- Vegetable Breeding Research Center, Seoul National University, Seoul, 08826, South Korea
| | - Tae-Jin Yang
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea
| | - Yong-Hwan Lee
- Interdisciplinary Program in Agricultural Genomics, Seoul National University, Seoul, 08826, South Korea
- Department of Agricultural Biotechnology, Seoul National University, Seoul, 08826, South Korea
| | | | - Doil Choi
- Department of Plant Science, Plant Genomics and Breeding Institute, Research Institute for Agriculture and Life Sciences, Seoul National University, Seoul, 08826, South Korea.
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