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Sykes JR, Denby KJ, Franks DW. Computer vision for plant pathology: A review with examples from cocoa agriculture. Appl Plant Sci 2024; 12:e11559. [PMID: 38638617 PMCID: PMC11022223 DOI: 10.1002/aps3.11559] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 07/04/2023] [Accepted: 07/13/2023] [Indexed: 04/20/2024]
Abstract
Plant pathogens can decimate crops and render the local cultivation of a species unprofitable. In extreme cases this has caused famine and economic collapse. Timing is vital in treating crop diseases, and the use of computer vision for precise disease detection and timing of pesticide application is gaining popularity. Computer vision can reduce labour costs, prevent misdiagnosis of disease, and prevent misapplication of pesticides. Pesticide misapplication is both financially costly and can exacerbate pesticide resistance and pollution. Here, we review the application and development of computer vision and machine learning methods for the detection of plant disease. This review goes beyond the scope of previous works to discuss important technical concepts and considerations when applying computer vision to plant pathology. We present new case studies on adapting standard computer vision methods and review techniques for acquiring training data, the use of diagnostic tools from biology, and the inspection of informative features. In addition to an in-depth discussion of convolutional neural networks (CNNs) and transformers, we also highlight the strengths of methods such as support vector machines and evolved neural networks. We discuss the benefits of carefully curating training data and consider situations where less computationally expensive techniques are advantageous. This includes a comparison of popular model architectures and a guide to their implementation.
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Affiliation(s)
- Jamie R. Sykes
- Department of Computer ScienceUniversity of YorkDeramore Lane, YorkYO10 5GHYorkshireUnited Kingdom
| | - Katherine J. Denby
- Centre for Novel Agricultural Products, Department of BiologyUniversity of YorkWentworth Way, YorkYO10 5DDYorkshireUnited Kingdom
| | - Daniel W. Franks
- Department of Computer ScienceUniversity of YorkDeramore Lane, YorkYO10 5GHYorkshireUnited Kingdom
- Department of BiologyUniversity of YorkWentworth Way, YorkYO10 5DDYorkshireUnited Kingdom
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Jaimes-Suárez YY, Carvajal-Rivera AS, Galvis-Neira DA, Carvalho FEL, Rojas-Molina J. Cacao agroforestry systems beyond the stigmas: Biotic and abiotic stress incidence impact. Front Plant Sci 2022; 13:921469. [PMID: 35968107 PMCID: PMC9366013 DOI: 10.3389/fpls.2022.921469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Accepted: 07/06/2022] [Indexed: 06/15/2023]
Abstract
Low technological knowledge in production chains, global climate change, and misinformation are concrete threats to food security. In addition, these combined threats also trigger ecological instability in megadiverse areas of the world, especially in some cacao-producing countries in South America, where this crop plays an important socio-economic role, even being used to replace illicit crops. Accordingly, the use of agroforestry systems approaches has emerged as a good alternative to maintain productivity, add high-value commodities to producers, and provide important ecosystem services for sustainable agriculture. However, limitations associated with the competition for resources between the species composing the system, and the higher incidence of some diseases, have led many producers to abandon this strategy, opting for monoculture. In this review, we seek to gather the main information available in the literature, aiming to answer the question: what is the real scientific evidence that supports the benefits and harms of adopting agroforestry systems in cacao production? We seek to make critical scrutiny of the possible negative effects of certain associations of the agroforestry system with biotic and abiotic stress in cacao. Here, we review the possible competition for light and nutrients and discuss the main characteristics to be sought in cacao genotypes to optimize these inter-specific relationships. In addition, we review the research advances that show the behavior of the main cacao diseases (Witch's broom disease, frosty pod rot, black pod rot) in models of agroforestry systems contrasted with monoculture, as well as the optimization of agronomic practices to reduce some of these stresses. This compendium, therefore, sheds light on a major gap in establishing truly sustainable agriculture, which has been treated much more from the perspective of negative stigma than from the real technological advantages that can be combined to the benefit of a balanced ecosystem with generating income for farmers.
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Huda-Shakirah AR, Mohamed Nor NMI, Zakaria L, Leong YH, Mohd MH. Lasiodiplodia theobromae as a causal pathogen of leaf blight, stem canker, and pod rot of Theobroma cacao in Malaysia. Sci Rep 2022; 12:8966. [PMID: 35624295 DOI: 10.1038/s41598-022-13057-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2022] [Accepted: 05/19/2022] [Indexed: 11/20/2022] Open
Abstract
Symptoms of leaf blight, stem canker, and pod rot were observed on T. cacao during a series of samplings conducted in several states of Malaysia from September 2018 to March 2019. The identity of the pathogen that was responsible for the diseases was determined using morphological characteristics, DNA sequences, and phylogenetic analyses of multiple genes, namely, internal transcribed spacer (ITS), elongation translation factor 1-alpha (tef1-α), β-tubulin (tub2), and RNA polymerase subunit II (rpb2). A total of 57 isolates recovered from diseased leaves of T. cacao (13 isolates), stems (20 isolates), and pods (24 isolates) showed morphological features that resembled Lasiodiplodia sp. The identity of the isolates was further determined up to the species level by comparing DNA sequences and phylogenetic analyses of multiple genes. The phylogenetic analysis of the combined dataset of ITS, tef1-α, tub2, and rpb2 elucidated that all of the isolates obtained were Lasiodiplodia theobromae as supported by 97% bootstrap value. The results of pathogenicity tests revealed L. theobromae as the causal pathogen of leaf blight, stem canker, and pod rot of T. cacao.
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Kenis M, Agboyi LK, Adu-Acheampong R, Ansong M, Arthur S, Attipoe PT, Baba ASM, Beseh P, Clottey VA, Combey R, Dzomeku I, Eddy-Doh MA, Fening KO, Frimpong-Anin K, Hevi W, Lekete-Lawson E, Nboyine JA, Ohene-Mensah G, Oppong-Mensah B, Nuamah HSA, van der Puije G, Mulema J. Horizon scanning for prioritising invasive alien species with potential to threaten agriculture and biodiversity in Ghana. NB 2022. [DOI: 10.3897/neobiota.71.72577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
Abstract
Invasive alien species (IAS) continue to shape the global landscape through their effects on biological diversity and agricultural productivity. The effects are particularly pronounced in Sub-Saharan Africa, which has seen the arrival of many IAS in recent years. This has been attributed to porous borders, weak cross border biosecurity, and inadequate capacity to limit or stop invasions. Prediction and early detection of IAS, as well as mechanisms of containment and eradication, are needed in the fight against this global threat. Horizon scanning is an approach that enables gathering of information on risk and impact that can support IAS management. A study was conducted in Ghana to establish two ranked lists of potential invasive alien plant pest species that could be harmful to agriculture, forestry, and the environment, and to rank them according to their potential threat. The ultimate objective was to enable prioritization of actions including pest risk analysis, prevention, surveillance and contingency plans. Prioritisation was carried out using an adapted version of horizon scanning and consensus methods developed for ranking IAS worldwide. Following a horizon scan of invasive alien species not yet officially present in Ghana, a total of 110 arthropod and 64 pathogenic species were assessed through a simplified pest risk assessment. Sixteen species, of which 14 were arthropods and two pathogens, had not been recorded on the African continent at the time of assessment. The species recorded in Africa included 19 arthropod and 46 pathogenic species which were already recorded in the neighbouring countries of Burkina Faso, Côte d’Ivoire, and Togo. The majority of arthropod species were likely to arrive as contaminants on commodities, followed by a sizable number which were likely to arrive as stowaways, while some species were capable of long distance dispersal unaided. The main actions suggested for species that scored highly included full pest risk analyses and, for species recorded in neighbouring countries, surveys to determine their presence in Ghana were recommended.
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Bustamante DE, Calderon MS, Leiva S, Mendoza JE, Arce M, Oliva M. Three new species of Trichoderma in the Harzianum and Longibrachiatum lineages from Peruvian cacao crop soils based on an integrative approach. Mycologia 2021; 113:1056-1072. [PMID: 34128770 DOI: 10.1080/00275514.2021.1917243] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
The hyperdiverse genus Trichoderma is one of most useful groups of microbes for a number of human activities, and their accurate identification is crucial. The structural simplicity and lack of distinctive phenotypic variation in this group enable the use of DNA-based species delimitation methods in combination with phylogenies (and morphology when feasible) to establish well-supported boundaries among species. Our study employed a multilocus phylogeny and four DNA-based methods (automated barcode gap discovery [ABGD], statistical parsimony [SPN], generalized mixed Yule coalescent [GMYC], and Bayesian phylogenetics and phylogeography [BPP]) for four molecular markers (acl1, act, rpb2, and tef1) to delimit species of two lineages of Trichoderma. Although incongruence among these methods was observed in our analyses, the genetic distance (ABGD) and coalescence (BPP) methods and the multilocus phylogeny strongly supported and confirmed recognition of 108 and 39 different species in the Harzianum and Longibrachiatum lineages, including three new species associated with cacao farms in northern Peru, namely, T.awajun, sp. nov., T. jaklitschii, sp. nov., and T. peruvianum, sp. nov. Morphological distinctions between the new species and their close relatives are primarily related to growth rates, colony appearance, and size of phialides and conidia. This study confirmed that an integrative approach (DNA-based methods, multilocus phylogeny, and phenotype) is more likely to reliably verify supported species boundaries in Trichoderma.
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Affiliation(s)
- Danilo E Bustamante
- Instituto de Investigación para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru.,Facultad de Ingeniería Civil y Ambiental, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru
| | - Martha S Calderon
- Instituto de Investigación para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru.,Facultad de Ingeniería Civil y Ambiental, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru
| | - Santos Leiva
- Instituto de Investigación para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru
| | - Jani E Mendoza
- Instituto de Investigación para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru
| | - Marielita Arce
- Instituto de Investigación para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru
| | - Manuel Oliva
- Instituto de Investigación para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodríguez de Mendoza, Chachapoyas, Amazonas, Peru
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Esteve-Sánchez Y, Morante-Carriel JA, Martínez-Márquez A, Sellés-Marchart S, Bru-Martinez R. Dimethyl Labeling-Based Quantitative Proteomics of Recalcitrant Cocoa Pod Tissue. Methods Mol Biol 2020; 2139:133-46. [PMID: 32462583 DOI: 10.1007/978-1-0716-0528-8_10] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register]
Abstract
Dimethyl labeling is a type of stable-isotope labeling suitable for creating isotopic variants of peptides and thus be utilized for quantitative proteomics experiments. Labeling is achieved through a reductive amination/alkylation reaction using the low-cost reagents formaldehyde and cyanoborohydride, resulting in dimethylation of free amine groups of Lys and N-termini. Availability of isotopomeric forms of these reagents allows for the generation of up to six different isotopic variants. Here we describe the application of dimethylation to create two isotopic variants, light and heavy, differing in 4 Da, to label the total tryptic digest peptides of cocoa pod extracted from healthy pods from cultivars susceptible and resistant to the fungal disease called "frosty pod" caused by Moniliophthora roreri.
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Jaimes YY, Ribeyre F, Gonzalez C, Rojas J, Furtado EL, Cilas C. Factors Affecting the Dynamics of Frosty Pod Rot in the Main Cocoa Areas of Santander State, Colombia. Plant Dis 2019; 103:1665-1673. [PMID: 31094657 DOI: 10.1094/pdis-10-18-1761-re] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Frosty pod rot (FPR) caused by Moniliophthora roreri is the primary disease affecting cacao production in the major producing countries of the Americas and is one of the major threats to cacao worldwide. The incidence of FPR on clones with different levels of resistance was investigated in four localities of Santander State, Colombia, between July 2013 and May 2015. Dynamics of diseased pods were modeled using boosted regression trees, a machine learning technique that allows regressions to be performed without prior statistical assumptions. The results suggested that FPR epidemics varied according to plot location, clone, weeks of observation, and total pods produced. Dynamics in the phenology of pods had an effect on the epidemics, and this dynamic could partially explain the difference in resistance among clones. Although not total, partial resistance of ICS 95 was confirmed. An important wilt effect was observed, particularly in the resistant clones; consequently, differences in harvested pods were not significant among clones. Pod stripping remains a good practice for the management of the disease and this practice could also have an effect on the pod dynamics and wilt phenomenon.
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Affiliation(s)
- Yeirme Y Jaimes
- 1 AGROSAVIA, Research Center La Suiza, Rionegro-Santander, Colombia
| | - Fabienne Ribeyre
- 2 CIRAD, UPR Bioagresseurs, F-34398 Montpellier, France. Bioagresseurs, Univ Montpellier, CIRAD, Montpellier, France
| | | | - Jairo Rojas
- 1 AGROSAVIA, Research Center La Suiza, Rionegro-Santander, Colombia
| | - Edson L Furtado
- 4 Plant Protection Department, Faculty of Agricultural Sciences, São Paulo State University, Botucatu, SP, Brasil
| | - Christian Cilas
- 2 CIRAD, UPR Bioagresseurs, F-34398 Montpellier, France. Bioagresseurs, Univ Montpellier, CIRAD, Montpellier, France
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Mata-Quirós A, Arciniegas-Leal A, Phillips-Mora W, Meinhardt LW, Motilal L, Mischke S, Zhang D. Assessing hidden parentage and genetic integrity of the "United Fruit Clones" of cacao ( Theobroma cacao) from Costa Rica using SNP markers. Breed Sci 2018; 68:545-553. [PMID: 30697115 PMCID: PMC6345235 DOI: 10.1270/jsbbs.18057] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/27/2018] [Accepted: 08/14/2018] [Indexed: 06/09/2023]
Abstract
The international cacao collection in CATIE, Costa Rica contains nearly 1200 accessions of cacao, mainly from the center of genetic diversity of this species. Among these accessions, the United Fruit clones (UF clones) were developed by the United Fruit Company in Costa Rica, and they represent one of the earliest groups of improved cacao germplasm in the world. Some of these UF clones have been used as key progenitors for breeding resistance/tolerance to Frosty Pod and Black Pod diseases in the Americas. Accurate information on the identity and background of these clones is important for their effective use in breeding. Using Single Nucleotide Polymorphism (SNP) markers, we genotyped 273 cacao germplasm accessions including 44 UF clones and 229 reference accessions. We verified the true-to-type identity of UF clones in the CATIE cacao collection and analyzed their population memberships using maximum-likelihood-based approaches. Three duplicate groups, representing approximately 30% of the UF clones, were identified. Both distance- and model-based clustering methods showed that the UF clones were mainly composed of Trinitario, ancient Nacional and hybrids between ancient Nacional and Amelonado. This result filled the information gap about the UF clones thus will improve their utilization for cacao breeding.
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Affiliation(s)
- Allan Mata-Quirós
- Programa de Mejoramiento Genético de Cacao,
CATIE 7170, Turrialba 30501,
Costa Rica
| | | | | | - Lyndel W. Meinhardt
- USDA-ARS BARC, SPCL,
Rm 223 Bldg 001 BARC-West, 10300 Baltimore Avenue, Beltsville, MD 20705,
USA
| | - Lambert Motilal
- Cocoa Research Center, University of the West Indies,
Trinidad & Tobago
| | - Sue Mischke
- USDA-ARS BARC, SPCL,
Rm 223 Bldg 001 BARC-West, 10300 Baltimore Avenue, Beltsville, MD 20705,
USA
| | - Dapeng Zhang
- USDA-ARS BARC, SPCL,
Rm 223 Bldg 001 BARC-West, 10300 Baltimore Avenue, Beltsville, MD 20705,
USA
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Bailey BA, Evans HC, Phillips‐Mora W, Ali SS, Meinhardt LW. Moniliophthora roreri, causal agent of cacao frosty pod rot. Mol Plant Pathol 2018; 19:1580-1594. [PMID: 29194910 PMCID: PMC6638017 DOI: 10.1111/mpp.12648] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2017] [Revised: 11/27/2017] [Accepted: 11/28/2017] [Indexed: 06/07/2023]
Abstract
Taxonomy: Moniliophthora roreri (Cif.) H.C. Evans et al. ; Phylum Basidiomycota; Class Agaricomycetes; Order Agaricales; Family Marasmiaceae; Genus Moniliophthora. Biology: Moniliophthora roreri attacks Theobroma and Herrania species causing frosty pod rot. Theobroma cacao (cacao) is the host of major economic concern. Moniliophthora roreri is a hemibiotroph with a long biotrophic phase (45-90 days). Spore masses, of apparent asexual origin, are produced on the pod surface after initiation of the necrotrophic phase. Spores are spread by wind, rain and human activity. Symptoms of the biotrophic phase can include necrotic flecks and, in some cases, pod malformation, but pods otherwise remain asymptomatic. Relationship to Moniliophthora perniciosa: Moniliophthora roreri and Moniliophthora perniciosa, causal agent of witches' broom disease of cacao, are closely related. Their genomes are similar, including many of the genes they carry which are considered to be important in the disease process. Moniliophthora perniciosa, also a hemibiotroph, has a typical basidiomycete lifestyle and morphology, forming clamp connections and producing mushrooms. Basidiospores infect meristematic tissues including flower cushions, stem tips and pods. Moniliophthora roreri does not form clamp connections or mushrooms and infects pods only. Both pathogens are limited to the Western Hemisphere and are a threat to cacao production around the world. Agronomic importance: Disease losses caused by frosty pod rot can reach 90% and result in field abandonment. Moniliophthora roreri remains in the invasive phase in the Western Hemisphere, not having reached Brazil, some islands within the Caribbean and a few specific regions within otherwise invaded countries. DISEASE MANAGEMENT The disease can be managed by a combination of cultural (for example, maintenance of tree height and removal of infected pods) and chemical methods. These methods benefit from regional application, but can be cost prohibitive. Breeding for disease resistance offers the greatest potential for frosty pod rot management and new tolerant materials are becoming available.
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Affiliation(s)
- Bryan A. Bailey
- Sustainable Perennial Crops Laboratory, United States Department of AgricultureAgricultural Research ServiceBeltsvilleMD 20705USA
| | | | - Wilbert Phillips‐Mora
- Tropical Agricultural Research and Higher Education Center (CATIE)Turrialba 7170Costa Rica
| | - Shahin S. Ali
- Sustainable Perennial Crops Laboratory, United States Department of AgricultureAgricultural Research ServiceBeltsvilleMD 20705USA
| | - Lyndel W. Meinhardt
- Sustainable Perennial Crops Laboratory, United States Department of AgricultureAgricultural Research ServiceBeltsvilleMD 20705USA
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Tosarini TR, Ramos PZ, Profeta GS, Baroni RM, Massirer KB, Couñago RM, Mondego JMC. Cloning, expression and purification of kinase domains of cacao PR-1 receptor-like kinases. Protein Expr Purif 2018; 146:78-84. [PMID: 29360581 DOI: 10.1016/j.pep.2018.01.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2017] [Revised: 12/19/2017] [Accepted: 01/13/2018] [Indexed: 12/31/2022]
Abstract
The PR-1 proteins (pathogenesis-related protein 1) are involved in plant defense mechanisms against various pathogens. The genome of cacao (Theobroma cacao) encodes 14 PR-1 proteins, named TcPR-1a to TcPR-1n. Two of them, TcPR-1f and TcPR-1g, have a C-terminal expansion with high similarity to protein kinase domains, suggesting a receptor-like kinase (RLK) protein architecture. Moreover, TcPR-1g is highly expressed during cacao response to Witches' Broom Disease, caused by the fungus Moniliopthora perniciosa. Here we describe a structural genomics approach to clone, express and purify the kinase domains of TcPR-1f and TcPR-1g. Escherichia coli BL21(DE3)-R3 cells were used for protein expression and co-expression of Lambda Protein Phosphatase was critical for successfully obtaining soluble recombinant protein. We expect that the ability to express and purify the kinase domains of TcPR-1f and TcPR-1g will further our understanding of the role these proteins play during cacao defense response.
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Affiliation(s)
| | - Priscila Zonzini Ramos
- Structural Genomics Consortium, University of Campinas (SGC-UNICAMP), Campinas, SP, Brazil
| | - Gerson Souza Profeta
- Structural Genomics Consortium, University of Campinas (SGC-UNICAMP), Campinas, SP, Brazil
| | | | - Katlin B Massirer
- Structural Genomics Consortium, University of Campinas (SGC-UNICAMP), Campinas, SP, Brazil; Center for Molecular Biology and Genetic Engineering, University of Campinas (CBMEG-UNICAMP), Campinas, SP, Brazil
| | - Rafael M Couñago
- Structural Genomics Consortium, University of Campinas (SGC-UNICAMP), Campinas, SP, Brazil; Center for Molecular Biology and Genetic Engineering, University of Campinas (CBMEG-UNICAMP), Campinas, SP, Brazil.
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McElroy MS, Navarro AJR, Mustiga G, Stack C, Gezan S, Peña G, Sarabia W, Saquicela D, Sotomayor I, Douglas GM, Migicovsky Z, Amores F, Tarqui O, Myles S, Motamayor JC. Prediction of Cacao ( Theobroma cacao) Resistance to Moniliophthora spp. Diseases via Genome-Wide Association Analysis and Genomic Selection. Front Plant Sci 2018; 9:343. [PMID: 29662497 PMCID: PMC5890178 DOI: 10.3389/fpls.2018.00343] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2017] [Accepted: 02/28/2018] [Indexed: 05/21/2023]
Abstract
Cacao (Theobroma cacao) is a globally important crop, and its yield is severely restricted by disease. Two of the most damaging diseases, witches' broom disease (WBD) and frosty pod rot disease (FPRD), are caused by a pair of related fungi: Moniliophthora perniciosa and Moniliophthora roreri, respectively. Resistant cultivars are the most effective long-term strategy to address Moniliophthora diseases, but efficiently generating resistant and productive new cultivars will require robust methods for screening germplasm before field testing. Marker-assisted selection (MAS) and genomic selection (GS) provide two potential avenues for predicting the performance of new genotypes, potentially increasing the selection gain per unit time. To test the effectiveness of these two approaches, we performed a genome-wide association study (GWAS) and GS on three related populations of cacao in Ecuador genotyped with a 15K single nucleotide polymorphism (SNP) microarray for three measures of WBD infection (vegetative broom, cushion broom, and chirimoya pod), one of FPRD (monilia pod) and two productivity traits (total fresh weight of pods and % healthy pods produced). GWAS yielded several SNPs associated with disease resistance in each population, but none were significantly correlated with the same trait in other populations. Genomic selection, using one population as a training set to estimate the phenotypes of the remaining two (composed of different families), varied among traits, from a mean prediction accuracy of 0.46 (vegetative broom) to 0.15 (monilia pod), and varied between training populations. Simulations demonstrated that selecting seedlings using GWAS markers alone generates no improvement over selecting at random, but that GS improves the selection process significantly. Our results suggest that the GWAS markers discovered here are not sufficiently predictive across diverse germplasm to be useful for MAS, but that using all markers in a GS framework holds substantial promise in accelerating disease-resistance in cacao.
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Affiliation(s)
- Michel S. McElroy
- Department of Plant, Food and Environmental Sciences, Faculty of Agriculture, Dalhousie University, Truro, NS, Canada
| | - Alberto J. R. Navarro
- MARS, Incorporated c/o United States Department of Agriculture – Agricultural Research Service, Miami, FL, United States
| | - Guiliana Mustiga
- MARS, Incorporated c/o United States Department of Agriculture – Agricultural Research Service, Miami, FL, United States
| | - Conrad Stack
- MARS, Incorporated c/o United States Department of Agriculture – Agricultural Research Service, Miami, FL, United States
| | - Salvador Gezan
- School of Forest Resources and Conservation, College of Agricultural and Life Sciences, University of Florida, Gainesville, FL, United States
| | - Geover Peña
- Instituto Nacional de Investigaciones Agropecuarias, Quito, Ecuador
| | - Widem Sarabia
- Instituto Nacional de Investigaciones Agropecuarias, Quito, Ecuador
| | - Diego Saquicela
- Instituto Nacional de Investigaciones Agropecuarias, Quito, Ecuador
| | | | - Gavin M. Douglas
- Department of Microbiology and Immunology, Faculty of Medicine, Dalhousie University, Halifax, NS, Canada
| | - Zoë Migicovsky
- Department of Plant, Food and Environmental Sciences, Faculty of Agriculture, Dalhousie University, Truro, NS, Canada
| | - Freddy Amores
- Facultad de Ciencias Agrarias, Universidad Técnica Estatal de Quevedo, Quevedo, Ecuador
| | - Omar Tarqui
- Instituto Nacional de Investigaciones Agropecuarias, Quito, Ecuador
| | - Sean Myles
- Department of Plant, Food and Environmental Sciences, Faculty of Agriculture, Dalhousie University, Truro, NS, Canada
| | - Juan C. Motamayor
- MARS, Incorporated c/o United States Department of Agriculture – Agricultural Research Service, Miami, FL, United States
- *Correspondence: Juan C. Motamayor,
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Ngo Bieng MA, Alem L, Curtet C, Tixier P. Tree spacing impacts the individual incidence of Moniliophthora roreri disease in cacao agroforests. Pest Manag Sci 2017; 73:2386-2392. [PMID: 28581254 DOI: 10.1002/ps.4635] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/05/2016] [Revised: 05/25/2017] [Accepted: 05/28/2017] [Indexed: 06/07/2023]
Abstract
BACKGROUND Using conventional pesticides in crop protection has raised serious environmental concerns and there is therefore a need for integrated pest management (IPM) methods. In this paper, we found that the spacing of trees can impact disease, which could result in a reduction in pesticide applications and may act as a potential IPM method. We studied Frosty Pod Rot (FPR) in 20 cacao agroforests in Costa Rica (Upala region). RESULTS Using a generalized linear mixed model, we analyzed the impact of the neighborhood composition and distance from a studied cacao individual on its individual FPR incidence. We found that the number of cacao tree neighbors in a radius of 3.7 m and the number of fruit trees in a radius of 4.3 m had a significant negative influence on the incidence of FPR on individual cacao trees. Moreover, cacao tree neighbors had the most significant local influence compared to the neighborhood of other taller categories such as fruit or forest trees. CONCLUSION The mechanisms involved are related to the barrier effect, due to the effectiveness of the cacao tree's architecture as an efficient barrier against FPR spore dispersal. This paper provides new insights into optimization of the spatial environment around each host as an original IPM method. © 2017 Society of Chemical Industry.
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Affiliation(s)
- Marie Ange Ngo Bieng
- CIRAD, UMR SYSTEM, 30501 Turrialba, Costa Rica
- CIRAD, UMR SYSTEM, F-34398 Montpellier, France
- CATIE, 30501 Turrialba, Costa Rica
| | - Laudine Alem
- CIRAD, UMR SYSTEM, 30501 Turrialba, Costa Rica
- CIRAD, UMR SYSTEM, F-34398 Montpellier, France
- CATIE, 30501 Turrialba, Costa Rica
| | - Chloé Curtet
- CIRAD, UMR SYSTEM, 30501 Turrialba, Costa Rica
- CIRAD, UMR SYSTEM, F-34398 Montpellier, France
- CATIE, 30501 Turrialba, Costa Rica
| | - Philippe Tixier
- CATIE, 30501 Turrialba, Costa Rica
- CIRAD, UPR GECO, F-34398 Montpellier, France
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Leandro-Muñoz ME, Tixier P, Germon A, Rakotobe V, Phillips-Mora W, Maximova S, Avelino J. Effects of microclimatic variables on the symptoms and signs onset of Moniliophthora roreri, causal agent of Moniliophthora pod rot in cacao. PLoS One 2017; 12:e0184638. [PMID: 28972981 PMCID: PMC5626025 DOI: 10.1371/journal.pone.0184638] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2016] [Accepted: 08/28/2017] [Indexed: 11/18/2022] Open
Abstract
Moniliophthora Pod Rot (MPR) caused by the fungus Moniliophthora roreri (Cif.) Evans et al., is one of the main limiting factors of cocoa production in Latin America. Currently insufficient information on the biology and epidemiology of the pathogen limits the development of efficient management options to control MPR. This research aims to elucidate MPR development through the following daily microclimatic variables: minimum and maximum temperatures, wetness frequency, average temperature and relative humidity in the highly susceptible cacao clone Pound-7 (incidence = 86% 2008-2013 average). A total of 55 cohorts totaling 2,268 pods of 3-10 cm length, one to two months of age, were tagged weekly. Pods were assessed throughout their lifetime, every one or two weeks, and classified in 3 different categories: healthy, diseased with no sporulation, diseased with sporulating lesions. As a first step, we used Generalized Linear Mixed Models (GLMM) to determine with no a priori the period (when and for how long) each climatic variable was better related with the appearance of symptoms and sporulation. Then the significance of the candidate variables was tested in a complete GLMM. Daily average wetness frequency from day 14 to day 1, before tagging, and daily average maximum temperature from day 4 to day 21, after tagging, were the most explanatory variables of the symptoms appearance. The former was positively linked with the symptoms appearance when the latter exhibited a maximum at 30°C. The most important variables influencing sporulation were daily average minimum temperature from day 35 to day 58 and daily average maximum temperature from day 37 to day 48, both after tagging. Minimum temperature was negatively linked with the sporulation while maximum temperature was positively linked. Results indicated that the fungal microclimatic requirements vary from the early to the late cycle stages, possibly due to the pathogen's long latent period. This information is valuable for development of new conceptual models for MPR and improvement of control methods.
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Affiliation(s)
- Mariela E. Leandro-Muñoz
- Agroforestry and Sustainable Agriculture Department, Division of Research and Development, Tropical Agricultural Research and Higher Education Center, Turrialba, Cartago, Costa Rica
| | - Philippe Tixier
- Agroforestry and Sustainable Agriculture Department, Division of Research and Development, Tropical Agricultural Research and Higher Education Center, Turrialba, Cartago, Costa Rica
- CIRAD, UPR GECO, Montpellier, France
| | - Amandine Germon
- ENSAIA, Vandoeuvre, France
- CIRAD, UPR Bioagresseurs, Montpellier, France
| | | | - Wilbert Phillips-Mora
- Agroforestry and Sustainable Agriculture Department, Division of Research and Development, Tropical Agricultural Research and Higher Education Center, Turrialba, Cartago, Costa Rica
| | - Siela Maximova
- The Department of Plant Science, The Pennsylvania State University, University Park, Pennsylvania, United States of America
| | - Jacques Avelino
- Agroforestry and Sustainable Agriculture Department, Division of Research and Development, Tropical Agricultural Research and Higher Education Center, Turrialba, Cartago, Costa Rica
- CIRAD, UPR Bioagresseurs, Montpellier, France
- IICA-PROMECAFE, Guatemala, Guatemala
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Ortega Andrade S, Páez GT, Feria TP, Muñoz J. Climate change and the risk of spread of the fungus from the high mortality of Theobroma cocoa in Latin America. Neotropical Biodiversity 2017. [DOI: 10.1080/23766808.2016.1266072] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022] Open
Affiliation(s)
- Sania Ortega Andrade
- Facultas de Ciencias Agropecuarias y Ambientales, Universidad Técnica del Norte, Ibarra, Ecuador
| | - Grace Tatiana Páez
- Departamento de Ciencias de la Vida y la Agricultura, Universidad de las Fuerzas Armadas, Quito, Ecuador
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15
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Romero Navarro JA, Phillips-Mora W, Arciniegas-Leal A, Mata-Quirós A, Haiminen N, Mustiga G, Livingstone III D, van Bakel H, Kuhn DN, Parida L, Kasarskis A, Motamayor JC. Application of Genome Wide Association and Genomic Prediction for Improvement of Cacao Productivity and Resistance to Black and Frosty Pod Diseases. Front Plant Sci 2017; 8:1905. [PMID: 29184558 PMCID: PMC5694496 DOI: 10.3389/fpls.2017.01905] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2017] [Accepted: 10/23/2017] [Indexed: 05/08/2023]
Abstract
Chocolate is a highly valued and palatable confectionery product. Chocolate is primarily made from the processed seeds of the tree species Theobroma cacao. Cacao cultivation is highly relevant for small-holder farmers throughout the tropics, yet its productivity remains limited by low yields and widespread pathogens. A panel of 148 improved cacao clones was assembled based on productivity and disease resistance, and phenotypic single-tree replicated clonal evaluation was performed for 8 years. Using high-density markers, the diversity of clones was expressed relative to 10 known ancestral cacao populations, and significant effects of ancestry were observed in productivity and disease resistance. Genome-wide association (GWA) was performed, and six markers were significantly associated with frosty pod disease resistance. In addition, genomic selection was performed, and consistent with the observed extensive linkage disequilibrium, high predictive ability was observed at low marker densities for all traits. Finally, quantitative trait locus mapping and differential expression analysis of two cultivars with contrasting disease phenotypes were performed to identify genes underlying frosty pod disease resistance, identifying a significant quantitative trait locus and 35 differentially expressed genes using two independent differential expression analyses. These results indicate that in breeding populations of heterozygous and recently admixed individuals, mapping approaches can be used for low complexity traits like pod color cacao, or in other species single gene disease resistance, however genomic selection for quantitative traits remains highly effective relative to mapping. Our results can help guide the breeding process for sustainable improved cacao productivity.
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Affiliation(s)
| | | | | | - Allan Mata-Quirós
- Tropical Agricultural Research and Higher Education Center, Turrialba, Costa Rica
| | - Niina Haiminen
- IBM Thomas J. Watson Research Center, New York, NY, United States
| | | | | | - Harm van Bakel
- Icahn School of Medicine at Mount Sinai, Icahn Institute of Genomics and Multiscale Biology, New York, NY, United States
| | - David N. Kuhn
- Subtropical Horticulture Research Station, United States Department of Agriculture-Agricultural Research Service, Miami, FL, United States
| | - Laxmi Parida
- IBM Thomas J. Watson Research Center, New York, NY, United States
| | - Andrew Kasarskis
- Icahn School of Medicine at Mount Sinai, Icahn Institute of Genomics and Multiscale Biology, New York, NY, United States
| | - Juan C. Motamayor
- Mars Incorporated, Miami, FL, United States
- *Correspondence: Juan C. Motamayor
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16
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Jaimes YY, Gonzalez C, Rojas J, Cornejo OE, Mideros MF, Restrepo S, Cilas C, Furtado EL. Geographic Differentiation and Population Genetic Structure of Moniliophthora roreri in the Principal Cocoa Production Areas in Colombia. Plant Dis 2016; 100:1548-1558. [PMID: 30686241 DOI: 10.1094/pdis-12-15-1498-re] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/09/2023]
Abstract
Frosty pod rot (FPR) disease on cocoa, caused by Moniliophthora roreri, is one of the most devastating cocoa disease in the Western Hemisphere. In Colombia, the disease is particularly severe in the Magdalena Valley, which is considered the possible center of origin for the pathogen species. We analyzed the genetic diversity of isolates from the departments of Santander, Antioquia, Tolima, and Huila in Colombia using 23 simple-sequence repeats (SSR) markers. In total, 117 different multilocus genotypes were found among 120 isolates, each one representing a unique haplotype. High mutation rates in the SSR and gene flow can explain the high levels of diversity. Also, the observed and standardized indexes of association (IA and řd) indicate that the populations of M. roreri are clonal. Furthermore, given the high haplotype diversity and the significant linkage disequilibrium observed, we hypothesize that M. roreri could be a primarily asexual species undergoing sporadic recombination or partial recombination through parasexuality. A Bayesian clustering analysis implemented by STRUCTURE showed that the most probable number of genetic groups in the data was three, confirming the geographical differentiation among isolates. Similar results were obtained by a discriminant analysis of principal components, a principal coordinate analysis, and a neighbor-joining tree from microsatellite loci base on Nei distance. Cacao genotypes and environmental variables did contribute to the genetic differentiation of the groups. We discuss how this information could be used to improve the management of FPR at the regional level.
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Affiliation(s)
- Yeirme Y Jaimes
- Corpoica, Research Center La Suiza, Rionegro-Santander, Colombia; CAPES PEC-PG Fellow; and Plant Protection Department, Faculty of Agricultural Sciences, São Paulo State University, Botucatu, SP, Brasil
| | | | | | - Omar E Cornejo
- School of Biological Sciences, Washington State University, Pullman, WA
| | - Maria F Mideros
- Department of Biological Sciences, Universidad de los Andes, Bogotá, Colombia
| | - Silvia Restrepo
- Department of Biological Sciences, Universidad de los Andes, Bogotá, Colombia
| | - Christian Cilas
- CIRAD, UR Bioagresseurs, Campus de Baillarguet, TA A-106/D, 34398 Montpellier Cedex 5, France
| | - E L Furtado
- CNPq Fellow, Plant Protection Department, Faculty of Agricultural Sciences, São Paulo State University, Botucatu, SP, Brasil
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17
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Díaz-Valderrama JR, Aime MC. The cacao pathogen Moniliophthora roreri (Marasmiaceae) possesses biallelic A and B mating loci but reproduces clonally. Heredity (Edinb) 2016; 116:491-501. [PMID: 26932308 PMCID: PMC4868271 DOI: 10.1038/hdy.2016.5] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2015] [Accepted: 11/25/2015] [Indexed: 01/22/2023] Open
Abstract
The cacao pathogen Moniliophthora roreri belongs to the mushroom-forming family Marasmiaceae, but it has never been observed to produce a fruiting body, which calls to question its capacity for sexual reproduction. In this study, we identified potential A (HD1 and HD2) and B (pheromone precursors and pheromone receptors) mating genes in M. roreri. A PCR-based method was subsequently devised to determine the mating type for a set of 47 isolates from across the geographic range of the fungus. We developed and generated an 11-marker microsatellite set and conducted association and linkage disequilibrium (standardized index of association, IA(s)) analyses. We also performed an ancestral reconstruction analysis to show that the ancestor of M. roreri is predicted to be heterothallic and tetrapolar, which together with sliding window analyses support that the A and B mating loci are likely unlinked and follow a tetrapolar organization within the genome. The A locus is composed of a pair of HD1 and HD2 genes, whereas the B locus consists of a paired pheromone precursor, Mr_Ph4, and receptor, STE3_Mr4. Two A and B alleles but only two mating types were identified. Association analyses divided isolates into two well-defined genetically distinct groups that correlate with their mating type; IA(s) values show high linkage disequilibrium as is expected in clonal reproduction. Interestingly, both mating types were found in South American isolates but only one mating type was found in Central American isolates, supporting a prior hypothesis of clonal dissemination throughout Central America after a single or very few introductions of the fungus from South America.
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Affiliation(s)
- J R Díaz-Valderrama
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, USA
| | - M C Aime
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN, USA
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18
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Díaz-valderrama JR, Aime MC. The cacao pathogen Moniliophthora roreri (Marasmiaceae) produces rhexolytic thallic conidia and their size is influenced by nuclear condition. MYCOSCIENCE 2016; 57:208-16. [DOI: 10.1016/j.myc.2016.01.004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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19
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Tata A, Perez C, Campos ML, Bayfield MA, Eberlin MN, Ifa DR. Imprint Desorption Electrospray Ionization Mass Spectrometry Imaging for Monitoring Secondary Metabolites Production during Antagonistic Interaction of Fungi. Anal Chem 2015; 87:12298-305. [PMID: 26637047 DOI: 10.1021/acs.analchem.5b03614] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Abstract
Direct analysis of microbial cocultures grown on agar media by desorption electrospray ionization mass spectrometry (DESI-MS) is quite challenging. Due to the high gas pressure upon impact with the surface, the desorption mechanism does not allow direct imaging of soft or irregular surfaces. The divots in the agar, created by the high-pressure gas and spray, dramatically change the geometry of the system decreasing the intensity of the signal. In order to overcome this limitation, an imprinting step, in which the chemicals are initially transferred to flat hard surfaces, was coupled to DESI-MS and applied for the first time to fungal cocultures. Note that fungal cocultures are often disadvantageous in direct imaging mass spectrometry. Agar plates of fungi present a complex topography due to the simultaneous presence of dynamic mycelia and spores. One of the most devastating diseases of cocoa trees is caused by fungal phytopathogen Moniliophthora roreri. Strategies for pest management include the application of endophytic fungi, such as Trichoderma harzianum, that act as biocontrol agents by antagonizing M. roreri. However, the complex chemical communication underlying the basis for this phytopathogen-dependent biocontrol is still unknown. In this study, we investigated the metabolic exchange that takes place during the antagonistic interaction between M. roreri and T. harzianum. Using imprint-DESI-MS imaging we annotated the secondary metabolites released when T. harzianum and M. roreri were cultured in isolation and compared these to those produced after 3 weeks of coculture. We identified and localized four phytopathogen-dependent secondary metabolites, including T39 butenolide, harzianolide, and sorbicillinol. In order to verify the reliability of the imprint-DESI-MS imaging data and evaluate the capability of tape imprints to extract fungal metabolites while maintaining their localization, six representative plugs along the entire M. roreri/T. harzianum coculture plate were removed, weighed, extracted, and analyzed by liquid chromatography-high-resolution mass spectrometry (LC-HRMS). Our results not only provide a better understanding of M. roreri-dependent metabolic induction in T. harzianum, but may seed novel directions for the advancement of phytopathogen-dependent biocontrol, including the generation of optimized Trichoderma strains against M. roreri, new biopesticides, and biofertilizers.
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Affiliation(s)
- Alessandra Tata
- Centre for Research in Mass Spectrometry, Department of Chemistry, York University , Chemistry Building, 4700 Keele Street, M3J 1P3 Toronto, Ontario, Canada.,ThoMSon Mass Spectrometry Laboratory, Institute of Chemistry, University of Campinas , Rua Josué Castro, s/n Cidade Universitária, CEP 13083-970 Campinas, São Paulo, Brazil
| | - Consuelo Perez
- Centre for Research in Mass Spectrometry, Department of Chemistry, York University , Chemistry Building, 4700 Keele Street, M3J 1P3 Toronto, Ontario, Canada
| | - Michel L Campos
- Centre for Research in Mass Spectrometry, Department of Chemistry, York University , Chemistry Building, 4700 Keele Street, M3J 1P3 Toronto, Ontario, Canada.,Department of Natural Active Principles and Toxicology, School of Pharmaceutical Sciences, São Paulo State University , Rodovia Araraquara-Jaú, km 1, CEP 14 801-902 Araraquara, São Paulo, Brazil
| | - Mark A Bayfield
- Department of Biology, York University , 4700 Keele Street, M3J 1P3 Toronto, Ontario, Canada
| | - Marcos N Eberlin
- ThoMSon Mass Spectrometry Laboratory, Institute of Chemistry, University of Campinas , Rua Josué Castro, s/n Cidade Universitária, CEP 13083-970 Campinas, São Paulo, Brazil
| | - Demian R Ifa
- Centre for Research in Mass Spectrometry, Department of Chemistry, York University , Chemistry Building, 4700 Keele Street, M3J 1P3 Toronto, Ontario, Canada
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20
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Fister AS, O'Neil ST, Shi Z, Zhang Y, Tyler BM, Guiltinan MJ, Maximova SN. Two Theobroma cacao genotypes with contrasting pathogen tolerance show aberrant transcriptional and ROS responses after salicylic acid treatment. J Exp Bot 2015; 66:6245-58. [PMID: 26163705 PMCID: PMC4588882 DOI: 10.1093/jxb/erv334] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/09/2023]
Abstract
Understanding the genetic basis of pathogen susceptibility in various crop plants is crucial to increasing the stability of food, feed, and fuel production. Varietal differences in defence responses provide insights into the mechanisms of resistance and are a key resource for plant breeders. To explore the role of salicylic acid in the regulation of defence in cacao, we demonstrated that SA treatment decreased susceptibility to a pod rot pathogen, Phytophthora tropicalis in two genotypes, Scavina 6 and Imperial College Selection 1, which differ in their resistance to several agriculturally important pathogens. Transient overexpression of TcNPR1, a major transcriptional regulator of the SA-dependent plant immune system, also increased pathogen tolerance in cacao leaves. To explore further the genetic basis of resistance in cacao, we used microarrays to measure gene expression profiles after salicylic acid (SA) treatment in these two cacao genotypes. The two genotypes displayed distinct transcriptional responses to SA. Unexpectedly, the expression profile of the susceptible genotype ICS1 included a larger number of pathogenesis-related genes that were induced by SA at 24h after treatment, whereas genes encoding many chloroplast and mitochondrial proteins implicated in reactive oxygen species production were up-regulated in the resistant genotype, Sca6. Sca6 accumulated significantly more superoxide at 24h after treatment of leaves with SA. These experiments revealed critical insights regarding the molecular differences between cacao varieties, which will allow a better understanding of defence mechanisms to help guide breeding programmes.
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Affiliation(s)
- Andrew S Fister
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA
| | - Shawn T O'Neil
- Center for Genome Research and Biocomputing, Oregon State University, Corvallis, OR 97331, USA
| | - Zi Shi
- Center for Applied Genetic Technologies, University of Georgia, Athens, GA 30602, USA
| | - Yufan Zhang
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA
| | - Brett M Tyler
- Center for Genome Research and Biocomputing, Oregon State University, Corvallis, OR 97331, USA Department of Botany and Plant Pathology, Oregon State University, Corvallis, OR 97331, USA
| | - Mark J Guiltinan
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA The Department of Plant Science, The Pennsylvania State University, University Park, PA 16802, USA
| | - Siela N Maximova
- The Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA The Department of Plant Science, The Pennsylvania State University, University Park, PA 16802, USA
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Bailey BA, Melnick RL, Strem MD, Crozier J, Shao J, Sicher R, Phillips-Mora W, Ali SS, Zhang D, Meinhardt L. Differential gene expression by Moniliophthora roreri while overcoming cacao tolerance in the field. Mol Plant Pathol 2014; 15:711-29. [PMID: 24612180 PMCID: PMC6638715 DOI: 10.1111/mpp.12134] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
Frosty pod rot (FPR) of Theobroma cacao (cacao) is caused by the hemibiotrophic fungus Moniliophthora roreri. Cacao clones tolerant to FPR are being planted throughout Central America. To determine whether M. roreri shows a differential molecular response during successful infections of tolerant clones, we collected field-infected pods at all stages of symptomatology for two highly susceptible clones (Pound-7 and CATIE-1000) and three tolerant clones (UF-273, CATIE-R7 and CATIE-R4). Metabolite analysis was carried out on clones Pound-7, CATIE-1000, CATIE-R7 and CATIE-R4. As FPR progressed, the concentrations of sugars in pods dropped, whereas the levels of trehalose and mannitol increased. Associations between symptoms and fungal loads and some organic and amino acid concentrations varied depending on the clone. RNA-Seq analysis identified 873 M. roreri genes that were differentially expressed between clones, with the primary difference being whether the clone was susceptible or tolerant. Genes encoding transcription factors, heat shock proteins, transporters, enzymes modifying membranes or cell walls and metabolic enzymes, such as malate synthase and alternative oxidase, were differentially expressed. The differential expression between clones of 43 M. roreri genes was validated by real-time quantitative reverse transcription polymerase chain reaction. The expression profiles of some genes were similar in susceptible and tolerant clones (other than CATIE-R4) and varied with the biotrophic/necrotropic shift. Moniliophthora roreri genes associated with stress metabolism and responses to heat shock and anoxia were induced early in tolerant clones, their expression profiles resembling that of the necrotrophic phase. Moniliophthora roreri stress response genes, induced during the infection of tolerant clones, may benefit the fungus in overcoming cacao defense mechanisms.
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Affiliation(s)
- Bryan A Bailey
- Sustainable Perennial Crops Laboratory, USDA/ARS, Beltsville Agricultural Research Center-West, Beltsville, MD, 20705, USA
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Gidoin C, Avelino J, Deheuvels O, Cilas C, Bieng MAN. Shade tree spatial structure and pod production explain frosty pod rot intensity in cacao agroforests, Costa Rica. Phytopathology 2014; 104:275-281. [PMID: 24168046 DOI: 10.1094/phyto-07-13-0216-r] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/02/2023]
Abstract
Vegetation composition and plant spatial structure affect disease intensity through resource and microclimatic variation effects. The aim of this study was to evaluate the independent effect and relative importance of host composition and plant spatial structure variables in explaining disease intensity at the plot scale. For that purpose, frosty pod rot intensity, a disease caused by Moniliophthora roreri on cacao pods, was monitored in 36 cacao agroforests in Costa Rica in order to assess the vegetation composition and spatial structure variables conducive to the disease. Hierarchical partitioning was used to identify the most causal factors. Firstly, pod production, cacao tree density and shade tree spatial structure had significant independent effects on disease intensity. In our case study, the amount of susceptible tissue was the most relevant host composition variable for explaining disease intensity by resource dilution. Indeed, cacao tree density probably affected disease intensity more by the creation of self-shading rather than by host dilution. Lastly, only regularly distributed forest trees, and not aggregated or randomly distributed forest trees, reduced disease intensity in comparison to plots with a low forest tree density. A regular spatial structure is probably crucial to the creation of moderate and uniform shade as recommended for frosty pod rot management. As pod production is an important service expected from these agroforests, shade tree spatial structure may be a lever for integrated management of frosty pod rot in cacao agroforests.
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Meinhardt LW, Costa GGL, Thomazella DPT, Teixeira PJPL, Carazzolle MF, Schuster SC, Carlson JE, Guiltinan MJ, Mieczkowski P, Farmer A, Ramaraj T, Crozier J, Davis RE, Shao J, Melnick RL, Pereira GAG, Bailey BA. Genome and secretome analysis of the hemibiotrophic fungal pathogen, Moniliophthora roreri, which causes frosty pod rot disease of cacao: mechanisms of the biotrophic and necrotrophic phases. BMC Genomics 2014; 15:164. [PMID: 24571091 PMCID: PMC3948071 DOI: 10.1186/1471-2164-15-164] [Citation(s) in RCA: 65] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/29/2013] [Accepted: 02/14/2014] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND The basidiomycete Moniliophthora roreri is the causal agent of Frosty pod rot (FPR) disease of cacao (Theobroma cacao), the source of chocolate, and FPR is one of the most destructive diseases of this important perennial crop in the Americas. This hemibiotroph infects only cacao pods and has an extended biotrophic phase lasting up to sixty days, culminating in plant necrosis and sporulation of the fungus without the formation of a basidiocarp. RESULTS We sequenced and assembled 52.3 Mb into 3,298 contigs that represent the M. roreri genome. Of the 17,920 predicted open reading frames (OFRs), 13,760 were validated by RNA-Seq. Using read count data from RNA sequencing of cacao pods at 30 and 60 days post infection, differential gene expression was estimated for the biotrophic and necrotrophic phases of this plant-pathogen interaction. The sequencing data were used to develop a genome based secretome for the infected pods. Of the 1,535 genes encoding putative secreted proteins, 1,355 were expressed in the biotrophic and necrotrophic phases. Analysis of the data revealed secretome gene expression that correlated with infection and intercellular growth in the biotrophic phase and invasive growth and plant cellular death in the necrotrophic phase. CONCLUSIONS Genome sequencing and RNA-Seq was used to determine and validate the Moniliophthora roreri genome and secretome. High sequence identity between Moniliophthora roreri genes and Moniliophthora perniciosa genes supports the taxonomic relationship with Moniliophthora perniciosa and the relatedness of this fungus to other basidiomycetes. Analysis of RNA-Seq data from infected plant tissues revealed differentially expressed genes in the biotrophic and necrotrophic phases. The secreted protein genes that were upregulated in the biotrophic phase are primarily associated with breakdown of the intercellular matrix and modification of the fungal mycelia, possibly to mask the fungus from plant defenses. Based on the transcriptome data, the upregulated secreted proteins in the necrotrophic phase are hypothesized to be actively attacking the plant cell walls and plant cellular components resulting in necrosis. These genes are being used to develop a new understanding of how this disease interaction progresses and to identify potential targets to reduce the impact of this devastating disease.
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Affiliation(s)
- Lyndel W Meinhardt
- Sustainable Perennial Crops Lab, USDA/ARS, Bldg 001 Rm 223 Beltsville Agricultural Research Center-West, Beltsville, MD 20705, USA
| | - Gustavo Gilson Lacerda Costa
- Centro Nacional de Processamento de Alto Desempenho em São Paulo, Universidade Estadual de Campinas, CP 6141, Campinas 13083-970, SP, Brazil
| | - Daniela PT Thomazella
- Laboratório de Genômica e Expressão, Departamento de Genética, Evolução e Bioagentes, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), CP 6109, Campinas 13083-970, SP, Brazil
| | - Paulo José PL Teixeira
- Laboratório de Genômica e Expressão, Departamento de Genética, Evolução e Bioagentes, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), CP 6109, Campinas 13083-970, SP, Brazil
| | - Marcelo Falsarella Carazzolle
- Centro Nacional de Processamento de Alto Desempenho em São Paulo, Universidade Estadual de Campinas, CP 6141, Campinas 13083-970, SP, Brazil
| | - Stephan C Schuster
- Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, PA 16802, USA
| | - John E Carlson
- Department of Ecosystem Science and Management, Pennsylvania State University, University Park, PA 16802, USA
| | - Mark J Guiltinan
- Department of Horticulture, Pennsylvania State University, University Park, PA 16802, USA
| | - Piotr Mieczkowski
- Department of Genetics, School of Medicine, University of North Carolina at Chapel Hill, Mary Ellen Jones, Room 921, 27599-3280 Chapel Hill, NC, USA
| | - Andrew Farmer
- National Center of Genomic Research, 2935 Rodeo Park Drive East Santa Fe, NM 87505 Santa Fe, USA
| | - Thiruvarangan Ramaraj
- National Center of Genomic Research, 2935 Rodeo Park Drive East Santa Fe, NM 87505 Santa Fe, USA
| | | | - Robert E Davis
- Molecular Plant Pathology Lab, USDA/ARS, Bldg 004 Rm 119 Beltsville Agricultural Research Center West, Beltsville, MD 20705, USA
| | - Jonathan Shao
- Molecular Plant Pathology Lab, USDA/ARS, Bldg 004 Rm 119 Beltsville Agricultural Research Center West, Beltsville, MD 20705, USA
| | - Rachel L Melnick
- Sustainable Perennial Crops Lab, USDA/ARS, Bldg 001 Rm 223 Beltsville Agricultural Research Center-West, Beltsville, MD 20705, USA
| | - Gonçalo AG Pereira
- Laboratório de Genômica e Expressão, Departamento de Genética, Evolução e Bioagentes, Instituto de Biologia, Universidade Estadual de Campinas (UNICAMP), CP 6109, Campinas 13083-970, SP, Brazil
| | - Bryan A Bailey
- Sustainable Perennial Crops Lab, USDA/ARS, Bldg 001 Rm 223 Beltsville Agricultural Research Center-West, Beltsville, MD 20705, USA
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Shi Z, Maximova SN, Liu Y, Verica J, Guiltinan MJ. Functional analysis of the Theobroma cacao NPR1 gene in Arabidopsis. BMC Plant Biol 2010; 10:248. [PMID: 21078185 PMCID: PMC3095330 DOI: 10.1186/1471-2229-10-248] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/10/2010] [Accepted: 11/15/2010] [Indexed: 05/05/2023]
Abstract
BACKGROUND The Arabidopsis thaliana NPR1 gene encodes a transcription coactivator (NPR1) that plays a major role in the mechanisms regulating plant defense response. After pathogen infection and in response to salicylic acid (SA) accumulation, NPR1 translocates from the cytoplasm into the nucleus where it interacts with other transcription factors resulting in increased expression of over 2000 plant defense genes contributing to a pathogen resistance response. RESULTS A putative Theobroma cacao NPR1 cDNA was isolated by RT-PCR using degenerate primers based on homologous sequences from Brassica, Arabidopsis and Carica papaya. The cDNA was used to isolate a genomic clone from Theobroma cacao containing a putative TcNPR1 gene. DNA sequencing revealed the presence of a 4.5 kb coding region containing three introns and encoding a polypeptide of 591 amino acids. The predicted TcNPR1 protein shares 55% identity and 78% similarity to Arabidopsis NPR1, and contains each of the highly conserved functional domains indicative of this class of transcription factors (BTB/POZ and ankyrin repeat protein-protein interaction domains and a nuclear localization sequence (NLS)). To functionally define the TcNPR1 gene, we transferred TcNPR1 into an Arabidopsis npr1 mutant that is highly susceptible to infection by the plant pathogen Pseudomonas syringae pv. tomato DC3000. Driven by the constitutive CaMV35S promoter, the cacao TcNPR1 gene partially complemented the npr1 mutation in transgenic Arabidopsis plants, resulting in 100 fold less bacterial growth in a leaf infection assay. Upon induction with SA, TcNPR1 was shown to translocate into the nucleus of leaf and root cells in a manner identical to Arabidopsis NPR1. Cacao NPR1 was also capable of participating in SA-JA signaling crosstalk, as evidenced by the suppression of JA responsive gene expression in TcNPR1 overexpressing transgenic plants. CONCLUSION Our data indicate that the TcNPR1 is a functional ortholog of Arabidopsis NPR1, and is likely to play a major role in defense response in cacao. This fundamental knowledge can contribute to breeding of disease resistant cacao varieties through the application of molecular markers or the use of transgenic strategies.
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Affiliation(s)
- Zi Shi
- Huck Institute of Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA
| | - Siela N Maximova
- The Department of Horticulture, The Pennsylvania State University, University Park, PA 16802, USA
| | - Yi Liu
- Huck Institute of Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA
| | - Joseph Verica
- The Department of Horticulture, The Pennsylvania State University, University Park, PA 16802, USA
| | - Mark J Guiltinan
- Huck Institute of Life Sciences, The Pennsylvania State University, University Park, PA 16802, USA
- The Department of Horticulture, The Pennsylvania State University, University Park, PA 16802, USA
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Abstract
ABSTRACT This paper reviews the significant advances by the diseases themselves, as well as by the scientists, in the intervening period since the disease trilogy was first delimited in 1989. The impact of these diseases, black pod, witches' broom, and frosty pod rot, has increased dramatically. In addition, there have been radical changes in the taxonomic profiles of these pathogens, which have been based on both traditional (morphological, cytological) and modern (molecular) approaches. Black pod is caused by a complex of Phytophthora species, in which P. palmivora still is the most important worldwide. However, recent invasion of the principal cacao-growing countries of West Africa by the more virulent P. megakarya has been cause for concern. The latter evolved in the ancient forests straddling the Cameroon-Nigerian border as a primary coloniser of fallen fruit. Conversely, frosty pod rot, caused by Moniliophthora roreri, and witches' broom, caused by M. (Crinipellis) perniciosa, both neotropical diseases, are hemibiotrophic, coevolved pathogens. Respectively, M. roreri arose on Theobroma gileri in submontane forests on the north-western slopes of the Andes, whereas M. perniciosa developed as a complex of pathotypes with a considerably wider geographic and host range within South America; the cacao pathotype evolved on that host in the Amazon basin. The inter-relationships of these vicariant species and their recent spread are discussed, together with control strategies.
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Abstract
ABSTRACT Theobroma cacao, cacao, is an ancient, neotropical domesticate. It is now grown throughout the humid, lowland tropics and is the basis of a multibillion dollar confectionary trade. Diverse diseases impact production of the crop. They reduce yields by ca. 20%, but could cause far greater losses if certain highly damaging diseases were to become more widely distributed. Among the most potentially dangerous of these diseases are frosty pod, caused by Moniliophthora roreri, and witches' broom, caused by M. perniciosa (previously Crinipellis perniciosa). These two diseases occur only in the Western Hemisphere, and severe losses would follow their introduction to West Africa and Asia, where ca. 86% of all cacao production occurs. Elsewhere, Cacao swollen shoot virus and the damaging black pod agent, Phytophthora megakarya, are found in Western Africa; whereas vascular streak dieback, caused by Oncobasidium theobromae, is present only in Asia. Breeding programs are challenged by minimal resistance to some of the diseases. Progress that has been made is threatened by the "emergence" of other serious diseases, such as Ceratocystis wilt (Ceratocystis cacaofunesta). During this symposium, new insights are discussed on the biology, origins, pathology and phylogeny of the pathogens; as well as the biological, chemical and genetic management of the diseases that they cause.
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