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Wang Z, Yuan H, Yan J, Liu J. Identification, characterization, and design of plant genome sequences using deep learning. THE PLANT JOURNAL : FOR CELL AND MOLECULAR BIOLOGY 2024. [PMID: 39666835 DOI: 10.1111/tpj.17190] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/03/2024] [Revised: 11/11/2024] [Accepted: 11/23/2024] [Indexed: 12/14/2024]
Abstract
Due to its excellent performance in processing large amounts of data and capturing complex non-linear relationships, deep learning has been widely applied in many fields of plant biology. Here we first review the application of deep learning in analyzing genome sequences to predict gene expression, chromatin interactions, and epigenetic features (open chromatin, transcription factor binding sites, and methylation sites) in plants. Then, current motif mining and functional component design and synthesis based on generative adversarial networks, large models, and attention mechanisms are elaborated in detail. The progress of protein structure and function prediction, genomic prediction, and large model applications based on deep learning is also discussed. Finally, this work provides prospects for the future development of deep learning in plants with regard to multiple omics data, algorithm optimization, large language models, sequence design, and intelligent breeding.
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Affiliation(s)
- Zhenye Wang
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- Hubei Key Laboratory of Agricultural Bioinformatics, Huazhong Agricultural University, Wuhan, 430070, China
- College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
| | - Hao Yuan
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- Hubei Key Laboratory of Agricultural Bioinformatics, Huazhong Agricultural University, Wuhan, 430070, China
- College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
| | - Jianbing Yan
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- Hubei Hongshan Laboratory, Wuhan, 430070, China
| | - Jianxiao Liu
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan, 430070, China
- Hubei Key Laboratory of Agricultural Bioinformatics, Huazhong Agricultural University, Wuhan, 430070, China
- College of Informatics, Huazhong Agricultural University, Wuhan, 430070, China
- Hubei Hongshan Laboratory, Wuhan, 430070, China
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Kumari K, Sherpa T, Dey N. Analysis of plant pararetrovirus promoter sequence(s) for developing a useful synthetic promoter with enhanced activity in rice, pearl millet, and tobacco plants. FRONTIERS IN PLANT SCIENCE 2024; 15:1426479. [PMID: 39166238 PMCID: PMC11333926 DOI: 10.3389/fpls.2024.1426479] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/01/2024] [Accepted: 07/04/2024] [Indexed: 08/22/2024]
Abstract
Promoters are one of the most important components for many gene-based research as they can fine-tune precise gene expression. Many unique plant promoters have been characterized, but strong promoters with dual expression in both monocot and dicot systems are still lacking. In this study, we attempted to make such a promoter by combining specific domains from monocot-infecting pararetroviral-based promoters sugarcane bacilliform virus (SCBV) and banana streak virus (BSV) to a strong dicot-infecting pararetroviral-based promoter mirabilis mosaic virus (MMV). The generated chimeric promoters, MS, SM, MB, and BM, were tested in monocot and dicot systems and further validated in transgenic tobacco plants. We found that the developed chimeric promoters were species-specific (monocot or dicot), which depended on their respective core promoter (CP) region. Furthermore, with this knowledge, deletion-hybrid promoters were developed and evaluated, which led to the development of a unique dual-expressing promoter, MSD3, with high gene expression efficiency (GUS and GFP reporter genes) in rice, pearl millet, and tobacco plants. We conclude that the MSD3 promoter can be an important genetic tool and will be valuable in plant biology research and application.
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Affiliation(s)
- Khushbu Kumari
- Division of Plant Biotechnology, Institute of Life Sciences, Bhubaneswar, Odisha, India
- Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana, India
| | - Tsheten Sherpa
- Division of Plant Biotechnology, Institute of Life Sciences, Bhubaneswar, Odisha, India
- Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana, India
| | - Nrisingha Dey
- Division of Plant Biotechnology, Institute of Life Sciences, Bhubaneswar, Odisha, India
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Yasmeen E, Wang J, Riaz M, Zhang L, Zuo K. Designing artificial synthetic promoters for accurate, smart, and versatile gene expression in plants. PLANT COMMUNICATIONS 2023:100558. [PMID: 36760129 PMCID: PMC10363483 DOI: 10.1016/j.xplc.2023.100558] [Citation(s) in RCA: 18] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/20/2022] [Revised: 01/30/2023] [Accepted: 02/06/2023] [Indexed: 06/18/2023]
Abstract
With the development of high-throughput biology techniques and artificial intelligence, it has become increasingly feasible to design and construct artificial biological parts, modules, circuits, and even whole systems. To overcome the limitations of native promoters in controlling gene expression, artificial promoter design aims to synthesize short, inducible, and conditionally controlled promoters to coordinate the expression of multiple genes in diverse plant metabolic and signaling pathways. Synthetic promoters are versatile and can drive gene expression accurately with smart responses; they show potential for enhancing desirable traits in crops, thereby improving crop yield, nutritional quality, and food security. This review first illustrates the importance of synthetic promoters, then introduces promoter architecture and thoroughly summarizes advances in synthetic promoter construction. Restrictions to the development of synthetic promoters and future applications of such promoters in synthetic plant biology and crop improvement are also discussed.
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Affiliation(s)
- Erum Yasmeen
- Single Cell Research Center, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Jin Wang
- Biotechnology Research Institute, Chinese Academy of Agricultural Sciences, Beijing, China
| | - Muhammad Riaz
- Single Cell Research Center, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Lida Zhang
- Single Cell Research Center, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China
| | - Kaijing Zuo
- Single Cell Research Center, School of Agriculture and Biology, Shanghai Jiao Tong University, Shanghai 200240, China.
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Sherpa T, Jha DK, Kumari K, Chanwala J, Dey N. Synthetic sub-genomic transcript promoter from Horseradish Latent Virus (HRLV). PLANTA 2023; 257:40. [PMID: 36653682 DOI: 10.1007/s00425-023-04066-7] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/29/2022] [Accepted: 12/31/2022] [Indexed: 06/17/2023]
Abstract
We characterized an efficient chimeric sub-genomic transcript promoter from Horseradish Latent Virus, FHS4, active in both dicot and monocot plants, and it could be a potential tool for plant biotechnology. Plant pararetroviruses are a rich source of novel plant promoters widely used for biotechnological applications. Here, we comprehensively characterized a unique sub-genomic transcript (Sgt) promoter of Horseradish Latent Virus (HRLV) and identified a fragment (HS4; - 340 to + 10; 351 bp) that showed the highest expression of reporter genes in both transient and transgenic assays as evidenced by biochemical, histochemical GUS reporter assay and transcript analysis of uidA gene by qRT-PCR. Phylogenetic analysis showed that the HSgt promoter was closely related to the sub-genomic promoter of the Cauliflower Mosaic Virus (CaMV19S). We found that the as-1 element and W-box played an important role in the transcriptional activity of the HS4 promoter. Furthermore, the HS4 promoter was also induced by salicylic acid. Alongside, we enhanced the activity of the HS4 promoter by coupling the enhancer region from Figwort Mosaic Virus (FMV) promoter to the upstream region of it. This hybrid promoter FHS4 was around 1.1 times stronger than the most commonly used promoter, 35S (Cauliflower Mosaic Virus full-length transcript promoter), and was efficient in driving reporter genes in both dicot and monocot plants. Subsequently, transgenic tobacco plants expressing an anti-microbial peptide BrLTP2.1 (Brassica rapa lipid transport protein 2.1), under the control of the FHS4 promoter, were developed. The in vitro anti-fungal assay revealed that the plant-derived BrLTP2.1 protein driven by an FHS4 promoter manifested increased resistance against an important plant fungal pathogen, Alternaria alternata. Finally, we concluded that the FHS4 promoter can be used as an alternative to the 35S promoter and has a high potential to become an efficient tool in plant biotechnology.
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Affiliation(s)
- Tsheten Sherpa
- Division of Plant Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
- Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana (NCR Delhi), 121001, India
| | - Deepak Kumar Jha
- Division of Plant Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
- Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana (NCR Delhi), 121001, India
| | - Khushbu Kumari
- Division of Plant Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
- Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana (NCR Delhi), 121001, India
| | - Jeky Chanwala
- Division of Plant Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
- Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana (NCR Delhi), 121001, India
| | - Nrisingha Dey
- Division of Plant Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India.
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Saeed S, Usman B, Shim SH, Khan SU, Nizamuddin S, Saeed S, Shoaib Y, Jeon JS, Jung KH. CRISPR/Cas-mediated editing of cis-regulatory elements for crop improvement. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2022; 324:111435. [PMID: 36031021 DOI: 10.1016/j.plantsci.2022.111435] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2022] [Revised: 08/22/2022] [Accepted: 08/23/2022] [Indexed: 06/15/2023]
Abstract
To improve future agricultural production, major technological advances are required to increase crop production and yield. Targeting the coding region of genes via the Clustered Regularly Interspaced Short Palindromic Repeats/CRISPR-associated Protein (CRISPR/Cas) system has been well established and has enabled the rapid generation of transgene-free plants, which can lead to crop improvement. The emergence of the CRISPR/Cas system has also enabled scientists to achieve cis-regulatory element (CRE) editing and, consequently, engineering endogenous critical CREs to modulate the expression of target genes. Recent genome-wide association studies have identified the domestication of natural CRE variants to regulate complex agronomic quantitative traits and have allowed for their engineering via the CRISPR/Cas system. Although engineering plant CREs can be advantageous to drive gene expression, there are still many limitations to its practical application. Here, we review the current progress in CRE editing and propose future strategies to effectively target CREs for transcriptional regulation for crop improvement.
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Affiliation(s)
- Sumbul Saeed
- National Key Laboratory of Crop Genetic Improvement, Huazhong Agricultural University, Wuhan 430070, PR China
| | - Babar Usman
- Graduate School of Green-Bio Science & Crop Biotech Institute, Kyung Hee University, Yongin 17104, Republic of Korea
| | - Su-Hyeon Shim
- Graduate School of Green-Bio Science & Crop Biotech Institute, Kyung Hee University, Yongin 17104, Republic of Korea
| | - Shahid Ullah Khan
- Department of Biochemistry, Women Medical and Dental College, Khyber Medical University KPK, Pakistan
| | - Sabzoi Nizamuddin
- School of Engineering, RMIT University, Melbourne, Victoria 3001, Australia
| | - Sundus Saeed
- School of Engineering, Edith Cowan University, Joondalup, WA 6027, Australia
| | - Yasira Shoaib
- Graduate School of Green-Bio Science & Crop Biotech Institute, Kyung Hee University, Yongin 17104, Republic of Korea
| | - Jong-Seong Jeon
- Graduate School of Green-Bio Science & Crop Biotech Institute, Kyung Hee University, Yongin 17104, Republic of Korea.
| | - Ki-Hong Jung
- Graduate School of Green-Bio Science & Crop Biotech Institute, Kyung Hee University, Yongin 17104, Republic of Korea.
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Sethi L, Sherpa T, Kumari K, Dey N. Further Characterization of MUAS35SCP and FUAS35SCP Recombinant Promoters and Their Implication in Translational Research. Mol Biotechnol 2022; 64:1356-1366. [PMID: 35641838 DOI: 10.1007/s12033-022-00513-0] [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: 12/28/2021] [Accepted: 05/11/2022] [Indexed: 11/24/2022]
Abstract
Recombinant promoters are of high value in translational research. Earlier, we developed two recombinant promoters, namely MUAS35SCP and FUAS35SCP, and their transcriptional activities were found to be stronger than that of the most widely used CaMV35S promoter in dicot plants. Presently, we are reporting constitutive expression of both GUS and GFP reporters under the control of these promoters in several monocots, including rice, wheat, and pearl millet. We observed that these promoters could express the reporter genes constitutively, and their expression abilities were almost equal to that of the CaMV35S2 promoter. Plant-derived enriched PaDef (Persea americana var. drymifolia defensin) and NsDef2 (Nigella sativa L. defensin 2) antimicrobial peptides expressed under the control of these promoters arrest the growth of devastating phytopathogens like Pseudomonas syringae, Rhodococcus fascians, and Alternaria alternata. We observed that plant-derived NsDef2 and PaDef under control of these promoters showed approximately 80-90% inhibitory activity against Pseudomonas syringae. Hence, these promoters were constitutive and universal, as they can drive the expression of transgenes in both dicot and monocot plants. Alongside, these promoters could become a valuable tool for raising genetically modified plants with in-built resistance toward phytopathogens.
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Affiliation(s)
- Lini Sethi
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India.,Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana (NCR Delhi), 121001, India
| | - Tsheten Sherpa
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India.,Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana (NCR Delhi), 121001, India
| | - Khushbu Kumari
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India.,Regional Centre for Biotechnology, National Capital Region Biotech Science Cluster, Faridabad, Haryana (NCR Delhi), 121001, India
| | - Nrisingha Dey
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India.
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Song R, Tan Y, Ahmed W, Zhou G, Zhao Z. Unraveling the expression of differentially expressed proteins and enzymatic activity in response to Phytophthora nicotianae across different flue-cured tobacco cultivars. BMC Microbiol 2022; 22:112. [PMID: 35461247 PMCID: PMC9034580 DOI: 10.1186/s12866-022-02531-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Accepted: 04/11/2022] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND Black shank disease caused by Phytophthora nicotianae is a serious threat to flue-cured tobacco production. Whole-plant resistance is characterized by the expression of a number of pathogenesis-related proteins, genes, and the activity of different defense-related enzymes. In this study, we investigated the activity of defense-related enzymes and expression of differentially expressed proteins through the iTRAQ technique across two flue-cured tobacco cultivars, i.e., K326 and Hongda, in response to the black shank pathogen. RESULTS Results showed that the highest disease incidence was recorded in flue-cured tobacco cultivar Hongda compared with K326, which shows that Hongda is more susceptible to P. nicotianae than K326. A total of 4274 differentially expressed proteins were detected at 0 h and after 24 h, 72 h of post-inoculation with P. nicotianae. We found that 17 proteins induced after inoculation with P. nicotianae, including pathogenesis (5), photosynthesis (3), oxidative phosphorylation (6), tricarboxylic acid cycle (1), heat shock (1), and 14-3-3 (1) and were involved in the resistance of flue-cured tobacco against black shank disease. The expression of 5 pathogenesis-related proteins and the activities of defense-related enzymes (PPO, POD, SOD, and MDA) were significantly higher in the leaves of K326 than Hongda after inoculation with P. nicotianae. CONCLUSION These results provide new molecular insights into flue-cured tobacco responses to P. nicotianae. It is concluded that differences in protein expressions and defense-related enzymes play an important role in developing resistance in flue-cured tobacco cultivars against black shank disease.
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Affiliation(s)
- Ruifang Song
- College of Resources and Environment, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Yujiao Tan
- College of Tobacco Science, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Waqar Ahmed
- College of Resources and Environment, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
- Key Laboratory of Agro-Biodiversity and Pest Management of Ministry of Education, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Guisu Zhou
- College of Tobacco Science, Yunnan Agricultural University, Kunming, 650201, Yunnan, China
| | - Zhengxiong Zhao
- College of Resources and Environment, Yunnan Agricultural University, Kunming, 650201, Yunnan, China.
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Huang D, Kosentka PZ, Liu W. Synthetic biology approaches in regulation of targeted gene expression. CURRENT OPINION IN PLANT BIOLOGY 2021; 63:102036. [PMID: 33930839 DOI: 10.1016/j.pbi.2021.102036] [Citation(s) in RCA: 19] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Revised: 02/26/2021] [Accepted: 03/01/2021] [Indexed: 05/15/2023]
Abstract
Synthetic biology approaches are highly sought-after to facilitate the regulation of targeted gene expression in plants for functional genomics research and crop trait improvement. To date, synthetic regulation of gene expression predominantly focuses at the transcription level via engineering of synthetic promoters and transcription factors, while pioneering examples have started to emerge for synthetic regulation of gene expression at the levels of mRNA stability, translation, and protein degradation. This review discusses recent advances in plant synthetic biology for the regulation of gene expression at multiple levels, and highlights their future directions.
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Affiliation(s)
- Debao Huang
- Department of Horticultural Science, North Carolina State University, Raleigh, NC 27607, USA
| | - Pawel Z Kosentka
- Department of Horticultural Science, North Carolina State University, Raleigh, NC 27607, USA
| | - Wusheng Liu
- Department of Horticultural Science, North Carolina State University, Raleigh, NC 27607, USA.
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Khadanga B, Chanwala J, Sandeep IS, Dey N. Synthetic Promoters from Strawberry Vein Banding Virus (SVBV) and Dahlia Mosaic Virus (DaMV). Mol Biotechnol 2021; 63:792-806. [PMID: 34037929 DOI: 10.1007/s12033-021-00344-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2020] [Accepted: 05/19/2021] [Indexed: 11/27/2022]
Abstract
We have constructed two intra-molecularly shuffled promoters, namely S100 and D100. The S100 recombinant promoter (621 bp) was generated by ligation of 250 bp long upstream activation sequence (UAS) of Strawberry vein banding virus (SV10UAS; - 352 to - 102 relative to TSS) with its 371 bp long TATA containing core promoter domain (SV10CP; - 352 to + 19). Likewise, 726 bp long D100 promoter was constructed by fusion of 170 bp long UAS of Dahlia mosaic virus (DaMV14UAS; - 203 to - 33) with its 556 bp long core promoter domain (DaMV4CP; - 474 to + 82). S100 and D100 promoters showed 1.8 and 2.2 times stronger activities than that of the CaMV35S promoter. The activity of the promoters is comparable to that of the CaMV35S2 promoter. Transcript analysis employing qRT-PCR and histochemical assays supported the above findings. Abscisic acid and salicylic acid induce the activity of the D100 promoter. Leaf protein obtained from Nicotiana tabacum plant expressing NSD2 gene (Nigella sativa L. defensin 2) driven by the D100 promoter showed antifungal activity against Alternaria alternata and Phoma exigua var. exigua and antibacterial activity against Pseudomonas aeruginosa and Staphylococcus aureus. Strong S100 and D100 promoters have potential to become efficient candidates for plant metabolic engineering and molecular pharming.
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Affiliation(s)
- Badrinath Khadanga
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
| | - Jeky Chanwala
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
| | - I Sriram Sandeep
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
| | - Nrisingha Dey
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India.
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Sethi L, Deb D, Khadanga B, Dey N. Synthetic promoters from blueberry red ringspot virus (BRRV). PLANTA 2021; 253:121. [PMID: 33993348 DOI: 10.1007/s00425-021-03624-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/21/2021] [Accepted: 04/09/2021] [Indexed: 06/12/2023]
Abstract
MAIN CONCLUSION We analyzed the synthetic full-length transcript promoter of Blueberry red ringspot virus (BRRV) and developed two chimeric promoters (MBR3 and FBR3). Transcriptional activities of these chimeric promoters were found equivalent to that of the CaMV35S2 promoter. Chimeric promoters driven plant-derived PaDef protein showed high antimicrobial activities against several pathogens. Blueberry red ringspot virus (BRRV) is a pararetrovirus under the genus, Soymovirus belongs to the Caulimoviridae family. We have made a synthetic version of the BRRV-Flt promoter and analyzed its activity in detail. A 372 bp promoter fragment BR3 (- 212 to + 160) showed the strongest transcriptional activity compared with other fragments in both transient and transgenic assays; its activity was found near equivalent to that of the CaMV35S promoter. We constructed two chimeric promoters; MBR3 and FBR3 by fusing the UASs (Upstream activation sequences) of Mirabilis mosaic virus (MUAS; - 297 to - 38; 335 bp) and Figwort mosaic virus (FUAS; - 249 to - 54; 303 bp) respectively to the core promoter domain of BR3 (BR3; - 212 to + 160; 372 bp). The activities of MBR3 and FBR3 promoters were found equivalent to that of the activity of the CaMV35S2 promoter and approximately 4.0 (four) times stronger than that of the CaMV35S promoter. Histochemical and fluorometric GUS assays confirmed the above observation. The transcriptional efficacies of these recombinant promoters were tested by evaluating the antibacterial and antifungal activities of recombinant plant-derived antimicrobial peptide Persea americana var. drymifolia defensin (PaDef) driven under these promoters. Bioassays showed promising antifungal activities of the plant made PaDef against Alternaria alternata and antibacterial property against Gram-positive (S. aureus and R. fascians) and Gram-negative bacteria (E. coli and P. aeruginosa). Based upon the above results, MBR3 and FBR3 could be useful promoters for plant genetic engineering and can become useful substitutes for the widely used CaMV35S2 promoter in plant biology.
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Affiliation(s)
- Lini Sethi
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Nagar Road, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
| | - Debasish Deb
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Nagar Road, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
| | - Badrinath Khadanga
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Nagar Road, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India
| | - Nrisingha Dey
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, NALCO Nagar Road, NALCO Square, Chandrasekharpur, Bhubaneswar, Odisha, 751023, India.
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Gupta D, Dey N, Leelavathi S, Ranjan R. Development of efficient synthetic promoters derived from pararetrovirus suitable for translational research. PLANTA 2021; 253:42. [PMID: 33475866 DOI: 10.1007/s00425-021-03565-9] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2020] [Accepted: 01/04/2021] [Indexed: 06/12/2023]
Abstract
MAIN CONCLUSION In this study, useful hybrid promoters were developed for efficient ectopic gene expression in monocot and dicot plants, and they hold strong prominence in both transgenic research and biotech industries. This study deals with developing novel synthetic promoters derived from Rice Tungro Bacilliform Virus (RTBV) and Mirabilis Mosaic Virus (MMV). Despite numerous availability, there is a severe scarcity of promoters universally suitable for monocot and dicot plants. Here, eight chimeric promoter constructs were synthesized as gBlocks gene fragments through domain swapping and hybridization by incorporating important domains of previously characterized RTBV and MMV promoters. The developed promoter constructs were assessed for transient GUS expression in tobacco protoplast (Xanthi Brad) and agro-infiltrated tobacco, petunia, rice and pearl millet. Protoplast expression analysis showed that two promoter constructs, namely pUPMA-RP1-MP1GUS and pUPMA-RP4-MP1GUS exhibited 3.56 and 2.5 times higher activities than that of the CaMV35S promoter. We had observed the similar type of expression patterns of these promoters in agroinfiltration-based transient studies. RP1-MP1 and RP4-MP1 promoters exhibited 1.87- and 1.68-fold increase expression in transgenic tobacco plants; while, a 1.95-fold increase was found in RP1-MP1 transgenic rice plants when compared their activities with CaMV35S promoter. Furthermore, on evaluating these promoter constructs for their expression in the bacterial system, pUPMA-RP1-MP1GFP was found to have the highest GFP expression. Moreover, the promoter construct was also evaluated for its capacity to express the HMP3 gene. Biobeads of encapsulated bacterial cells expressing HMP3 gene under control of the pUPMA-RP4-MP1 promoter were found to reduce 72.9% copper and 29.2% zinc concentration from wastewater. Our results had demonstrated that the developed promoter constructs could be used for translational research in dicot, monocot plants and bacterial systems for efficient gene expression.
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Affiliation(s)
- Dipinte Gupta
- Plant Biotechnology Lab, Department of Botany, Faculty of Science, Dayalbagh Educational Institute (Deemed University), Dayalbagh, Agra, 282005, India
| | - Nrisingha Dey
- Institute of Life Science, Nalco Square, Bhubaneshwar, Odisha, 751023, India
| | - Sadhu Leelavathi
- Plant Biology: Plant Transformation Research Group, International Centre for Genetic Engineering and Biotechnology (ICGEB), New Delhi, 110067, India
| | - Rajiv Ranjan
- Plant Biotechnology Lab, Department of Botany, Faculty of Science, Dayalbagh Educational Institute (Deemed University), Dayalbagh, Agra, 282005, India.
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Liu T, Xiao Y, Yin J, Yi T, Zhou Z, Hsiang T, Tang Q, Chen W. Effects of Cultured Root and Soil Microbial Communities on the Disease of Nicotiana tabacum Caused by Phytophthora nicotianae. Front Microbiol 2020; 11:929. [PMID: 32499770 PMCID: PMC7243367 DOI: 10.3389/fmicb.2020.00929] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Accepted: 04/20/2020] [Indexed: 12/29/2022] Open
Abstract
BACKGROUND Black shank, caused by the oomycete pathogen Phytophthora nicotianae, is responsible for huge economic losses worldwide. Research has focused on biocontrol to prevent disease and to minimize the use of synthetic fungicides. METHODS We explored and compared the efficacy of suppressive microflora cultured from soil and roots on the growth of P. nicotianae for controlling the incidence of black shank. RESULTS We found that 31 microfloral communities, enriched from 40 root samples but only 18 microfloral communities from soil samples, were antagonistic to P. nicotianae. In the field experiment, the root functional microflora (RFM) showed a greater suppressiveness of black shank than the soil functional microflora (SFM), while both RFM and SFM altered diversity, composition, structure, and interaction of soil bacterial communities during plant growth. Although the inoculation of RFM onto roots significantly (p < 0.05) decreased microbial diversity, molecular ecological network analysis indicated more possible interactions among soil microbes, while an opposite trend was observed with SFM inoculation. Linear regression analysis revealed that diversity indices were negatively correlated with suppression on the black shank, suggesting that specific taxa (e.g., OTU_322 and OTU_6478) could colonize and be active during plant growth at the expense of microbial diversity. In addition, 18 functional strains, isolated and screened from 3 RMF (12 strains) and 3 SMF (6 strains), were identified as bacterial genera Acinetobacter (12), Enterobacter (1), Bacillus (1), Stenotrophomonas (2), and Citrobacter (2). Spearman's ranked correlation tests revealed that relative abundances of some OTUs affiliated with genera Acinetobacter, Enterobacter, and Bacillus were significantly (p < 0.05) and positively correlated with the level of disease suppression. CONCLUSION Microfloral communities or key functional species isolated from plant roots might be more effective in controlling black shank than those from soil, and they may be developed for disease control.
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Affiliation(s)
- Tianbo Liu
- College of Plant Protection, Hunan Agricultural University, Changsha, China
- Central South Agricultural Test Station of China Tobacco, Changsha, China
| | - Yunhua Xiao
- College of Bioscience and Biotechnology, Hunan Agricultural University, Changsha, China
| | - Jian Yin
- College of Plant Protection, Hunan Agricultural University, Changsha, China
| | - Tuyong Yi
- College of Plant Protection, Hunan Agricultural University, Changsha, China
| | - Zhicheng Zhou
- Central South Agricultural Test Station of China Tobacco, Changsha, China
| | - Tom Hsiang
- School of Environmental Sciences, University of Guelph, Guelph, ON, Canada
| | - Qianjun Tang
- College of Plant Protection, Hunan Agricultural University, Changsha, China
| | - Wu Chen
- College of Plant Protection, Hunan Agricultural University, Changsha, China
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13
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Jameel A, Noman M, Liu W, Ahmad N, Wang F, Li X, Li H. Tinkering Cis Motifs Jigsaw Puzzle Led to Root-Specific Drought-Inducible Novel Synthetic Promoters. Int J Mol Sci 2020; 21:E1357. [PMID: 32085397 PMCID: PMC7072871 DOI: 10.3390/ijms21041357] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2020] [Revised: 02/14/2020] [Accepted: 02/14/2020] [Indexed: 12/13/2022] Open
Abstract
Following an in-depth transcriptomics-based approach, we first screened out and analyzed (in silico) cis motifs in a group of 63 drought-inducible genes (in soybean). Six novel synthetic promoters (SynP14-SynP19) were designed by concatenating 11 cis motifs, ABF, ABRE, ABRE-Like, CBF, E2F-VARIANT, G-box, GCC-Box, MYB1, MYB4, RAV1-A, and RAV1-B (in multiple copies and various combination) with a minimal 35s core promoter and a 222 bp synthetic intron sequence. In order to validate their drought-inducibility and root-specificity, the designed synthetic assemblies were transformed in soybean hairy roots to drive GUS gene using pCAMBIA3301. Through GUS histochemical assay (after a 72 h 6% PEG6000 treatment), we noticed higher glucuronidase activity in transgenic hairy roots harboring SynP15, SynP16, and SynP18. Further screening through GUS fluorometric assay flaunted SynP16 as the most appropriate combination of efficient drought-responsive cis motifs. Afterwards, we stably transformed SynP15, SynP16, and SynP18 in Arabidopsis and carried out GUS staining as well as fluorometric assays of the transgenic plants treated with simulated drought stress. Consistently, SynP16 retained higher transcriptional activity in Arabidopsis roots in response to drought. Thus the root-specific drought-inducible synthetic promoters designed using stimulus-specific cis motifs in a definite fashion could be exploited in developing drought tolerance in soybean and other crops as well. Moreover, the rationale of design extends our knowledge of trial-and-error based cis engineering to construct synthetic promoters for transcriptional upgradation against other stresses.
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Affiliation(s)
| | | | | | | | | | - Xiaowei Li
- College of Life Sciences, Engineering Research Center of the Chinese Ministry of Education for Bioreactor and Pharmaceutical Development, Jilin Agricultural University, 2888 Xincheng Street, Changchun 130118, China; (A.J.); (M.N.); (W.L.); (N.A.)
| | - Haiyan Li
- College of Life Sciences, Engineering Research Center of the Chinese Ministry of Education for Bioreactor and Pharmaceutical Development, Jilin Agricultural University, 2888 Xincheng Street, Changchun 130118, China; (A.J.); (M.N.); (W.L.); (N.A.)
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14
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Silva JCF, Teixeira RM, Silva FF, Brommonschenkel SH, Fontes EPB. Machine learning approaches and their current application in plant molecular biology: A systematic review. PLANT SCIENCE : AN INTERNATIONAL JOURNAL OF EXPERIMENTAL PLANT BIOLOGY 2019; 284:37-47. [PMID: 31084877 DOI: 10.1016/j.plantsci.2019.03.020] [Citation(s) in RCA: 27] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/18/2018] [Revised: 02/28/2019] [Accepted: 03/26/2019] [Indexed: 05/19/2023]
Abstract
Machine learning (ML) is a field of artificial intelligence that has rapidly emerged in molecular biology, thus allowing the exploitation of Big Data concepts in plant genomics. In this context, the main challenges are given in terms of how to analyze massive datasets and extract new knowledge in all levels of cellular systems research. In summary, ML techniques allow complex interactions to be inferred in several biological systems. Despite its potential, ML has been underused due to complex computational algorithms and definition terms. Therefore, a systematic review to disentangle ML approaches is relevant for plant scientists and has been considered in this study. We presented the main steps for ML development (from data selection to evaluation of classification/prediction models) with a respective discussion approaching functional genomics mainly in terms of pathogen effector genes in plant immunity. Additionally, we also considered how to access public source databases under an ML framework towards advancing plant molecular biology and introduced novel powerful tools, such as deep learning.
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Affiliation(s)
- Jose Cleydson F Silva
- National Institute of Science and Technology in Plant-Pest Interactions, Bioagro, Universidade Federal de Viçosa, Av. PH Rolfs s/n, Centro, Viçosa, MG, 36570-000, Brazil; Department of Biochemistry and Molecular Biology/Bioagro, Universidade Federal de Viçosa, Viçosa, MG, Brazil
| | - Ruan M Teixeira
- National Institute of Science and Technology in Plant-Pest Interactions, Bioagro, Universidade Federal de Viçosa, Av. PH Rolfs s/n, Centro, Viçosa, MG, 36570-000, Brazil; Department of Biochemistry and Molecular Biology/Bioagro, Universidade Federal de Viçosa, Viçosa, MG, Brazil
| | - Fabyano F Silva
- Department of Animal Science, Universidade Federal de Viçosa, Viçosa, MG, Brazil
| | - Sergio H Brommonschenkel
- National Institute of Science and Technology in Plant-Pest Interactions, Bioagro, Universidade Federal de Viçosa, Av. PH Rolfs s/n, Centro, Viçosa, MG, 36570-000, Brazil; Plant Pathology Department /Bioagro, Universidade Federal de Viçosa, Viçosa, MG, Brazil
| | - Elizabeth P B Fontes
- National Institute of Science and Technology in Plant-Pest Interactions, Bioagro, Universidade Federal de Viçosa, Av. PH Rolfs s/n, Centro, Viçosa, MG, 36570-000, Brazil; Department of Biochemistry and Molecular Biology/Bioagro, Universidade Federal de Viçosa, Viçosa, MG, Brazil.
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15
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Deb D, Dey N. Synthetic Salicylic acid inducible recombinant promoter for translational research. J Biotechnol 2019; 297:9-18. [PMID: 30880184 DOI: 10.1016/j.jbiotec.2019.03.004] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/20/2018] [Revised: 03/01/2019] [Accepted: 03/10/2019] [Indexed: 01/24/2023]
Abstract
In the present study, we have developed an inter-molecularly shuffled caulimoviral promoter for protein over-expression by placing the Upstream Activation Sequence (UAS) of Figwort Mosaic Virus (FMV; -249 to -54) at the 5'-end of the Cassava Vein Mosaic Virus (CsVMV) promoter fragment 8 (CsVMV8; -215 to +166) to design a hybrid promoter; FUASCsV8CP. The FUASCsV8CP promoter exhibited approximately 2.1 and 2.0 times higher GUS-activities than that obtained from the CaMV35S promoter, in tobacco (Xanthi Brad) protoplasts and in Agroinfiltration assays respectively. Hereto, when FUASCsV8CP was assayed using transgenic tobacco plants (T2- generation), it showed 2.0 times stronger activity than CaMV35S promoter and almost equivalent activity to that of CaMV35S2 promoter. The promoter displayed Salicylic acid (SA) inducibility and hence can also be used for ensuring effective gene expression in plants under constitutive as well as specific inducible conditions. Furthermore, FUASCsV8CP was used to drive the expression of victoviral Vin gene (encoding Victoriocin) transiently in tobacco. The recombinant Victoriocin could be successfully detected by western blotting three days post infiltration. Also, the in vitro Agar-based killing zone assays employing plant-derived Victoriocin-His (obtained from transient expression of Vin) revealed enhanced antifungal activity of Victoriocin against hemi-biotrophic pathogen Phoma exigua Desm. var. exigua.
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Affiliation(s)
- Debasish Deb
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Government of India, Chandrasekharpur, Bhubaneswar, Odisha, India
| | - Nrisingha Dey
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Government of India, Chandrasekharpur, Bhubaneswar, Odisha, India.
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16
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Shrestha A, Khan A, Dey N. Identification of Novel Pararetroviral Promoters for Designing Efficient Plant Gene Expression Systems. Methods Mol Biol 2019; 1991:207-222. [PMID: 31041775 DOI: 10.1007/978-1-4939-9458-8_19] [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] [Indexed: 12/17/2023]
Abstract
Plant-infecting viruses, particularly the Pararetroviruses, have been used for many years as versatile genetic resources to design efficient plant expression vectors. The Pararetroviruses (members of the Caulimoviridae) typically contain two transcriptional promoters (the sub-genomic transcript promoter and the full-length transcript promoter) and 6-7 overlapping open reading frames (ORFs) with a genome size of 7-9 kB. Their promoter elements have been extensively exploited during the last two decades to construct effective gene expression systems. At the same time, the caulimoviral promoters have also been genetically manipulated with different molecular approaches to develop synthetic "chimeras" exhibiting precise functionality. Native and "tailor-made" synthetic promoters of Pararetroviruses are particularly attractive for formulating unique gene expression cassettes that perform extremely well in gene-stacking and gene-pyramiding in plant cells. In this chapter, we will mainly discuss important protocols associated with identifying novel/unique pararetroviral promoters that have optimal lengths with appropriate activities for developing efficient plant gene expression systems.
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Affiliation(s)
- Ankita Shrestha
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Government of India, Bhubaneswar, Odisha, India
| | - Ahamed Khan
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Government of India, Bhubaneswar, Odisha, India
| | - Nrisingha Dey
- Division of Plant and Microbial Biotechnology, Institute of Life Sciences, Government of India, Bhubaneswar, Odisha, India.
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17
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Lu S, Faris JD. Fusarium graminearum KP4-like proteins possess root growth-inhibiting activity against wheat and potentially contribute to fungal virulence in seedling rot. Fungal Genet Biol 2018; 123:1-13. [PMID: 30465882 DOI: 10.1016/j.fgb.2018.11.002] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2018] [Revised: 11/08/2018] [Accepted: 11/08/2018] [Indexed: 12/29/2022]
Abstract
The virally encoded KP4 killer toxin protein was first identified from Ustilago maydis (Um), and its homologues are present in diverse fungi and in one species of moss. No KP4-like (KP4L) proteins have been functionally characterized. Here, we report the identification and functional analysis of four KP4L proteins from Fusarium graminearum (Fg), the primary causal pathogen of Fusarium head blight (FHB), which is also known to associate with seedling rot of wheat. The four FgKP4L proteins (FgKP4L-1, -2, -3 and -4) are encoded by small open reading frames (378-825 bp) located on chromosome 1 with the FgKP4L-1, -2 and -3 genes clustering together. Sequence analysis indicated that FgKP4L proteins have conserved domains predicted to form a three-dimensional alpha/beta-sandwich structure as first reported for UmKP4, with FgKP4L-4 featuring double Kp4 domains. Further analyses revealed that the FgKP4L genes are expressed in vitro under certain stress conditions, and all up-regulated during FHB and/or seedling rot development, the recombinant FgKP4L-2 protein does not induce cell death in wheat leaves or spikelets, but inhibits root growth of young seedlings, and the elimination of the FgKP4L-1/-2/-3 gene cluster from the fungal genome results in reduced virulence in seedling rot but not in FHB. Database searches revealed KP4L proteins from ∼80 fungal species with more than half from human/animal pathogens. Phylogenetic analysis suggested that UmKP4 and the moss KP4L proteins are closely related to those from a zygromycete and Aspergillus, respectively, implying cross-kingdom horizontal gene transfer.
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Affiliation(s)
- Shunwen Lu
- US Department of Agriculture, Agricultural Research Service, Cereal Crops Research Unit, Fargo, ND 58102-2765, USA.
| | - Justin D Faris
- US Department of Agriculture, Agricultural Research Service, Cereal Crops Research Unit, Fargo, ND 58102-2765, USA
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18
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Shrestha A, Khan A, Dey N. cis-trans Engineering: Advances and Perspectives on Customized Transcriptional Regulation in Plants. MOLECULAR PLANT 2018; 11:886-898. [PMID: 29859265 DOI: 10.1016/j.molp.2018.05.008] [Citation(s) in RCA: 32] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/26/2018] [Revised: 05/23/2018] [Accepted: 05/23/2018] [Indexed: 05/03/2023]
Abstract
Coordinated transcriptional control employing synthetic promoters and transcription factors (TFs) can be used to achieve customized regulation of gene expression in planta. Synthetic promoter technology has yielded a series of promoters with modified cis-regulatory elements that provide useful tools for efficient modulation of gene expression. In addition, the use of zinc fingers (ZFs), transcription activator-like effectors (TALEs), and catalytically inactive clustered regularly interspaced short palindromic repeats (CRISPR)-associated protein 9 (dCas9) has made it feasible to engineer TFs that can produce targeted gene expression regulation; these approaches are particularly effective when artificial TFs are coupled with transcriptional activators or repressors. This review focuses on strategies used to engineer both promoters and TFs in the context of targeted transcriptional regulation. We also discuss the creation of synthetic inducible platforms, which can be used to impart stress tolerance to plants. We propose that combinatorial "cis-trans engineering" using a CRISPR-dCas9-based bipartite module could be used to regulate the expression of multiple target genes. This approach provides an attractive tool for introduction of specific qualitative traits into plants, thus enhancing their overall environmental adaptability.
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Affiliation(s)
- Ankita Shrestha
- Division of Microbial and Plant Biotechnology, Institute of Life Sciences, Department of Biotechnology, Government of India, Chandrasekharpur, Bhubaneswar, Odisha, India
| | - Ahamed Khan
- Division of Microbial and Plant Biotechnology, Institute of Life Sciences, Department of Biotechnology, Government of India, Chandrasekharpur, Bhubaneswar, Odisha, India
| | - Nrisingha Dey
- Division of Microbial and Plant Biotechnology, Institute of Life Sciences, Department of Biotechnology, Government of India, Chandrasekharpur, Bhubaneswar, Odisha, India.
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