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Das AK, Hussain A, Methela NJ, Lee DS, Lee GJ, Woo YJ, Yun BW. Genome-wide characterization of nitric oxide-induced NBS-LRR genes from Arabidopsis thaliana and their association in monocots and dicots. BMC PLANT BIOLOGY 2024; 24:934. [PMID: 39379841 PMCID: PMC11462825 DOI: 10.1186/s12870-024-05587-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2024] [Accepted: 09/12/2024] [Indexed: 10/10/2024]
Abstract
BACKGROUND Nitric oxide (NO) is pivotal in regulating the activity of NBS-LRR specific R genes, crucial components of the plant's immune system. It is noteworthy that previous research has not included a genome-wide analysis of NO-responsive NBS-LRR genes in plants. RESULTS The current study examined 29 NO-induced NBS-LRR genes from Arabidopsis thaliana, along with two monocots (rice and maize) and two dicots (soybean and tomato) using genome-wide analysis tools. These NBS-LRR genes were subjected to comprehensive characterization, including analysis of their physio-chemical properties, phylogenetic relationships, domain and motif identification, exon/intron structures, cis-elements, protein-protein interactions, prediction of S-Nitrosylation sites, and comparison of transcriptomic and qRT-PCR data. Results showed the diverse distribution of NBS-LRR genes across chromosomes, and variations in amino acid number, exons/introns, molecular weight, and theoretical isoelectric point, and they were found in various cellular locations like the plasma membrane, cytoplasm, and nucleus. These genes predominantly harbor the NB-ARC superfamily, LRR, LRR_8, and TIR domains, as also confirmed by motif analysis. Additionally, they feature species-specific PLN00113 superfamily and RX-CC_like domain in dicots and monocots, respectively, both responsive to defense against pathogen attacks. The NO-induced NBS-LRR genes of Arabidopsis reveal the presence of cis-elements responsive to phytohormones, light, stress, and growth, suggesting a wide range of responses mediated by NO. Protein-protein interactions, coupled with the prediction of S-Nitrosylation sites, offer valuable insights into the regulatory role of NO at the protein level within each respective species. CONCLUSION These above findings aimed to provide a thorough understanding of the impact of NO on NBS-LRR genes and their relationships with key plant species.
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Affiliation(s)
- Ashim Kumar Das
- Department of Applied Biosciences, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Adil Hussain
- Department of Applied Biosciences, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, 41566, South Korea.
- Department of Agriculture, Abdul Wali Khan University Mardan, Khyber Pakhtunkhwa, Pakistan.
| | - Nusrat Jahan Methela
- Department of Applied Biosciences, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Da-Sol Lee
- Department of Applied Biosciences, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Geum-Jin Lee
- Department of Applied Biosciences, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Youn-Ji Woo
- Department of Applied Biosciences, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, 41566, South Korea
| | - Byung-Wook Yun
- Department of Applied Biosciences, College of Agriculture and Life Sciences, Kyungpook National University, Daegu, 41566, South Korea.
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Amjad A, Ahmed S, Kabir M, Arif M, Alam T. A novel deep learning identifier for promoters and their strength using heterogeneous features. Methods 2024; 230:119-128. [PMID: 39168294 DOI: 10.1016/j.ymeth.2024.08.005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/25/2024] [Revised: 07/24/2024] [Accepted: 08/17/2024] [Indexed: 08/23/2024] Open
Abstract
Promoters, which are short (50-1500 base-pair) in DNA regions, have emerged to play a critical role in the regulation of gene transcription. Numerous dangerous diseases, likewise cancer, cardiovascular, and inflammatory bowel diseases, are caused by genetic variations in promoters. Consequently, the correct identification and characterization of promoters are significant for the discovery of drugs. However, experimental approaches to recognizing promoters and their strengths are challenging in terms of cost, time, and resources. Therefore, computational techniques are highly desirable for the correct characterization of promoters from unannotated genomic data. Here, we designed a powerful bi-layer deep-learning based predictor named "PROCABLES", which discriminates DNA samples as promoters in the first-phase and strong or weak promoters in the second-phase respectively. The proposed method utilizes five distinct features, such as word2vec, k-spaced nucleotide pairs, trinucleotide propensity-based features, trinucleotide composition, and electron-ion interaction pseudopotentials, to extract the hidden patterns from the DNA sequence. Afterwards, a stacked framework is formed by integrating a convolutional neural network (CNN) with bidirectional long-short-term memory (LSTM) using multi-view attributes to train the proposed model. The PROCABLES model achieved an accuracy of 0.971 and 0.920 and the MCC 0.940 and 0.840 for the first and second-layer using the ten-fold cross-validation test, respectively. The predicted results anticipate that the proposed PROCABLES protocol outperformed the advanced computational predictors targeting promoters and their types. In summary, this research will provide useful hints for the recognition of large-scale promoters in particular and other DNA problems in general.
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Affiliation(s)
- Aqsa Amjad
- School of Systems and Technology, University of Management and Technology, Lahore 54770, Pakistan
| | - Saeed Ahmed
- School of Systems and Technology, University of Management and Technology, Lahore 54770, Pakistan
| | - Muhammad Kabir
- School of Systems and Technology, University of Management and Technology, Lahore 54770, Pakistan.
| | - Muhammad Arif
- College of Science and Engineering, Hamad Bin Khalifa University, Doha 34110, Qatar.
| | - Tanvir Alam
- College of Science and Engineering, Hamad Bin Khalifa University, Doha 34110, Qatar.
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Palmer NA, Alvarez S, Naldrett MJ, Muhle A, Sarath G, Edmé SJ, Tatineni S, Mitchell RB, Yuen G. Dynamic Reconfiguration of Switchgrass Proteomes in Response to Rust ( Puccinia novopanici) Infection. Int J Mol Sci 2023; 24:14630. [PMID: 37834079 PMCID: PMC10572835 DOI: 10.3390/ijms241914630] [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: 09/01/2023] [Revised: 09/19/2023] [Accepted: 09/26/2023] [Indexed: 10/15/2023] Open
Abstract
Switchgrass (Panicum virgatum L.) can be infected by the rust pathogen (Puccinia novopanici) and results in lowering biomass yields and quality. Label-free quantitative proteomics was conducted on leaf extracts harvested from non-infected and infected plants from a susceptible cultivar (Summer) at 7, 11, and 18 days after inoculation (DAI) to follow the progression of disease and evaluate any plant compensatory mechanisms to infection. Some pustules were evident at 7 DAI, and their numbers increased with time. However, fungal DNA loads did not appreciably change over the course of this experiment in the infected plants. In total, 3830 proteins were identified at 1% false discovery rate, with 3632 mapped to the switchgrass proteome and 198 proteins mapped to different Puccinia proteomes. Across all comparisons, 1825 differentially accumulated switchgrass proteins were identified and subjected to a STRING analysis using Arabidopsis (A. thaliana L.) orthologs to deduce switchgrass cellular pathways impacted by rust infection. Proteins associated with plastid functions and primary metabolism were diminished in infected Summer plants at all harvest dates, whereas proteins associated with immunity, chaperone functions, and phenylpropanoid biosynthesis were significantly enriched. At 18 DAI, 1105 and 151 proteins were significantly enriched or diminished, respectively. Many of the enriched proteins were associated with mitigation of cellular stress and defense.
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Affiliation(s)
- Nathan A. Palmer
- Wheat, Sorghum, and Forage Research Unit, United States Department of Agriculture-Agricultural Research Service (USDA-ARS), Lincoln, NE 68583-0937, USA; (N.A.P.); (A.M.); (S.J.E.); (S.T.); (R.B.M.)
| | - Sophie Alvarez
- Proteomics and Metabolomics Core Facility, Center for Biotechnology, University of Nebraska at Lincoln, Lincoln, NE 68588-0664, USA; (S.A.); (M.J.N.)
| | - Michael J. Naldrett
- Proteomics and Metabolomics Core Facility, Center for Biotechnology, University of Nebraska at Lincoln, Lincoln, NE 68588-0664, USA; (S.A.); (M.J.N.)
| | - Anthony Muhle
- Wheat, Sorghum, and Forage Research Unit, United States Department of Agriculture-Agricultural Research Service (USDA-ARS), Lincoln, NE 68583-0937, USA; (N.A.P.); (A.M.); (S.J.E.); (S.T.); (R.B.M.)
| | - Gautam Sarath
- Wheat, Sorghum, and Forage Research Unit, United States Department of Agriculture-Agricultural Research Service (USDA-ARS), Lincoln, NE 68583-0937, USA; (N.A.P.); (A.M.); (S.J.E.); (S.T.); (R.B.M.)
| | - Serge J. Edmé
- Wheat, Sorghum, and Forage Research Unit, United States Department of Agriculture-Agricultural Research Service (USDA-ARS), Lincoln, NE 68583-0937, USA; (N.A.P.); (A.M.); (S.J.E.); (S.T.); (R.B.M.)
| | - Satyanarayana Tatineni
- Wheat, Sorghum, and Forage Research Unit, United States Department of Agriculture-Agricultural Research Service (USDA-ARS), Lincoln, NE 68583-0937, USA; (N.A.P.); (A.M.); (S.J.E.); (S.T.); (R.B.M.)
- Department of Plant Pathology, University of Nebraska at Lincoln, Lincoln, NE 68583-0722, USA;
| | - Robert B. Mitchell
- Wheat, Sorghum, and Forage Research Unit, United States Department of Agriculture-Agricultural Research Service (USDA-ARS), Lincoln, NE 68583-0937, USA; (N.A.P.); (A.M.); (S.J.E.); (S.T.); (R.B.M.)
| | - Gary Yuen
- Department of Plant Pathology, University of Nebraska at Lincoln, Lincoln, NE 68583-0722, USA;
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Tong C, Zhang Y, Shi F. Genome-wide identification and analysis of the NLR gene family in Medicago ruthenica. Front Genet 2023; 13:1088763. [PMID: 36704335 PMCID: PMC9871256 DOI: 10.3389/fgene.2022.1088763] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 12/22/2022] [Indexed: 01/11/2023] Open
Abstract
Medicago ruthenica, important forage in the legume family, possesses high nutritional value and carries abundant tolerance genes. This study used whole-genome data of M. ruthenica to perform a genome-wide analysis of the nucleotide-binding site-leucine-rich repeat receptor (NLR) gene family, which is the largest family of plant disease resistance genes (R genes). A total of 338 NLR genes were identified in the M. ruthenica genome, including 160 typical genes that contained 80 coiled-coil (CC)-NBS-LRR (CNL) genes, 76 toll/interleukin-1 receptor (TIR)-NBS-LRR (TNL) genes, four resistance to powdery mildew 8 (RPW8)-NBS-LRR (RNL) subclass genes, and 178 atypical NLR genes encoding proteins without at least one important domain. Among its eight chromosomes, M. ruthenica chromosomes 3 and 8 contained most of the NLR genes. More than 40% of all NLR genes were located on these two chromosomes, mainly in multigene clusters. The NLR proteins of M. ruthenica had six highly conserved motifs: P-loop, GLPL, RNBS-D, kinase-2, RNBS-C, and MHDV. Phylogenetic analysis revealed that the NLR genes of M. ruthenica formed three deeply separated clades according to the N-terminal domain of the proteins encoded by these genes. Gene duplication and syntenic analysis suggested four gene duplication types in the NLR genes of M. ruthenica, namely, tandem, proximal, dispersed, and segmental duplicates, which involved 189, 49, 59, and 41 genes, respectively. A total of 41 segmental duplication genes formed 23 NLR gene pairs located on syntenic chromosomal blocks mainly between chromosomes 6 and 7. In addition, syntenic analysis between M. truncatula and M. ruthenica revealed 193 gene pairs located on syntenic chromosomal blocks of the two species. The expression analysis of M. ruthenica NLR genes showed that 303 (89.6%) of the NLR genes were expressed in different varieties. Overall, this study described the full NLR profile of the M. ruthenica genome to provide an important resource for mining disease-resistant genes and disease-resistant breeding.
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Affiliation(s)
- Chunyan Tong
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, China,Key Laboratory of Grassland Resources (IMAU), Ministry of Education, Hohhot, China
| | - Yutong Zhang
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, China,Key Laboratory of Grassland Resources (IMAU), Ministry of Education, Hohhot, China
| | - Fengling Shi
- College of Grassland, Resources and Environment, Inner Mongolia Agricultural University, Hohhot, China,Key Laboratory of Grassland Resources (IMAU), Ministry of Education, Hohhot, China,*Correspondence: Fengling Shi,
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5
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Muhle AA, Palmer NA, Edme SJ, Sarath G, Yuen G, Mitchell RB, Tatineni S. Effect of cultivar and temperature on the synergistic interaction between panicum mosaic virus and satellite panicum mosaic virus in switchgrass. Arch Virol 2022; 167:1247-1256. [PMID: 35344095 DOI: 10.1007/s00705-022-05412-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2021] [Accepted: 01/27/2022] [Indexed: 11/02/2022]
Abstract
Panicum mosaic virus (PMV), the type member of the genus Panicovirus in the family Tombusviridae, naturally infects switchgrass (Panicum virgatum L.). PMV and its molecular partner, satellite panicum mosaic virus (SPMV), interact synergistically in coinfected millets to exacerbate the disease phenotype and increase the accumulation of PMV compared to plants infected with PMV alone. In this study, we examined the reaction of switchgrass cvs. Summer and Kanlow to PMV and PMV+SPMV infections at 24°C and 32°C. Switchgrass cv. Summer was susceptible to PMV at both temperatures. In contrast, cv. Kanlow was tolerant to PMV at 24°C, but not at 32°C, suggesting that Kanlow harbors temperature-sensitive resistance to PMV. At 24°C, PMV was readily detected in inoculated leaves, but not in upper uninoculated leaves of Kanlow, suggesting that resistance to PMV was likely mediated by abrogation of long-distance virus transport. Coinfection by PMV and SPMV at 24°C and 32°C in cv. Summer, but not in Kanlow, caused increased symptomatic systemic infection and mild disease synergism with slightly increased PMV accumulation compared to plants infected with PMV alone. These data suggest that the interaction between PMV and SPMV in switchgrass is cultivar-dependent, manifested in Summer but not in Kanlow. However, co-inoculation of cv. Kanlow with PMV+SPMV caused an enhanced asymptomatic infection, suggesting a role of SPMV in enhancement of symptomless infection in a tolerant cultivar. These data suggest that enhanced asymptomatic infections in a virus-tolerant switchgrass cultivar could serve as a source of virus spread and play an important role in panicum mosaic disease epidemiology under field conditions. Our data reveal that the cultivar, coinfection with SPMV, and temperature influence the severity of symptoms elicited by PMV in switchgrass.
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Affiliation(s)
- Anthony A Muhle
- United States Department of Agriculture-Agricultural Research Service, University of Nebraska-Lincoln, Lincoln, USA.,Department of Plant Pathology, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Nathan A Palmer
- United States Department of Agriculture-Agricultural Research Service, University of Nebraska-Lincoln, Lincoln, USA
| | - Serge J Edme
- United States Department of Agriculture-Agricultural Research Service, University of Nebraska-Lincoln, Lincoln, USA.,Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, USA
| | - Gautam Sarath
- United States Department of Agriculture-Agricultural Research Service, University of Nebraska-Lincoln, Lincoln, USA.,Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, USA
| | - Gary Yuen
- Department of Plant Pathology, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA
| | - Robert B Mitchell
- United States Department of Agriculture-Agricultural Research Service, University of Nebraska-Lincoln, Lincoln, USA.,Department of Agronomy and Horticulture, University of Nebraska-Lincoln, Lincoln, USA
| | - Satyanarayana Tatineni
- United States Department of Agriculture-Agricultural Research Service, University of Nebraska-Lincoln, Lincoln, USA. .,Department of Plant Pathology, University of Nebraska-Lincoln, Lincoln, NE, 68583, USA.
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Wang X, Li G, Sun Y, Qin Z, Feng P. Genome-wide analysis and characterization of GRAS family in switchgrass. Bioengineered 2021; 12:6096-6114. [PMID: 34477486 PMCID: PMC8806906 DOI: 10.1080/21655979.2021.1972606] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Panicum virgatum, a model plant of cellulosic ethanol conversion, not only has high large biomass and strong adaptability to soil, but also grows well in marginal soil and has the advantage of improving saline-alkali soil. GRAS transcription factor gene family play important roles in individual environment adaption, and these vital functions has been proved in several plants, however, the research of GRAS in the development of switchgrass (Panicum virgatum) were limited. A comprehensive study was investigated to explore the relationship between GRAS gene family and resistance. According to the phylogenetic analysis, a total of 144 GRAS genes were identified and renamed which were classified into eight subfamilies. Chromosome distribution, tandem and segmental repeats analysis indicated that gene duplication events contributed a lot to the expansion of GRAS genes in the switchgrass genome. Sixty-six GRAS genes in switchgrass were identified as having orthologous genes with rice through gene duplication analysis. Most of these GRAS genes contained zero or one intron, and closely related genes in evolution shared similar motif composition. Interaction networks were analyzed including DELLA and ten interaction proteins that were primarily involved in gibberellin acid mediated signaling. Notably, online analysis indicated that the promoter regions of the identified PvGRAS genes contained many cis-elements including light responsive elements, suggesting that PvGRAS might involve in light signal cross-talking. This work provides key insights into resistance and bioavailability in switchgrass and would be helpful to further study the function of GRAS and GRAS-mediated signal transduction pathways.
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Affiliation(s)
- Xiaoqin Wang
- Department of Anesthesiology, Changzhi Medical College, Changzhi, Shanxi, China
| | - Guixia Li
- Department of Basic Medicine, Changzhi Medical College, Changzhi, Shanxi, China
| | - Yajing Sun
- Department of Biochemistry and Molecular Biology, College of Life Sciences, Jilin University, Changchun, Jilin, China
| | - Zhongyu Qin
- Department of Basic Medicine, Changzhi Medical College, Changzhi, Shanxi, China
| | - Pengcheng Feng
- Department of Basic Medicine, Changzhi Medical College, Changzhi, Shanxi, China
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7
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Si Z, Qiao Y, Zhang K, Ji Z, Han J. Characterization of Nucleotide Binding -Site-Encoding Genes in Sweetpotato, Ipomoea batatas(L.) Lam., and Their Response to Biotic and Abiotic Stresses. Cytogenet Genome Res 2021; 161:257-271. [PMID: 34320507 DOI: 10.1159/000515834] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2021] [Accepted: 03/12/2021] [Indexed: 11/19/2022] Open
Abstract
Sweetpotato, Ipomoea batatas (L.) Lam., is an important and widely grown crop, yet its production is affected severely by biotic and abiotic stresses. The nucleotide binding site (NBS)-encoding genes have been shown to improve stress tolerance in several plant species. However, the characterization of NBS-encoding genes in sweetpotato is not well-documented to date. In this study, a comprehensive analysis of NBS-encoding genes has been conducted on this species by using bioinformatics and molecular biology methods. A total of 315 NBS-encoding genes were identified, and 260 of them contained all essential conserved domains while 55 genes were truncated. Based on domain architectures, the 260 NBS-encoding genes were grouped into 6 distinct categories. Phylogenetic analysis grouped these genes into 3 classes: TIR, CC (I), and CC (II). Chromosome location analysis revealed that the distribution of NBS-encoding genes in chromosomes was uneven, with a number ranging from 1 to 34. Multiple stress-related regulatory elements were detected in the promoters, and the NBS-encoding genes' expression profiles under biotic and abiotic stresses were obtained. According to the bioinformatics analysis, 9 genes were selected for RT-qPCR analysis. The results revealed that IbNBS75, IbNBS219, and IbNBS256 respond to stem nematode infection; Ib-NBS240, IbNBS90, and IbNBS80 respond to cold stress, while IbNBS208, IbNBS71, and IbNBS159 respond to 30% PEG treatment. We hope these results will provide new insights into the evolution of NBS-encoding genes in the sweetpotato genome and contribute to the molecular breeding of sweetpotato in the future.
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Affiliation(s)
- Zengzhi Si
- Hebei Key Laboratory of Crop Stress Biology, Hebei Normal University of Science and Technology, Qinhuangdao, China
| | - Yake Qiao
- Hebei Key Laboratory of Crop Stress Biology, Hebei Normal University of Science and Technology, Qinhuangdao, China
| | - Kai Zhang
- Hebei Key Laboratory of Crop Stress Biology, Hebei Normal University of Science and Technology, Qinhuangdao, China
| | - Zhixin Ji
- Hebei Key Laboratory of Crop Stress Biology, Hebei Normal University of Science and Technology, Qinhuangdao, China
| | - Jinling Han
- Hebei Key Laboratory of Crop Stress Biology, Hebei Normal University of Science and Technology, Qinhuangdao, China
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Wang W, Wang Y, Zhang S, Xie K, Zhang C, Xi Y, Sun F. Genome-wide analysis of the abiotic stress-related bZIP family in switchgrass. Mol Biol Rep 2020; 47:4439-4454. [PMID: 32476099 DOI: 10.1007/s11033-020-05561-w] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/23/2020] [Accepted: 05/27/2020] [Indexed: 11/27/2022]
Abstract
The large basic leucine zipper (bZIP) transcription factor family is conserved in plants. These proteins regulate growth, development, and stress response. Here, we conducted a genome-wide analysis to identify the bZIP genes associated with stress resistance in switchgrass (Panicum virgatum L.). We identified 178 PvbZIPs unevenly distributed on 18 switchgrass chromosomes. An evolutionary analysis segregated them into 10 subfamilies. Gene structure and conserved motif analyses indicated that the same subfamily members shared similar intron-exon modes and motif compositions. This finding corroborated the proposed PvbZIP family grouping. A promoter analysis showed that PvbZIP genes participate in various stress responses. Phylogenetic and synteny analyses characterized 111 switchgrass bZIPs as orthologs of 70 rice bZIPs. A protein interaction network analysis revealed that 22 proteins are involved in salt and drought tolerance. An expression atlas disclosed that the expression patterns of several PvbZIPs differ among various tissues and developmental stages. Online data demonstrated that 16 PvbZIPs were significantly downregulated and five were significantly upregulated in response to heat stress. Other PvbZIPs participated in responses to abiotic stress such as salt, drought, cold, and heat. Our genome-wide analysis and identification of the switchgrass bZIP family characterized multiple candidate PvbZIPs that regulate growth and stress response. This study lays theoretical and empirical foundations for future functional investigations into other transcription factors.
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Affiliation(s)
- Weiwei Wang
- College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, China
| | - Yongfeng Wang
- College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, China
| | - Shumeng Zhang
- College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, China
| | - Kunliang Xie
- College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, China
| | - Chao Zhang
- College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, China
| | - Yajun Xi
- College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, China
| | - Fengli Sun
- College of Agronomy, Northwest A&F University, Yangling, 712100, Shaanxi, China.
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9
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Palmer NA, Chowda-Reddy RV, Muhle AA, Tatineni S, Yuen G, Edmé SJ, Mitchell RB, Sarath G. Transcriptome divergence during leaf development in two contrasting switchgrass (Panicum virgatum L.) cultivars. PLoS One 2019; 14:e0222080. [PMID: 31513611 PMCID: PMC6742388 DOI: 10.1371/journal.pone.0222080] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2019] [Accepted: 08/21/2019] [Indexed: 01/09/2023] Open
Abstract
The genetics and responses to biotic stressors of tetraploid switchgrass (Panicum virgatum L.) lowland cultivar 'Kanlow' and upland cultivar Summer are distinct and can be exploited for trait improvement. In general, there is a paucity of data on the basal differences in transcription across tissue developmental times for switchgrass cultivars. Here, the changes in basal and temporal expression of genes related to leaf functions were evaluated for greenhouse grown 'Kanlow', and 'Summer' plants. Three biological replicates of the 4th leaf pooled from 15 plants per replicate were harvested at regular intervals beginning from leaf emergence through senescence. Increases and decreases in leaf chlorophyll and N content were similar for both cultivars. Likewise, multidimensional scaling (MDS) analysis indicated both cultivar-independent and cultivar-specific gene expression. Cultivar-independent genes and gene-networks included those associated with leaf function, such as growth/senescence, carbon/nitrogen assimilation, photosynthesis, chlorophyll biosynthesis, and chlorophyll degradation. However, many genes encoding nucleotide-binding leucine rich repeat (NB-LRRs) proteins and wall-bound kinases associated with detecting and responding to environmental signals were differentially expressed. Several of these belonged to unique cultivar-specific gene co-expression networks. Analysis of genomic resequencing data provided several examples of NB-LRRs genes that were not expressed and/or apparently absent in the genomes of Summer plants. It is plausible that cultivar (ecotype)-specific genes and gene-networks could be one of the drivers for the documented differences in responses to leaf-borne pathogens between these two cultivars. Incorporating broad resistance to plant pathogens in elite switchgrass germplasm could improve sustainability of biomass production under low-input conditions.
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Affiliation(s)
- Nathan A. Palmer
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, Nebraska, United states of America
| | - R. V. Chowda-Reddy
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, Nebraska, United states of America
| | - Anthony A. Muhle
- Department of Plant Pathology, University of Nebraska-Lincoln, Lincoln, Nebraska, United states of America
| | - Satyanarayana Tatineni
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, Nebraska, United states of America
- Department of Plant Pathology, University of Nebraska-Lincoln, Lincoln, Nebraska, United states of America
| | - Gary Yuen
- Department of Plant Pathology, University of Nebraska-Lincoln, Lincoln, Nebraska, United states of America
| | - Serge J. Edmé
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, Nebraska, United states of America
| | - Robert B. Mitchell
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, Nebraska, United states of America
| | - Gautam Sarath
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, Nebraska, United states of America
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Palmer NA, Basu S, Heng-Moss T, Bradshaw JD, Sarath G, Louis J. Fall armyworm (Spodoptera frugiperda Smith) feeding elicits differential defense responses in upland and lowland switchgrass. PLoS One 2019; 14:e0218352. [PMID: 31194847 PMCID: PMC6564039 DOI: 10.1371/journal.pone.0218352] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2019] [Accepted: 05/30/2019] [Indexed: 12/14/2022] Open
Abstract
Switchgrass (Panicum virgatum L.) is a low input, high biomass perennial grass being developed for the bioenergy sector. Upland and lowland cultivars can differ in their responses to insect herbivory. Fall armyworm [FAW; Spodoptera frugiperda JE Smith (Lepidoptera: Noctuidae)] is a generalist pest of many plant species and can feed on switchgrass as well. Here, in two different trials, FAW larval mass were significantly reduced when fed on lowland cultivar Kanlow relative to larvae fed on upland cultivar Summer plants after 10 days. Hormone content of plants indicated elevated levels of the plant defense hormone jasmonic acid (JA) and its bioactive conjugate JA-Ile although significant differences were not observed. Conversely, the precursor to JA, 12-oxo-phytodienoic acid (OPDA) levels were significantly different between FAW fed Summer and Kanlow plants raising the possibility of differential signaling by OPDA in the two cultivars. Global transcriptome analysis revealed a stronger response in Kanlow plant relative to Summer plants. Among these changes were a preferential upregulation of several branches of terpenoid and phenylpropanoid biosynthesis in Kanlow plants suggesting that enhanced biosynthesis or accumulation of antifeedants could have negatively impacted FAW larval mass gain on Kanlow plants relative to Summer plants. A comparison of the switchgrass-FAW RNA-Seq dataset to those from maize-FAW and switchgrass-aphid interactions revealed that key components of plant responses to herbivory, including induction of JA biosynthesis, key transcription factors and JA-inducible genes were apparently conserved in switchgrass and maize. In addition, these data affirm earlier studies with FAW and aphids that the cultivar Kanlow can provide useful genetics for the breeding of switchgrass germplasm with improved insect resistance.
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Affiliation(s)
- Nathan A. Palmer
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, NE, United States of America
| | - Saumik Basu
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE, United States of America
| | - Tiffany Heng-Moss
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE, United States of America
| | - Jeffrey D. Bradshaw
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE, United States of America
| | - Gautam Sarath
- Wheat, Sorghum, and Forage Research Unit, USDA-ARS, Lincoln, NE, United States of America
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE, United States of America
| | - Joe Louis
- Department of Entomology, University of Nebraska-Lincoln, Lincoln, NE, United States of America
- Department of Biochemistry, University of Nebraska-Lincoln, Lincoln, NE, United States of America
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Genome-wide characterization revealed role of NBS-LRR genes during powdery mildew infection in Vitis vinifera. Genomics 2019; 112:312-322. [PMID: 30802599 DOI: 10.1016/j.ygeno.2019.02.011] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2018] [Revised: 01/11/2019] [Accepted: 02/14/2019] [Indexed: 11/23/2022]
Abstract
NBS-LRR comprises a large class of disease resistance (R) proteins that play a widespread role in plant protection against pathogens. In grapevine, powdery mildew cause significant losses in its productivity and efforts are being directed towards finding of resistance loci or genes imparting resistance/tolerance against such fungal diseases. In the present study, we performed genome-wide analysis of NBS-LRR genes during PM infection in grapevine. We identified 18, 23, 12, 16, 10, 10, 9, 20 and 14 differentially expressed NBS-LRR genes in response to PM infection in seven partially PM-resistant (DVIT3351.27, Husseine, Karadzhandal, Khalchili, Late vavilov, O34-16, Sochal) and 2 PM-susceptible (Carignan and Thompson seedless) V. vinifera accessions. Further, the identified sequences were characterized based on chromosomal locations, physicochemical properties, gene structure and motif analysis, and functional annotation by Gene Ontology (GO) mapping. The NBS-LRR genes responsive to powdery mildew could potentially be exploited to improve resistance in grapes.
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12
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Neupane S, Andersen EJ, Neupane A, Nepal MP. Genome-Wide Identification of NBS-Encoding Resistance Genes in Sunflower (Helianthus annuus L.). Genes (Basel) 2018; 9:genes9080384. [PMID: 30061549 PMCID: PMC6115920 DOI: 10.3390/genes9080384] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Revised: 07/17/2018] [Accepted: 07/20/2018] [Indexed: 01/08/2023] Open
Abstract
Nucleotide Binding Site—Leucine-Rich Repeat (NBS-LRR) genes encode disease resistance proteins involved in plants’ defense against their pathogens. Although sunflower is affected by many diseases, only a few molecular details have been uncovered regarding pathogenesis and resistance mechanisms. Recent availability of sunflower whole genome sequences in publicly accessible databases allowed us to accomplish a genome-wide identification of Toll-interleukin-1 receptor-like Nucleotide-binding site Leucine-rich repeat (TNL), Coiled Coil (CC)-NBS-LRR (CNL), Resistance to powdery mildew8 (RPW8)-NBS-LRR (RNL) and NBS-LRR (NL) protein encoding genes. Hidden Markov Model (HMM) profiling of 52,243 putative protein sequences from sunflower resulted in 352 NBS-encoding genes, among which 100 genes belong to CNL group including 64 genes with RX_CC like domain, 77 to TNL, 13 to RNL, and 162 belong to NL group. We also identified signal peptides and nuclear localization signals present in the identified genes and their homologs. We found that NBS genes were located on all chromosomes and formed 75 gene clusters, one-third of which were located on chromosome 13. Phylogenetic analyses between sunflower and Arabidopsis NBS genes revealed a clade-specific nesting pattern in CNLs, with RNLs nested in the CNL-A clade, and species-specific nesting pattern for TNLs. Surprisingly, we found a moderate bootstrap support (BS = 50%) for CNL-A clade being nested within TNL clade making both the CNL and TNL clades paraphyletic. Arabidopsis and sunflower showed 87 syntenic blocks with 1049 high synteny hits between chromosome 5 of Arabidopsis and chromosome 6 of sunflower. Expression data revealed functional divergence of the NBS genes with basal level tissue-specific expression. This study represents the first genome-wide identification of NBS genes in sunflower paving avenues for functional characterization and potential crop improvement.
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Affiliation(s)
- Surendra Neupane
- Department of Biology and Microbiology, South Dakota State University, Brookings, SD 57007, USA.
| | - Ethan J Andersen
- Department of Biology and Microbiology, South Dakota State University, Brookings, SD 57007, USA.
| | - Achal Neupane
- Department of Biology and Microbiology, South Dakota State University, Brookings, SD 57007, USA.
| | - Madhav P Nepal
- Department of Biology and Microbiology, South Dakota State University, Brookings, SD 57007, USA.
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13
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Abstract
We report data associated with the identification of 242 disease resistance genes (R-genes) in the genome of Setaria italica as presented in “Genetic diversity of disease resistance genes in foxtail millet (Setaria italica L.)” (Andersen and Nepal, 2017) [1]. Our data describe the structure and evolution of the Coiled-coil, Nucleotide-binding site, Leucine-rich repeat (CNL) R-genes in foxtail millet. The CNL genes were identified through rigorous extraction and analysis of recently available plant genome sequences using cutting-edge analytical software. Data visualization includes gene structure diagrams, chromosomal syntenic maps, a chromosomal density plot, and a maximum-likelihood phylogenetic tree comparing Sorghum bicolor, Panicum virgatum, Setaria italica, and Arabidopsis thaliana. Compilation of InterProScan annotations, Gene Ontology (GO) annotations, and Basic Local Alignment Search Tool (BLAST) results for the 242 R-genes identified in the foxtail millet genome are also included in tabular format.
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Affiliation(s)
- Ethan J Andersen
- Department of Biology and Microbiology, South Dakota State University, Brookings, SD, USA
| | - Madhav P Nepal
- Department of Biology and Microbiology, South Dakota State University, Brookings, SD, USA
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Genome-wide survey of switchgrass NACs family provides new insights into motif and structure arrangements and reveals stress-related and tissue-specific NACs. Sci Rep 2017; 7:3056. [PMID: 28596552 PMCID: PMC5465074 DOI: 10.1038/s41598-017-03435-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2016] [Accepted: 05/17/2017] [Indexed: 11/16/2022] Open
Abstract
NAC proteins comprise of a plant-specific transcription factor (TF) family and play important roles in plant development and stress responses. Switchgrass (Panicum virgatum) is the prime candidate and model bioenergy grass across the world. Excavating agronomically valuable genes is important for switchgrass molecular breeding. In this study, a total of 251 switchgrass NAC (PvNACs) family genes clustered into 19 subgroups were analyzed, and those potentially involved in stress response or tissue-specific expression patterns were pinpointed. Specifically, 27 PvNACs were considered as abiotic stress-related including four membrane-associated ones. Among 40 tissue-specific PvNACs expression patterns eight factors were identified that might be relevant for lignin biosynthesis and/or secondary cell wall formation. Conserved functional domains and motifs were also identified among the PvNACs and potential association between these motifs and their predicted functions were proposed, that might encourage experimental studies to use PvNACs as possible targets to improve biomass production and abiotic stress tolerance.
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