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Guo Y, Dall'Ara M, Baldo D, Gilmer D, Ratti C. Relative frequency dynamics and loading of beet necrotic yellow vein virus genomic RNAs during the acquisition by its vector Polymyxa betae. J Virol 2024:e0141024. [PMID: 39679720 DOI: 10.1128/jvi.01410-24] [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: 08/15/2024] [Accepted: 11/20/2024] [Indexed: 12/17/2024] Open
Abstract
The beet necrotic yellow vein virus (BNYVV) is a multipartite virus with the highest number (up to five) of genomic segments among RNA viruses. Classified as a soil-borne virus, it is persistently transmitted by the protozoan Polymyxa betae. Previous studies have demonstrated that the relative frequency of the BNYVV genomic RNAs was modified depending on the host plant as well as the infected organ, resulting in distinct stoichiometric ratios between the viral RNAs. In this study, we investigate whether infection by the vector P. betae influences the relative abundance of BNYVV RNAs within the roots of the host plant Beta vulgaris. Furthermore, we examine the relative frequency of BNYVV genomic segments and the viral load of BNYVV at two different stages of P. betae's biological cycle: zoospore and resting spore. Our finding offers new insights into understanding the biology of this soil-borne virus and its vector. Notably, the variations in the relative accumulation of BNYVV RNAs observed in zoospores and resting spores, along with a higher viral load in zoospores compared to resting spores, invite consideration of the virus's replicative capacity within the vector. IMPORTANCE Our understanding of the transmission of plant viruses by protozoan vectors remains poor and fragmented. The fate of viral elements in the living stages of the vector is unknown. Here, we first established a protocol allowing the purification of two forms of the vector free of cellular contaminants. This permitted the examination of the relative frequencies of beet necrotic yellow vein virus RNAs in the roots of its natural host and in two forms of its protozoan vector, Polymyxa betae, responsible for virus transmission. Our findings provide new insights into virus behavior during vector transmission, allowing us to analyze how the virus regulates its RNA frequencies and load within the vector. By focusing on the early stages of viral transmission and separating virus acquisition from transmission to new hosts, we pave the way for experiments aimed at elucidating the molecular mechanisms behind viral acquisition and the maintenance of viral genome integrity by P. betae.
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Affiliation(s)
- Yi Guo
- DISTAL-Plant Pathology, University of Bologna, Bologna, Italy
- Institute for Sustainable Plant Protection, National Research Council of Italy, Turin, Italy
| | - Mattia Dall'Ara
- DISTAL-Plant Pathology, University of Bologna, Bologna, Italy
- Ri.NOVA Società Cooperativa, Cesena, Italy
| | - David Baldo
- DISTAL-Plant Pathology, University of Bologna, Bologna, Italy
| | - David Gilmer
- Institut de biologie moléculaire des plantes, CNRS, Université de Strasbourg, Strasbourg, France
| | - Claudio Ratti
- DISTAL-Plant Pathology, University of Bologna, Bologna, Italy
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Yan D, Han K, Lu Y, Peng J, Rao S, Wu G, Liu Y, Chen J, Zheng H, Yan F. The nanovirus U2 protein suppresses RNA silencing via three conserved cysteine residues. MOLECULAR PLANT PATHOLOGY 2024; 25:e13394. [PMID: 37823358 PMCID: PMC10782648 DOI: 10.1111/mpp.13394] [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: 08/05/2023] [Revised: 09/19/2023] [Accepted: 09/19/2023] [Indexed: 10/13/2023]
Abstract
Nanoviruses have multipartite, circular, single-stranded DNA genomes and cause huge production losses in legumes and other crops. No viral suppressor of RNA silencing (VSR) has yet been reported from a member of the genus Nanovirus. Here, we demonstrate that the nanovirus U2 protein is a VSR. The U2 protein of milk vetch dwarf virus (MDV) suppressed the silencing of the green fluorescent protein (GFP) gene induced by single-stranded and double-stranded RNA, and the systemic spread of the GFP silencing signal. An electrophoretic mobility shift assay showed that the U2 protein was able to bind double-stranded 21-nucleotide small interfering RNA (siRNA). The cysteine residues at positions 43, 79 and 82 in the MDV U2 protein are critical to its nuclear localization, self-interaction and siRNA-binding ability, and were essential for its VSR activity. In addition, expression of the U2 protein via a potato virus X vector induced more severe necrosis symptoms in Nicotiana benthamiana leaves. The U2 proteins of other nanoviruses also acted as VSRs, and the three conserved cysteine residues were indispensable for their VSR activity.
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Affiliation(s)
- Dankan Yan
- College of Life SciencesFujian Agriculture and Forestry UniversityFuzhouChina
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
- Institute of Plant Protection and Agro‐Products SafetyAnhui Academy of Agricultural SciencesHefeiChina
| | - Kelei Han
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
- Institute of Plant Protection and Agro‐Products SafetyAnhui Academy of Agricultural SciencesHefeiChina
| | - Yuwen Lu
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
| | - Jiejun Peng
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
| | - Shaofei Rao
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
| | - Guanwei Wu
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
| | - Yong Liu
- Institute of Plant ProtectionHunan Academy of Agricultural SciencesChangshaChina
| | - Jianping Chen
- College of Life SciencesFujian Agriculture and Forestry UniversityFuzhouChina
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
| | - Hongying Zheng
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
| | - Fei Yan
- State Key Laboratory for Managing Biotic and Chemical Threats to the Quality and Safety of Agro‐Products, Institute of Plant VirologyNingbo UniversityNingboChina
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Lal A, Shamim A, Kil EJ, Vo TTB, Qureshi MA, Bupi N, Tabassum M, Lee S. Insights into the Differential Composition of Stem-Loop Structures of Nanoviruses and Their Impacts. Microbiol Spectr 2023; 11:e0479822. [PMID: 37367433 PMCID: PMC10434203 DOI: 10.1128/spectrum.04798-22] [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: 11/22/2022] [Accepted: 05/03/2023] [Indexed: 06/28/2023] Open
Abstract
Multipartite viruses package their genomic segments independently and mainly infect plants; few of them target animals. Nanoviridae is a family of multipartite single-stranded DNA (ssDNA) plant viruses that individually encapsidate ssDNAs of ~1 kb and transmit them through aphids without replication in aphid vectors, thereby causing important diseases in host plants, mainly leguminous crops. All of these components constitute an open reading frame to perform a specific role in nanovirus infection. All segments contain conserved inverted repeat sequences, potentially forming a stem-loop structure and a conserved nonanucleotide, TAGTATTAC, within a common region. This study investigated the variations in the stem-loop structure of nanovirus segments and their impact using molecular dynamics (MD) simulations and wet lab approaches. Although the accuracy of MD simulations is limited by force field approximations and simulation time scale, explicit solvent MD simulations were successfully used to analyze the important aspects of the stem-loop structure. This study involves the mutants' design, based on the variations in the stem-loop region and construction of infectious clones, followed by their inoculation and expression analysis, based on nanosecond dynamics of the stem-loop structure. The original stem-loop structures showed more conformational stability than mutant stem-loop structures. The mutant structures were expected to alter the neck region of the stem-loop by adding and switching nucleotides. Changes in conformational stability are suggested expression variations of the stem-loop structures found in host plants with nanovirus infection. However, our results can be a starting point for further structural and functional analysis of nanovirus infection. IMPORTANCE Nanoviruses comprise multiple segments, each with a single open reading frame to perform a specific function and an intergenic region with a conserved stem-loop region. The genome expression of a nanovirus has been an intriguing area but is still poorly understood. We attempted to investigate the variations in the stem-loop structure of nanovirus segments and their impact on viral expression. Our results show that the stem-loop composition is essential in controlling the virus segments' expression level.
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Affiliation(s)
- Aamir Lal
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
- Department of Plant Medicals, College of Life Sciences, Andong National University, Andong, South Korea
- Agricultural Science and Technology Research Institute, Andong National University, Andong, South Korea
| | - Amen Shamim
- Department of Computer Science, University of Agriculture, Faisalabad, Pakistan
| | - Eui-Joon Kil
- Department of Plant Medicals, College of Life Sciences, Andong National University, Andong, South Korea
- Agricultural Science and Technology Research Institute, Andong National University, Andong, South Korea
| | - Thuy T. B. Vo
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
| | - Muhammad Amir Qureshi
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
| | - Nattanong Bupi
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
| | - Marjia Tabassum
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
| | - Sukchan Lee
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
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Batz P, Will T, Thiel S, Ziesche TM, Joachim C. From identification to forecasting: the potential of image recognition and artificial intelligence for aphid pest monitoring. FRONTIERS IN PLANT SCIENCE 2023; 14:1150748. [PMID: 37538063 PMCID: PMC10396399 DOI: 10.3389/fpls.2023.1150748] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/24/2023] [Accepted: 06/26/2023] [Indexed: 08/05/2023]
Abstract
Insect monitoring has gained global public attention in recent years in the context of insect decline and biodiversity loss. Monitoring methods that can collect samples over a long period of time and independently of human influences are of particular importance. While these passive collection methods, e.g. suction traps, provide standardized and comparable data sets, the time required to analyze the large number of samples and trapped specimens is high. Another challenge is the necessary high level of taxonomic expertise required for accurate specimen processing. These factors create a bottleneck in specimen processing. In this context, machine learning, image recognition and artificial intelligence have emerged as promising tools to address the shortcomings of manual identification and quantification in the analysis of such trap catches. Aphids are important agricultural pests that pose a significant risk to several important crops and cause high economic losses through feeding damage and transmission of plant viruses. It has been shown that long-term monitoring of migrating aphids using suction traps can be used to make, adjust and improve predictions of their abundance so that the risk of plant viruses spreading through aphids can be more accurately predicted. With the increasing demand for alternatives to conventional pesticide use in crop protection, the need for predictive models is growing, e.g. as a basis for resistance development and as a measure for resistance management. In this context, advancing climate change has a strong influence on the total abundance of migrating aphids as well as on the peak occurrences of aphids within a year. Using aphids as a model organism, we demonstrate the possibilities of systematic monitoring of insect pests and the potential of future technical developments in the subsequent automated identification of individuals through to the use of case data for intelligent forecasting models. Using aphids as an example, we show the potential for systematic monitoring of insect pests through technical developments in the automated identification of individuals from static images (i.e. advances in image recognition software). We discuss the potential applications with regard to the automatic processing of insect case data and the development of intelligent prediction models.
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Affiliation(s)
- Philipp Batz
- ALM – Adaptiv Lernende Maschinen – Gesellschaft mit beschränkter Haftung (GmbH), Nisterau, Germany
| | - Torsten Will
- Institute for Resistance Research and Stress Tolerance, Julius Kühn-Institute, Federal Research Centre for Cultivated Plants, Quedlinburg, Germany
| | - Sebastian Thiel
- ALM – Adaptiv Lernende Maschinen – Gesellschaft mit beschränkter Haftung (GmbH), Nisterau, Germany
| | - Tim Mark Ziesche
- Institute for Resistance Research and Stress Tolerance, Julius Kühn-Institute, Federal Research Centre for Cultivated Plants, Quedlinburg, Germany
| | - Christoph Joachim
- Institute for Plant Protection in Field Crops and Grassland, Julius Kühn-Institute, Federal Research Centre for Cultivated Plants, Braunschweig, Germany
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Nonconcomitant host-to-host transmission of multipartite virus genome segments may lead to complete genome reconstitution. Proc Natl Acad Sci U S A 2022; 119:e2201453119. [PMID: 35914138 PMCID: PMC9371732 DOI: 10.1073/pnas.2201453119] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023] Open
Abstract
Because multipartite viruses package their genome segments in different viral particles, they face a potentially huge cost if the entire genomic information, i.e., all genome segments, needs to be present concomitantly for the infection to function. Previous work with the octapartite faba bean necrotic stunt virus (FBNSV; family Nanoviridae, genus Nanovirus) showed that this issue can be resolved at the within-host level through a supracellular functioning; all viral segments do not need to be present within the same host cell but may complement each other through intercellular trafficking of their products (protein or messenger RNA [mRNA]). Here, we report on whether FBNSV can as well decrease the genomic integrity cost during between-host transmission. Using viable infections lacking nonessential virus segments, we show that full-genome infections can be reconstituted and function through separate acquisition and/or inoculation of complementary sets of genome segments in recipient hosts. This separate acquisition/inoculation can occur either through the transmission of different segment sets by different individual aphid vectors or by the sequential acquisition by the same aphid of complementary sets of segments from different hosts. The possibility of a separate between-host transmission of different genome segments thus offers a way to at least partially resolve the genomic maintenance problem faced by multipartite viruses.
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Rashid N, Wahid A, Ibrar D, Irshad S, Hasnain Z, Al-Hashimi A, Elshikh MS, Jacobsen SE, Khan S. Application of natural and synthetic growth promoters improves the productivity and quality of quinoa crop through enhanced photosynthetic and antioxidant activities. PLANT PHYSIOLOGY AND BIOCHEMISTRY : PPB 2022; 182:1-10. [PMID: 35447411 DOI: 10.1016/j.plaphy.2022.04.012] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/19/2021] [Revised: 04/04/2022] [Accepted: 04/09/2022] [Indexed: 06/14/2023]
Abstract
Modern agriculture is primarily concerned with enhanced productivity of field crops linked with maximum resources use efficiency to feed the increasing population of the world. Exogenous application of biostimulants is considered a sustainable and ecofriendly approach to improve the growth and productivity of agronomic and horticultural field crops. The present study was carried out to explore the comparative growth enhancing potential of plant biostimulants (moringa leaf extract at 3% and sorghum water extract at 3%) and synthetic growth promoters (ascorbic acid at 500 μM and hydrogen peroxide at 100 μM) on growth, productivity and quality of quinoa crop (cultivar UAF-Q7) because it has gained significant popularity among agricultural scientists and farmers throughout the world due to its high nutritional profile. A field experiment was carried out at the Research Area of Directorate of Farms, University of Agriculture, Faisalabad, Pakistan during quinoa cultivation season of 2016-2017 and repeated during next year (2017-2018). All the foliar treatments enhanced the physiological, biochemical, quality, growth and yield attributes of quinoa as compared to control group. However, maximum improvement was observed in chlorophyll a and b contents, photosynthesis and respiration rates, and water use efficiency by moringa leaf extract (MLE) application. MLE application was also found more responsive regarding the improvement in activities of peroxidase, catalase, superoxide dismutase, phenolics and glycine betaine as compared to other treatments. Mineral elements i.e. K, Ca and N in root as well as in shoot were found the highest in response to MLE application. Similarly, growth (plant fresh and dry biomass, plant length and grain yield) and grain quality parameters (protein, K and Ca) were also significantly enhanced. Application of MLE was found to be a viable approach to improve the growth and quality of produce as compared to synthetic compounds.
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Affiliation(s)
- Nabila Rashid
- Department of Botany, University of Agriculture, Faisalabad, 38040, Pakistan
| | - Abdul Wahid
- Department of Botany, University of Agriculture, Faisalabad, 38040, Pakistan
| | - Danish Ibrar
- National Agricultural Research Centre, Islamabad, 45500, Pakistan
| | - Sohail Irshad
- Department of Agronomy, MNS-University of Agriculture, Multan, 64200, Pakistan
| | - Zuhair Hasnain
- Department of Agronomy, PMA-Shah Arid Agriculture University, Rawalpindi, 46000, Pakistan
| | - Abdulrahman Al-Hashimi
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia
| | - Mohamed S Elshikh
- Department of Botany and Microbiology, College of Science, King Saud University, Riyadh, 11451, Saudi Arabia
| | - Sven-Erik Jacobsen
- Department of Plant and Environmental Sciences, Faculty of Science, University of Copenhagen, Tastrup, Denmark
| | - Shahbaz Khan
- National Agricultural Research Centre, Islamabad, 45500, Pakistan.
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Ray S, Casteel CL. Effector-mediated plant-virus-vector interactions. THE PLANT CELL 2022; 34:1514-1531. [PMID: 35277714 PMCID: PMC9048964 DOI: 10.1093/plcell/koac058] [Citation(s) in RCA: 30] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/18/2021] [Accepted: 02/14/2022] [Indexed: 05/30/2023]
Abstract
Hemipterans (such as aphids, whiteflies, and leafhoppers) are some of the most devastating insect pests due to the numerous plant pathogens they transmit as vectors, which are primarily viral. Over the past decade, tremendous progress has been made in broadening our understanding of plant-virus-vector interactions, yet on the molecular level, viruses and vectors have typically been studied in isolation of each other until recently. From that work, it is clear that both hemipteran vectors and viruses use effectors to manipulate host physiology and successfully colonize a plant and that co-evolutionary dynamics have resulted in effective host immune responses, as well as diverse mechanisms of counterattack by both challengers. In this review, we focus on advances in effector-mediated plant-virus-vector interactions and the underlying mechanisms. We propose that molecular synergisms in vector-virus interactions occur in cases where both the virus and vector benefit from the interaction (mutualism). To support this view, we show that mutualisms are common in virus-vector interactions and that virus and vector effectors target conserved mechanisms of plant immunity, including plant transcription factors, and plant protein degradation pathways. Finally, we outline ways to identify true effector synergisms in the future and propose future research directions concerning the roles effectors play in plant-virus-vector interactions.
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Affiliation(s)
- Swayamjit Ray
- School of Integrative Plant Science, Plant Pathology and Plant-Microbe Biology Section, Cornell University, Ithaca, New York 14850, USA
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Lal A, Vo TTB, Sanjaya IGNPW, Ho PT, Kim JK, Kil EJ, Lee S. Nanovirus Disease Complexes: An Emerging Threat in the Modern Era. FRONTIERS IN PLANT SCIENCE 2020; 11:558403. [PMID: 33329624 PMCID: PMC7710663 DOI: 10.3389/fpls.2020.558403] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 05/02/2020] [Accepted: 10/28/2020] [Indexed: 06/12/2023]
Abstract
Multipartite viruses package their genomic segments independently and mainly infect plants; few target animals. Nanoviridae is a family of multipartite single-stranded DNA plant viruses that individually encapsidate single-stranded DNAs of approximately 1 kb and transmit them through aphids without replication in the aphid vectors, thereby causing important diseases of leguminous crops and banana. Significant findings regarding nanoviruses have recently been made on important features, such as their multicellular way of life, the transmission of distinct encapsidated genome segments through the vector body, evolutionary ambiguities, mode of infection, host range and geographical distribution. This review deals with all the above-mentioned features in view of recent advances with special emphasis on the emergence of new species and recognition of new host range of nanoviruses and aims to shed light on the evolutionary linkages, the potentially devastating impact on the world economy, and the future challenges imposed by nanoviruses.
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Affiliation(s)
- Aamir Lal
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
| | - Thuy Thi Bich Vo
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
| | | | - Phuong Thi Ho
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
| | - Ji-Kwang Kim
- Research and Development Bureau, Chungcheongnam-do Agricultural Research and Extension Services, Yesan, South Korea
| | - Eui-Joon Kil
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
- Department of Plant Medicals, Andong National University, Andong, South Korea
| | - Sukchan Lee
- Department of Integrative Biotechnology, Sungkyunkwan University, Suwon, South Korea
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Jekayinoluwa T, Tripathi L, Tripathi JN, Ntui VO, Obiero G, Muge E, Dale J. RNAi technology for management of banana bunchy top disease. Food Energy Secur 2020; 9:e247. [PMID: 33381301 PMCID: PMC7757248 DOI: 10.1002/fes3.247] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 08/13/2020] [Accepted: 08/16/2020] [Indexed: 12/15/2022] Open
Abstract
Banana bunchy top disease (BBTD) is one of the world's most destructive viral diseases of banana and plantain, causing up to 100% yield loss in severe cases. The disease is vectored by banana aphids (Pentalonia nigronervosa) and carried long distances through the movement of infected plant materials. The banana aphids harboring banana bunchy top virus (BBTV) present in banana producing regions are the sole vector and the most efficient method of transmitting the virus to the healthy plants. Controlling the spread of BBTD has been very challenging since no known banana germplasm is immune to BBTV. The disease can be managed with the use of virus-free planting material and roguing. However, once BBTD is established in the field, it is very difficult to eradicate or manage it. Therefore, a more sustainable way of controlling the disease is developing host plant resistance against the virus and the vector. Biotechnological strategies via RNA interference (RNAi) could be used to target the banana aphid as well as BBTV to reduce virus-associated yield losses of banana and plantain, which feed over 500 million people around the world. This review discusses the status of BBTD and perspectives on effective RNAi technologies for controlling BBTV and the vector, banana aphid, transmitting the virus as sustainable management of the disease.
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Affiliation(s)
- Temitope Jekayinoluwa
- International Institute of Tropical AgricultureNairobiKenya
- Center for Biotechnology and BioinformaticsUniversity of NairobiNairobiKenya
| | - Leena Tripathi
- International Institute of Tropical AgricultureNairobiKenya
| | | | | | - George Obiero
- Center for Biotechnology and BioinformaticsUniversity of NairobiNairobiKenya
| | - Edward Muge
- Department of BiochemistryUniversity of NairobiNairobiKenya
| | - James Dale
- Queensland University of TechnologyBrisbaneQldAustralia
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