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Girón-Hernández J, Rodríguez YB, Corbezzolo N, Blanco DO, Gutiérrez CC, Cheung W, Gentile P. Exploiting residual cocoa biomass to extract advanced materials as building blocks for manufacturing nanoparticles aimed at alleviating formation-induced oxidative stress on human dermal fibroblasts. NANOSCALE ADVANCES 2024; 6:3809-3824. [PMID: 39050955 PMCID: PMC11265571 DOI: 10.1039/d4na00248b] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/24/2024] [Accepted: 05/27/2024] [Indexed: 07/27/2024]
Abstract
The global adoption of by-product valorisation processes aligns with the circular economy framework, ensuring sustainability in the agricultural sector. In cocoa production, residual biomass can offer the opportunity to extract advanced materials, contributing to nanotherapeutic solutions for biomedical applications. This study explores extraction processes for valorising cocoa pod husks (CPHs) and optimising valuable cocoa-derived biocompounds for enhanced health benefits. Various extraction processes are compared, revealing the significant influence of CPH powder amount and extraction time. Furthermore, metabolic analysis identifies 124 compounds in the metabolite mix, including tartaric acid, gluconic acid and bioactive agents with antioxidant properties, resulting in a high total phenolic content of 3.88 ± 0.06 mg g-1. Moreover, the extracted pectin, obtained through alkaline and enzymatic routes, shows comparable yields but exhibits superior antioxidant capacity compared to commercial pectin. The study progresses to using these extracted biocompounds to develop Layer-by-Layer multifunctionalised nanoparticles (LbL-MNPs). Physico-chemical characterisation via ζ-potential, FTIR-ATR, and XPS confirms the successful multilayer coating on mesoporous silica nanoparticles (MNPs). TEM analysis demonstrates a uniform and spherical nanoparticle morphology, with a size increase after coating. In vitro biological characterisation with neo-dermal human fibroblast cells reveals enhanced metabolic activity and biocompatibility of LbL-MNPs compared to bare MNPs. Also, the engineered nanoparticles demonstrate a protective effect against H2O2-induced intracellular oxidative stress on human dermal fibroblast cell lines, showcasing their potential as antioxidant carriers for biomedical applications.
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Affiliation(s)
- Joel Girón-Hernández
- Department of Applied Sciences, Faculty of Health and Life Sciences, Northumbria University NE1 8ST Newcastle Upon Tyne UK
| | - Yeison Barrios Rodríguez
- i-Food, Instituto Universitario de Ingeniería de Alimentos-FoodUPV, Universitat Politècnica de València 46021 Valencia Spain
- Centro Surcolombiano de Investigación en Café (CESURCAFÉ), Universidad Surcolombiana 410010 Neiva Colombia
| | - Noemi Corbezzolo
- School of Engineering, Newcastle University NE1 7RU Newcastle Upon Tyne UK
| | - Dayana Orozco Blanco
- Centro Surcolombiano de Investigación en Café (CESURCAFÉ), Universidad Surcolombiana 410010 Neiva Colombia
| | - Carlos Carranza Gutiérrez
- Escuela de Ciencias Agrícolas, Pecuarias y del Medio Ambiente, Universidad Nacional Abierta a Distancia 111511 Bogotá Colombia
| | - William Cheung
- Department of Applied Sciences, Faculty of Health and Life Sciences, Northumbria University NE1 8ST Newcastle Upon Tyne UK
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Correa-Abril J, Stahl U, Cabrera EV, Parra YJ, Vega MA, Taamalli S, Louis F, Rodríguez-Díaz JM. Adsorption dynamics of Cd 2+(aq) on microwave-synthetized pristine biochar from cocoa pod husk: Green, experimental, and DFT approaches. iScience 2024; 27:109958. [PMID: 38840843 PMCID: PMC11152673 DOI: 10.1016/j.isci.2024.109958] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/15/2024] [Revised: 04/05/2024] [Accepted: 05/08/2024] [Indexed: 06/07/2024] Open
Abstract
Biochar obtained via microwave-assisted pyrolysis (MAP) at 720 W and 15 min from cocoa pod husk (CPH) is an efficient adsorbent of Cd2+(aq). Biochar of residual biomass of CPH (BCCPH) possesses favorable physicochemical and morphological properties, featuring a modest surface area yet a suitable porous structure. Adsorption, predominantly governed by physisorption, is influenced by the oxygen-containing active sites (-COOR, -C(R)O, and -CH2OR; R = H, alkyl). CdCO3 formation occurs during adsorption. Experimental data were well-fitted into various kinetic models for a broad understanding of the sorption process. Langmuir model indicates a maximum adsorption capacity of 14.694 mg/g. The thermodynamic study confirms the spontaneous and endothermic sorption. Studies at the molecular level have revealed that the Cd2+ ion tends to bind to surface aromatic carbon atoms. This sustainable approach produces BCCPH via MAP as a solution for waste transformation into water-cleaning materials.
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Affiliation(s)
- Jhonny Correa-Abril
- Universidad Central del Ecuador, Facultad de Ingeniería Química, Grupo de Investigación en Moléculas y Materiales Funcionales (MoléMater), Enrique Ritter s/n y Bolivia, Quito, Pichincha 170521, Ecuador
- Facultad de Posgrado, Universidad Técnica de Manabí, Av. Urbina y Che Guevara, Portoviejo, Manabí 130104, Ecuador
| | - Ullrich Stahl
- Universidad Central del Ecuador, Facultad de Ingeniería Química, Grupo de Investigación en Moléculas y Materiales Funcionales (MoléMater), Enrique Ritter s/n y Bolivia, Quito, Pichincha 170521, Ecuador
| | - Elvia V. Cabrera
- Universidad Central del Ecuador, Facultad de Ingeniería Química, Grupo de Investigación en Moléculas y Materiales Funcionales (MoléMater), Enrique Ritter s/n y Bolivia, Quito, Pichincha 170521, Ecuador
| | - Yonathan J. Parra
- Universidad Central del Ecuador, Facultad de Ingeniería en Geología, Minas, Petróleos y Ambiental, Grupo de Investigación en Moléculas y Materiales Funcionales (MoléMater), Jerónimo Leyton y Gilberto Gatto Sobral, Quito, Pichincha 170521, Ecuador
| | - Michael A. Vega
- Universidad Central del Ecuador, Facultad de Ingeniería Química, Grupo de Investigación en Moléculas y Materiales Funcionales (MoléMater), Enrique Ritter s/n y Bolivia, Quito, Pichincha 170521, Ecuador
- Universidad Central del Ecuador, Facultad de Ingeniería en Geología, Minas, Petróleos y Ambiental, Grupo de Investigación en Moléculas y Materiales Funcionales (MoléMater), Jerónimo Leyton y Gilberto Gatto Sobral, Quito, Pichincha 170521, Ecuador
| | - Sonia Taamalli
- Université de Lille, CNRS, UMR 8522, PhysicoChimie des Processus de Combustion et de l’Atmosphère – PC2A, 59000 Lille, France
| | - Florent Louis
- Université de Lille, CNRS, UMR 8522, PhysicoChimie des Processus de Combustion et de l’Atmosphère – PC2A, 59000 Lille, France
| | - Joan Manuel Rodríguez-Díaz
- Laboratorio de Análisis Químicos y Biotecnológicos, Instituto de Investigación, Universidad Técnica de Manabí, Av. Urbina y Che Guevara, Portoviejo, Manabí 130104, Ecuador
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3
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Ameyaw GA, Kouakou K, Iqbal MJ, Belé L, Wolf VLF, Keith CV, Bi BAB, Kouamé C, Livingstone D, Domfeh O, Gyamera EA, Marelli JP, Brown JK. Molecular Surveillance, Prevalence, and Distribution of Cacao Infecting Badnavirus Species in Côte d'Ivoire and Ghana. Viruses 2024; 16:735. [PMID: 38793617 PMCID: PMC11126031 DOI: 10.3390/v16050735] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 04/30/2024] [Accepted: 05/02/2024] [Indexed: 05/26/2024] Open
Abstract
The cacao swollen shoot disease (CSSD) caused by a complex of badnavirus species presents a major challenge for cacao production in West Africa, especially Ghana and Côte d'Ivoire. In this study, CSSD species detection efficiency, diversity, and geographic distribution patterns in cacao plantations in Ghana and Côte d'Ivoire were investigated through field surveillance, PCR detection assays, sequencing of positive amplicons, and phylogeographic clustering. Cumulatively, the detection efficiency of the tested CSSD primer sets that were targeting the movement protein domain of the virus ranged from 0.15% (CSSD-3 primer) to 66.91% (CSSD-1 primer) on all the symptomatic cacao leaf samples assessed. The identified CSSD species differed phylogenetically and overlapped in distribution, with the cacao swollen shoot Togo B virus (CSSTBV) (n = 588 sequences) being the most prevalent and widely distributed compared to the other CSSD species that were encountered in both countries. Geographically, the cacao swollen shoot CE virus (CSSCEV) species (n = 124 sequences) that was identified was largely restricted to the bordering regions of Ghana and Côte d'Ivoire. These results provide updated knowledge of the geographic distribution of the key CSSD species and their diagnostic efficiency and, thus, provide guidance in identifying locations for structured testing of cacao germplasm and optimal diagnostics for the predominant CSSD species in Ghana and Côte d'Ivoire.
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Affiliation(s)
- George A. Ameyaw
- Cocoa Research Institute of Ghana, P.O. Box 8, New Akim-Tafo, E/R, Ghana; (G.A.A.)
| | - Koffié Kouakou
- The Centre for International Forestry Research and World Agroforestry (CIFOR-ICRAF), Côte d’Ivoire Country Program, Cocody, Abidjan 08 BP 2823, Côte d’Ivoire
| | - Mohammed Javed Iqbal
- School of Plant Sciences, 1140 E. South Campus Dr., The University of Arizona, Tucson, AZ 85721, USA
| | - Luc Belé
- The Centre for International Forestry Research and World Agroforestry (CIFOR-ICRAF), Côte d’Ivoire Country Program, Cocody, Abidjan 08 BP 2823, Côte d’Ivoire
| | - Valentin L. F. Wolf
- The Centre for International Forestry Research and World Agroforestry (CIFOR-ICRAF), Côte d’Ivoire Country Program, Cocody, Abidjan 08 BP 2823, Côte d’Ivoire
| | - Cory V. Keith
- School of Plant Sciences, 1140 E. South Campus Dr., The University of Arizona, Tucson, AZ 85721, USA
| | - Bolou A. Bolou Bi
- The Centre for International Forestry Research and World Agroforestry (CIFOR-ICRAF), Côte d’Ivoire Country Program, Cocody, Abidjan 08 BP 2823, Côte d’Ivoire
| | - Christophe Kouamé
- The Centre for International Forestry Research and World Agroforestry (CIFOR-ICRAF), Côte d’Ivoire Country Program, Cocody, Abidjan 08 BP 2823, Côte d’Ivoire
| | - Donald Livingstone
- Mars Wrigley Plant Science Laboratory, 434 G Street, Suite 200, Davis, CA 95616, USA
| | - Owusu Domfeh
- Cocoa Research Institute of Ghana, P.O. Box 8, New Akim-Tafo, E/R, Ghana; (G.A.A.)
| | - Ebenezer A. Gyamera
- Cocoa Research Institute of Ghana, P.O. Box 8, New Akim-Tafo, E/R, Ghana; (G.A.A.)
| | - Jean-Philippe Marelli
- Mars Wrigley Plant Science Laboratory, 434 G Street, Suite 200, Davis, CA 95616, USA
| | - Judith K. Brown
- School of Plant Sciences, 1140 E. South Campus Dr., The University of Arizona, Tucson, AZ 85721, USA
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4
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Sykes JR, Denby KJ, Franks DW. Computer vision for plant pathology: A review with examples from cocoa agriculture. APPLICATIONS IN PLANT SCIENCES 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] [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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5
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Winters NP, Wafula EK, Knollenberg BJ, Hämälä T, Timilsena PR, Perryman M, Zhang D, Sheaffer LL, Praul CA, Ralph PE, Prewitt S, Leandro-Muñoz ME, Delgadillo-Duran DA, Altman NS, Tiffin P, Maximova SN, dePamphilis CW, Marden JH, Guiltinan MJ. A combination of conserved and diverged responses underlies Theobroma cacao's defense response to Phytophthora palmivora. BMC Biol 2024; 22:38. [PMID: 38360697 PMCID: PMC10870529 DOI: 10.1186/s12915-024-01831-2] [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: 04/06/2023] [Accepted: 01/23/2024] [Indexed: 02/17/2024] Open
Abstract
BACKGROUND Plants have complex and dynamic immune systems that have evolved to resist pathogens. Humans have worked to enhance these defenses in crops through breeding. However, many crops harbor only a fraction of the genetic diversity present in wild relatives. Increased utilization of diverse germplasm to search for desirable traits, such as disease resistance, is therefore a valuable step towards breeding crops that are adapted to both current and emerging threats. Here, we examine diversity of defense responses across four populations of the long-generation tree crop Theobroma cacao L., as well as four non-cacao Theobroma species, with the goal of identifying genetic elements essential for protection against the oomycete pathogen Phytophthora palmivora. RESULTS We began by creating a new, highly contiguous genome assembly for the P. palmivora-resistant genotype SCA 6 (Additional file 1: Tables S1-S5), deposited in GenBank under accessions CP139290-CP139299. We then used this high-quality assembly to combine RNA and whole-genome sequencing data to discover several genes and pathways associated with resistance. Many of these are unique, i.e., differentially regulated in only one of the four populations (diverged 40 k-900 k generations). Among the pathways shared across all populations is phenylpropanoid biosynthesis, a metabolic pathway with well-documented roles in plant defense. One gene in this pathway, caffeoyl shikimate esterase (CSE), was upregulated across all four populations following pathogen treatment, indicating its broad importance for cacao's defense response. Further experimental evidence suggests this gene hydrolyzes caffeoyl shikimate to create caffeic acid, an antimicrobial compound and known inhibitor of Phytophthora spp. CONCLUSIONS Our results indicate most expression variation associated with resistance is unique to populations. Moreover, our findings demonstrate the value of using a broad sample of evolutionarily diverged populations for revealing the genetic bases of cacao resistance to P. palmivora. This approach has promise for further revealing and harnessing valuable genetic resources in this and other long-generation plants.
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Affiliation(s)
- Noah P Winters
- IGDP Ecology, The Pennsylvania State University, 422 Huck Life Sciences Building, University Park, PA, 16803, USA
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
| | - Eric K Wafula
- Department of Biology, The Pennsylvania State University, University Park, PA, USA
| | | | - Tuomas Hämälä
- Department of Plant and Microbial Biology, University of Minnesota, St. Paul, MN, USA
- Department of Ecology and Genetics, University of Oulu, Oulu, Finland
| | - Prakash R Timilsena
- Department of Biology, The Pennsylvania State University, University Park, PA, USA
| | - Melanie Perryman
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
| | - Dapeng Zhang
- Sustainable Perennial Crops Laboratory, U.S. Department of Agriculture-Agricultural Research Service, Beltsville, MD, USA
| | - Lena L Sheaffer
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
| | - Craig A Praul
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
| | - Paula E Ralph
- Department of Biology, The Pennsylvania State University, University Park, PA, USA
| | - Sarah Prewitt
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
| | | | | | - Naomi S Altman
- Department of Statistics, The Pennsylvania State University, University Park, PA, USA
| | - Peter Tiffin
- Department of Plant and Microbial Biology, University of Minnesota, St. Paul, MN, USA
| | - Siela N Maximova
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA
| | - Claude W dePamphilis
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
- Department of Biology, The Pennsylvania State University, University Park, PA, USA
- IGDP Plant Biology, The Pennsylvania State University, University Park, PA, USA
| | - James H Marden
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA
- Department of Biology, The Pennsylvania State University, University Park, PA, USA
| | - Mark J Guiltinan
- Huck Institutes of the Life Sciences, The Pennsylvania State University, University Park, PA, USA.
- Department of Biology, The Pennsylvania State University, University Park, PA, USA.
- IGDP Plant Biology, The Pennsylvania State University, University Park, PA, USA.
- Department of Plant Science, The Pennsylvania State University, University Park, PA, USA.
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6
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Puig AS. Fungal Pathogens of Cacao in Puerto Rico. PLANTS (BASEL, SWITZERLAND) 2023; 12:3855. [PMID: 38005752 PMCID: PMC10675365 DOI: 10.3390/plants12223855] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Revised: 10/28/2023] [Accepted: 11/10/2023] [Indexed: 11/26/2023]
Abstract
Cacao production is a rapidly expanding industry in Puerto Rico, with new farmers planting ~20,000 trees in the past few years. To determine the etiology and extent of diseases affecting cacao in Puerto Rico, a survey was performed at eight sites around the island. Pod rot and/or branch dieback were observed at all sites. Most organisms isolated from symptomatic pod and stem samples were identified as Diaporthe spp. (48%) and Lasiodiplodia spp. (25%) based on sequences of the internal transcribed spacer and large subunit regions. Within these genera, Diaporthe tulliensis and Lasiodiplodia theobromae were the most prevalent species and were used in inoculation studies to determine their relative virulence on pods and stems. Phytophthora palmivora served as a positive control due to its well-established pathogenicity in all tissues. On pods, L. theobromae and P. palmivora caused significantly larger lesions (6.1 and 5.9 cm, respectively) than D. tulliensis (2.7 cm) four days post-inoculation. All three species caused disease on stems, with no differences found among species. Although P. palmivora was thought to be the primary pathogen affecting cacao in Puerto Rico, this study identifies L. theobromae and D. tulliensis as the common pathogens on the island. This improved understanding will help scientists and farmers control disease by selecting fungicides effective against both oomycetes and fungi.
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Affiliation(s)
- Alina Sandra Puig
- Foreign Disease-Weed Science Research Unit, United States Department of Agriculture-Agricultural Research Service, Fort Detrick, MD 21702, USA
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Schmidt JE, Puig AS, DuVal AE, Pfeufer EE. Phyllosphere microbial diversity and specific taxa mediate within-cultivar resistance to Phytophthora palmivora in cacao. mSphere 2023; 8:e0001323. [PMID: 37603690 PMCID: PMC10597403 DOI: 10.1128/msphere.00013-23] [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: 01/10/2023] [Accepted: 05/08/2023] [Indexed: 08/23/2023] Open
Abstract
The oomycete pathogen Phytophthora palmivora, which causes black pod rot (BPR) on cacao (Theobroma cacao L.), is responsible for devastating yield losses worldwide. Genetic variation in resistance to Phytophthora spp. is well documented among cacao cultivars, but variation has also been observed in the incidence of BPR even among trees of the same cultivar. In light of evidence that the naturally occurring phyllosphere microbiome can influence foliar disease resistance in other host-pathogen systems, it was hypothesized that differences in the phyllosphere microbiome between two field accessions of the cultivar Gainesville II 164 could be responsible for their contrasting resistance to P. palmivora. Bacterial alpha diversity was higher but fungal alpha diversity was lower in the more resistant accession MITC-331, and the accessions harbored phyllosphere microbiomes with distinct community compositions. Six bacterial and 82 fungal amplicon sequence variants (ASVs) differed in relative abundance between MITC-333 and MITC-331, including bacterial putative biocontrol agents and a high proportion of fungal pathogens, and nine fungal ASVs were correlated with increased lesion development. The roles of contrasting light availability and host mineral nutrition, particularly potassium, are also discussed. Results of this preliminary study can be used to guide research into microbiome-informed integrated pest management strategies effective against Phytophthora spp. in cacao. IMPORTANCE Up to 40% of the world's cacao is lost each year to diseases, the most devastating of which is black pod rot, caused by Phytophthora palmivora. Though disease resistance is often attributed to cacao genotypes (i.e., disease-resistant rootstocks), this study highlights the role of the microbiome in contributing to differences in resistance even among accessions of the same cacao cultivar. Future studies of plant-pathogen interactions may need to account for variation in the host microbiome, and optimizing the cacao phyllosphere microbiome could be a promising new direction for P. palmivora resistance research.
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Affiliation(s)
| | - Alina S. Puig
- Foreign Disease-Weed Science Research Unit, USDA-ARS, Fort Detrick, Frederick, Maryland, USA
| | | | - Emily E. Pfeufer
- Foreign Disease-Weed Science Research Unit, USDA-ARS, Fort Detrick, Frederick, Maryland, USA
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8
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Ferraris S, Meo R, Pinardi S, Salis M, Sartor G. Machine Learning as a Strategic Tool for Helping Cocoa Farmers in Côte D'Ivoire. SENSORS (BASEL, SWITZERLAND) 2023; 23:7632. [PMID: 37688090 PMCID: PMC10490821 DOI: 10.3390/s23177632] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Revised: 08/29/2023] [Accepted: 08/30/2023] [Indexed: 09/10/2023]
Abstract
Machine learning can be used for social good. The employment of artificial intelligence in smart agriculture has many benefits for the environment: it helps small farmers (at a local scale) and policymakers and cooperatives (at regional scale) to take valid and coordinated countermeasures to combat climate change. This article discusses how artificial intelligence in agriculture can help to reduce costs, especially in developing countries such as Côte d'Ivoire, employing only low-cost or open-source tools, from hardware to software and open data. We developed machine learning models for two tasks: the first is improving agricultural farming cultivation, and the second is water management. For the first task, we used deep neural networks (YOLOv5m) to detect healthy plants and pods of cocoa and damaged ones only using mobile phone images. The results confirm it is possible to distinguish well the healthy from damaged ones. For actions at a larger scale, the second task proposes the analysis of remote sensors, coming from the GRACE NASA Mission and ERA5, produced by the Copernicus climate change service. A new deep neural network architecture (CIWA-net) is proposed with a U-Net-like architecture, aiming to forecast the total water storage anomalies. The model quality is compared to a vanilla convolutional neural network.
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Affiliation(s)
- Stefano Ferraris
- Interuniversity Department of Regional and Urban Studies and Planning, Politecnico di Torino and University of Turin, 10125 Turin, Italy;
| | - Rosa Meo
- Department of Computer Science, University of Turin, 10149 Turin, Italy; (M.S.); (G.S.)
| | - Stefano Pinardi
- Department of Foreign Languages, Literatures and Modern Cultures, University of Turin, 10124 Turin, Italy;
| | - Matteo Salis
- Department of Computer Science, University of Turin, 10149 Turin, Italy; (M.S.); (G.S.)
| | - Gabriele Sartor
- Department of Computer Science, University of Turin, 10149 Turin, Italy; (M.S.); (G.S.)
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9
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Farias KS, Ferreira MM, Amaral GV, Zugaib M, Santos AS, Gomes FP, Rezende RP, Gramacho KP, Aguiar ERGR, Pirovani CP. BASIDIN as a New Protein Effector of the Phytopathogen Causing Witche's Broom Disease in Cocoa. Int J Mol Sci 2023; 24:11714. [PMID: 37511472 PMCID: PMC10380501 DOI: 10.3390/ijms241411714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Accepted: 07/17/2023] [Indexed: 07/30/2023] Open
Abstract
The fungus Moniliophthora perniciosa secretes protein effectors that manipulate the physiology of the host plant, but few effectors of this fungus have had their functions confirmed. We performed functional characterization of a promising candidate effector of M. perniciosa. The inoculation of rBASIDIN at 4 µmol L-1 in the mesophyll of leaflets of Solanum lycopersicum caused symptoms of shriveling within 6 h without the presence of necrosis. However, when sprayed on the plant at a concentration of 11 µmol L-1, it caused wilting symptoms only 2 h after application, followed by necrosis and cell death at 48 h. rBASIDIN applied to Theobroma cacao leaves at the same concentration caused milder symptoms. rBASIDIN caused hydrogen peroxide production in leaf tissue, damaging the leaf membrane and negatively affecting the photosynthetic rate of Solanum lycopersicum plants. Phylogenetic analysis indicated that BASIDIN has orthologs in other phytopathogenic basidiomycetes. Analysis of the transcripts revealed that BASIDIN and its orthologs are expressed in different fungal species, suggesting that this protein is differentially regulated in these basidiomycetes. Therefore, the results of applying BASIDIN allow the inference that it is an effector of the fungus M. perniciosa, with a strong potential to interfere in the defense system of the host plant.
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Affiliation(s)
- Keilane Silva Farias
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Monaliza Macêdo Ferreira
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Geiseane Veloso Amaral
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Maria Zugaib
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Ariana Silva Santos
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Fábio Pinto Gomes
- Fisiologia Vegetal, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Rachel Passos Rezende
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Karina Peres Gramacho
- Comissão Executiva do Plano da Lavoura Cacaueira, Centro de Pesquisas do Cacau-MAPA, Laboratório de Fitopatologia Molecular, km 22 Rodovia Ilhéus Itabuna, Ilhéus 45600-970, Bahia, Brazil
| | - Eric Roberto Guimarães Rocha Aguiar
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Carlos Priminho Pirovani
- Centro de Biotecnologia e Genética, Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Rodovia Ilhéus-Itabuna, km 16, Ilhéus 45662-900, Bahia, Brazil
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10
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de Novais DPS, Batista TM, Costa EA, Pirovani CP. Genomic and Pathogenicity Mechanisms of the Main Theobroma cacao L. Eukaryotic Pathogens: A Systematic Review. Microorganisms 2023; 11:1567. [PMID: 37375069 DOI: 10.3390/microorganisms11061567] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/25/2023] [Revised: 06/07/2023] [Accepted: 06/08/2023] [Indexed: 06/29/2023] Open
Abstract
A set of diseases caused by fungi and oomycetes are responsible for large losses in annual world cocoa production. Managing the impact caused by these diseases is very complex because a common solution has yet to be found for different pathogens. In this context, the systematic knowledge of Theobroma cacao L. pathogens' molecular characteristics may help researchers understand the possibilities and limitations of cocoa disease management strategies. This work systematically organized and summarized the main findings of omics studies of T. cacao eukaryotic pathogens, focusing on the plant-pathogen interaction and production dynamics. Using the PRISMA protocol and a semiautomated process, we selected papers from the Scopus and Web of Science databases and collected data from the selected papers. From the initial 3169 studies, 149 were selected. The first author's affiliations were mostly from two countries, Brazil (55%) and the USA (22%). The most frequent genera were Moniliophthora (105 studies), Phytophthora (59 studies) and Ceratocystis (13 studies). The systematic review database includes papers reporting the whole-genome sequence from six cocoa pathogens and evidence of some necrosis-inducing-like proteins, which are common in T. cacao pathogen genomes. This review contributes to the knowledge about T. cacao diseases, providing an integrated discussion of T. cacao pathogens' molecular characteristics, common mechanisms of pathogenicity and how this knowledge is produced worldwide.
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Affiliation(s)
- Diogo Pereira Silva de Novais
- Department of Biological Sciences, Center for Biotechnology and Genetics, State University of Santa Cruz (UESC), Ilhéus 45662-900, BA, Brazil
- Bahia Federal Institute of Education, Science and Technology (IFBA), Porto Seguro 45810-000, BA, Brazil
| | - Thiago Mafra Batista
- Environmental Science Training Center, Federal University of Southern Bahia (UFSB), Porto Seguro 45810-000, BA, Brazil
| | - Eduardo Almeida Costa
- Department of Biological Sciences, Center for Biotechnology and Genetics, State University of Santa Cruz (UESC), Ilhéus 45662-900, BA, Brazil
| | - Carlos Priminho Pirovani
- Department of Biological Sciences, Center for Biotechnology and Genetics, State University of Santa Cruz (UESC), Ilhéus 45662-900, BA, Brazil
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11
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Rêgo APB, Mora-Ocampo IY, Corrêa RX. Interactions of Different Species of Phytophthora with Cacao Induce Genetic, Biochemical, and Morphological Plant Alterations. Microorganisms 2023; 11:1172. [PMID: 37317146 DOI: 10.3390/microorganisms11051172] [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: 03/30/2023] [Revised: 04/22/2023] [Accepted: 04/24/2023] [Indexed: 06/16/2023] Open
Abstract
Diseases associated with Phytophthora cause considerable losses in cocoa production worldwide. Analyzing genes, proteins, and metabolites involved in Theobroma cacao's interaction with Phytophthora species is essential to explaining the molecular aspects of plant defense. Through a systematic literature review, this study aims to identify reports of genes, proteins, metabolites, morphological characteristics, and molecular and physiological processes of T. cacao involved in its interaction with species of Phytophthora. After the searches, 35 papers were selected for the data extraction stage, according to pre-established inclusion and exclusion criteria. In these studies, 657 genes and 32 metabolites, among other elements (molecules and molecular processes), were found to be involved in the interaction. The integration of this information resulted in the following conclusions: the expression patterns of pattern recognition receptors (PRRs) and a possible gene-to-gene interaction participate in cocoa resistance to Phytophthora spp.; the expression pattern of genes that encode pathogenesis-related (PRs) proteins is different between resistant and susceptible genotypes; phenolic compounds play an important role in preformed defenses; and proline accumulation may be involved in cell wall integrity. Only one proteomics study of T. cacao-Phytophthora spp. was found, and some genes proposed via QTL analysis were confirmed in transcriptomic studies.
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Affiliation(s)
- Angra Paula Bomfim Rêgo
- Centro de Biotecnologia e Genética (CBG), Universidade Estadual de Santa Cruz (UESC), Rodovia Jorge Amado km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Irma Yuliana Mora-Ocampo
- Centro de Biotecnologia e Genética (CBG), Universidade Estadual de Santa Cruz (UESC), Rodovia Jorge Amado km 16, Ilhéus 45662-900, Bahia, Brazil
| | - Ronan Xavier Corrêa
- Centro de Biotecnologia e Genética (CBG), Universidade Estadual de Santa Cruz (UESC), Rodovia Jorge Amado km 16, Ilhéus 45662-900, Bahia, Brazil
- Departamento de Ciências Biológicas (DCB), Universidade Estadual de Santa Cruz, Ilhéus 45662-900, Bahia, Brazil
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12
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Uncovering a Complex Virome Associated with the Cacao Pathogens Ceratocystis cacaofunesta and Ceratocystis fimbriata. Pathogens 2023; 12:pathogens12020287. [PMID: 36839559 PMCID: PMC9967352 DOI: 10.3390/pathogens12020287] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 01/10/2023] [Accepted: 01/16/2023] [Indexed: 02/11/2023] Open
Abstract
Theobroma cacao is one of the main crops of economic importance in the world as the source of raw material for producing chocolate and derivatives. The crop is the main source of income for thousands of small farmers, who produce more than 80% of the world's cocoa supply. However, the emergence, re-emergence and proliferation of pathogens, such as Ceratocystis spp., the causative agent of Ceratocystis wilt disease and canker disease, have been affecting the sustainability of many crops. Fungal control is laborious, often depending on fungicides that are expensive and/or toxic to humans, prompting researchers to look for new solutions to counteract the proliferation of these pathogens, including the use of biological agents such as mycoviruses. In this study, we investigated the diversity of microorganisms associated with the T. cacao pathogens Ceratocystis cacaofunesta and Ceratocystis fimbriata with a focus on the virome using RNA sequencing data available in public databases. We used a comprehensive bioinformatics pipeline containing several steps for viral sequence enrichment and took advantage of an integrated assembly step composed of different assemblers followed by sequence similarity searches using NCBI nonredundant databases. Our strategy was able to identify four putative C. cacaofunesta viruses (hypovirus, sclerotimonavirus, alphapartitivirus and narnavirus) and six C. fimbriata viruses (three alphaendornaviruses, one victorivirus and two mitoviruses). All the viral sequences identified showed similarity to viral genomes in public databases only at the amino acid level, likely representing new viral species. Of note, we present the first report of viruses associated with the cacao pathogens C. cacaofunesta and C. fimbriata and the second report of viral species infecting members of the Ceratocystidaceae family. Our findings highlight the need for further prospective studies to uncover the real diversity of fungus-infecting viruses that can contribute to the development of new management strategies.
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13
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Reyes BMD, Fonseca PLC, Heming NM, Conceição LBDA, Nascimento KTDS, Gramacho KP, Arevalo-Gardini E, Pirovani CP, Aguiar ERGR. Characterization of the microbiota dynamics associated with Moniliophthora roreri, causal agent of cocoa frosty pod rot disease, reveals new viral species. Front Microbiol 2023; 13:1053562. [PMID: 36817107 PMCID: PMC9936985 DOI: 10.3389/fmicb.2022.1053562] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2022] [Accepted: 12/23/2022] [Indexed: 02/05/2023] Open
Abstract
Introduction Theobroma cacao, the cocoa tree, is a target for pathogens, such as fungi from the genera Phytophthora, Moniliophthora, Colletotrichum, Ceratocystis, among others. Some cacao pathogens are restricted to specific regions of the world, such as the Cacao swollen shoot virus (CSSV) in West African countries, while others are expanding geographically, such as Moniliophthora roreri in the Americas. M. roreri is one of the most threatening cacao pathogens since it directly attacks the cacao pods driving a significant reduction in production, and therefore economic losses. Despite its importance, the knowledge about the microenvironment of this pathogen and the cocoa pods is still poorly characterized. Methods Herein we performed RNA sequencing of spores in differential stages of culture in a medium supplemented with cacao pod extract and mycelium collected of the susceptible variety ICT 7121 naturally infected by the pathogen to evaluate the diversity and transcriptional activity of microorganisms associated with the in vitro sporulation of M. roreri. Results Our data revealed a great variety of fungi and bacteria associated with M. roreri, with an exceptional diversity of individuals from the genus Trichoderma sp. Interestingly, the dynamics of microorganisms from different kingdoms varied proportionally, suggesting they are somehow affected by M. roreri culture time. We also identified three sequences similar to viral genomes from the Narnaviridae family, posteriorly confirmed by phylogenetic analysis as members of the genus Narnavirus. Screening of M. roreri public datasets indicated the virus sequences circulating in samples from Ecuador, suggesting a wide spread of these elements. Of note, we did not identify traces of the viral sequences in the M. roreri genome or DNA sequencing, restricting the possibility of these sequences representing endogenized elements. Discussion To the best of our knowledge, this is the first report of viruses infecting the fungus of the genus Moniliophthora and only the third description of viruses that are able to parasite elements from the Marasmiaceae family.
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Affiliation(s)
| | - Paula Luize Camargos Fonseca
- Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Ilhéus, Brazil,Departamento de Genética, Instituto de Ciências Biológicas, Universidade Federal de Minas Gerais, Belo Horizonte, Brazil
| | - Neander Marcel Heming
- Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Ilhéus, Brazil
| | | | | | - Karina Peres Gramacho
- Centro de Pesquisas do Cacau, Comissão Executivo do Plano da Lavoura Cacaueira, CEPEC/CEPLAC, Rodovia Ilhéus-Itabuna, Ilhéus, Brazil
| | - Enrique Arevalo-Gardini
- Instituto de Cultivos Tropicales, Tarapoto, Peru,Universidad Nacional Autónoma de Alto Amazonas, Yurimaguas, Peru
| | | | - Eric Roberto Guimarães Rocha Aguiar
- Departamento de Ciências Biológicas, Universidade Estadual de Santa Cruz, Ilhéus, Brazil,*Correspondence: Eric Roberto Guimarães Rocha Aguiar, ✉
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Ishwara Bhat A, Selvarajan R, Balasubramanian V. Emerging and Re-Emerging Diseases Caused by Badnaviruses. Pathogens 2023; 12:pathogens12020245. [PMID: 36839517 PMCID: PMC9963457 DOI: 10.3390/pathogens12020245] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2022] [Revised: 01/27/2023] [Accepted: 01/31/2023] [Indexed: 02/05/2023] Open
Abstract
New and emerging plant diseases are caused by different pathogens including viruses that often cause significant crop losses. Badnaviruses are pararetroviruses that contain a single molecule of ds DNA genome of 7 to 9 kb in size and infect a large number of economically important crops such as banana and plantains, black pepper, cacao, citrus, grapevine, pineapple, sugarcane, sweet potato, taro, and yam, causing significant yield losses. Many of the species in the genus have a restricted host range and several of them are known to infect a single crop. Combined infections of different virus species and strains offer conditions that favor the development of new strains via recombination, especially in vegetatively propagated crops. The primary spread of badnaviruses is through vegetative propagating materials while for the secondary spread, they depend on insects such as mealybugs and aphids. Disease emerges as a consequence of the interactions between host and pathogens under favorable environmental conditions. The viral genome of the pararetroviruses is known to be integrated into the chromosome of the host and a few plants with integrants when subjected to different kinds of abiotic stress will give rise to episomal forms of the virus and cause disease. Attempts have been made to develop management strategies for badnaviruses both conventionally and using precision breeding techniques such as genome editing. Until 2016 only 32 badnavirus species infecting different crops were known, but in a span of six years, this number has gone up to 68. The current review highlights the emerging disease problems and management options for badnaviruses infecting economically important crops.
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Affiliation(s)
- Alangar Ishwara Bhat
- Division of Crop Protection, ICAR-Indian Institute of Spices Research, Kozhikode 673012, Kerala, India
| | - Ramasamy Selvarajan
- Division of Crop Protection, ICAR-National Research Centre for Banana, Trichy 620102, Tamil Nadu, India
| | - Velusamy Balasubramanian
- Division of Crop Protection, ICAR-National Research Centre for Banana, Trichy 620102, Tamil Nadu, India
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15
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Baruah IK, Ali SS, Shao J, Lary D, Bailey BA. Changes in Gene Expression in Leaves of Cacao Genotypes Resistant and Susceptible to Phytophthora palmivora Infection. FRONTIERS IN PLANT SCIENCE 2022; 12:780805. [PMID: 35211126 PMCID: PMC8861199 DOI: 10.3389/fpls.2021.780805] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/21/2021] [Accepted: 12/17/2021] [Indexed: 06/14/2023]
Abstract
Black pod rot, caused by Phytophthora palmivora, is a devastating disease of Theobroma cacao L. (cacao) leading to huge losses for farmers and limiting chocolate industry supplies. To understand resistance responses of cacao leaves to P. palmivora, Stage 2 leaves of genotypes Imperial College Selection 1 (ICS1), Colección Castro Naranjal 51 (CCN51), and Pound7 were inoculated with zoospores and monitored for symptoms up to 48 h. Pound7 consistently showed less necrosis than ICS1 and CCN51 48 h after inoculation. RNA-Seq was carried out on samples 24 h post inoculation. A total of 24,672 expressed cacao genes were identified, and 2,521 transcripts showed induction in at least one P. palmivora-treated genotype compared to controls. There were 115 genes induced in the P. palmivora-treated samples in all three genotypes. Many of the differentially expressed genes were components of KEGG pathways important in plant defense signal perception (the plant MAPK signaling pathway, plant hormone signal transduction, and plant pathogen interactions), and plant defense metabolite biosynthesis (phenylpropanoid biosynthesis, α-linolenic acid metabolism, ethylene biosynthesis, and terpenoid backbone biosynthesis). A search of putative cacao resistance genes within the cacao transcriptome identified 89 genes with prominent leucine-rich repeat (LRR) domains, 170 protein kinases encoding genes, 210 genes with prominent NB-ARC domains, 305 lectin-related genes, and 97 cysteine-rich RK genes. We further analyzed the cacao leaf transcriptome in detail focusing on gene families-encoding proteins important in signal transduction (MAP kinases and transcription factors) and direct plant defense (Germin-like, ubiquitin-associated, lectin-related, pathogenesis-related, glutathione-S-transferases, and proteases). There was a massive reprogramming of defense gene processes in susceptible cacao leaf tissue after infection, which was restricted in the resistant genotype Pound7. Most genes induced in Pound7 were induced in ICS1/CCN51. The level of induction was not always proportional to the infection level, raising the possibility that genes are responding to infection more strongly in Pound7. There were also defense-associated genes constitutively differentially expressed at higher levels in specific genotypes, possibly providing a prepositioned defense. Many of the defense genes occur in blocks where members are constitutively expressed at different levels, and some members are induced by Ppal infection. With further study, the identified candidate genes and gene blocks may be useful as markers for breeding disease-resistant cacao genotypes against P. palmivora.
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Affiliation(s)
- Indrani K. Baruah
- Sustainable Perennial Crops Laboratory, United States Department of Agriculture/Agricultural Research Service, Beltsville Agricultural Research Center-West, Beltsville, MD, United States
| | - Shahin S. Ali
- Sustainable Perennial Crops Laboratory, United States Department of Agriculture/Agricultural Research Service, Beltsville Agricultural Research Center-West, Beltsville, MD, United States
- Department of Viticulture and Enology, University of California, Davis, Davis, CA, United States
| | - Jonathan Shao
- United States Department of Agriculture/Agricultural Research Service, Northeast Area, Beltsville, MD, United States
| | - David Lary
- Department of Physics, University of Texas, Dallas, TX, United States
| | - Bryan A. Bailey
- Sustainable Perennial Crops Laboratory, United States Department of Agriculture/Agricultural Research Service, Beltsville Agricultural Research Center-West, Beltsville, MD, United States
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16
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Gassa A, Nasruddin A, Junaid M, Fatahuddin F, Sepe M. Effectiveness of Cashew Nut Shell Liquid (CNSL) with Bait Formulation Against Iridomyrmex cordatus as a Vector of Cocoa Pod Rot Disease Caused by Phytophthora palmivora. Pak J Biol Sci 2022; 25:852-858. [PMID: 36098088 DOI: 10.3923/pjbs.2022.852.858] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
<b>Background and Objective:</b> Cashew Nut Shell Liquid (CNSL) is a biopesticide that is environment-friendly in controlling ants <i>Iridomyrmex cordatus</i> is a vector pot rot disease caused by <i>Phytophthora palmivora</i>. The research aimed to obtain the best concentration of cashew nut shell liquid formulated as smart food bait to tackle the ant population of <i>Iridomyrmex cordatus</i> due mainly to a vector of <i>Phytophthora </i>pod rot. <b>Materials and Methods:</b> The research was carried out in cocoa areas in South Sulawesi with a randomized block design consisting of six treatments. Feeding trials consisted of food bait formulation that was added with cashew husk, respectively 1, 10, 20% and 17.5 g carbaryl (recommended dose) and control (without cashew husk or carbaryl). Each trial was replicated five times and set near to petiole and ant tunnel nest. The research focused on the number of ant colonies established in the trees until food bait was given. <b>Results:</b> The trial with CNSL concentration had a positive effect on the ant population the higher concentration given, the lower the ant population was obtained. Meanwhile, the population of <i>I. cordatus</i> had a positive contribution to the increase of disease incidence of <i>Phytophthora</i> pod rot disease<i>.</i> Feeding trials with 1 and 5% CNSL concentrations were less effective to limit ant population and disease incidence according to the efficacy test. In contrast, the trials of 10 and 20% were able to control population density and disease incidence due to over 51.39% efficacy test. <b>Conclusion:</b> There was a positive trend of CNSL concentration to reduce the ant population of <i>I. cordatus</i>. There was the greatest association between the increase of ant population density and the increase in disease incidence of <i>Phytophthora </i>pod rot.
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Addressing Sustainable Rural Development with Shared Value: A Peruvian Model from the Cacao Industry. SUSTAINABILITY 2021. [DOI: 10.3390/su13148028] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Here we present a model aimed at contributing to the literature around sustainable supply chains by examining a novel redesign initiative of the chocolate supply chain within the Peruvian cacao (cocoa) industry. Using the Creating Shared Value (CSV) framework, we apply the case study method in examining the Peruvian Cacao Alliance’s experience in redesigning both the stages and relationships within its supply of cacao to the world. Data were collected from both primary and secondary sources and analyzed after coding from categories defined in the literature on CSV. The case demonstrates the opportunity to successfully participate in the supply chains of globally recognized, consumer-facing chocolate brands while simultaneously obtaining social, economic and environmental benefits for the rural communities that supply cacao. While addressing both social and business gains remains fairly important for supply chain members, there are several implementation challenges that need to be considered to achieve the goals of CSV strategies in a sustained way. By analyzing the experience of this particular cacao value chain, we are able to offer practical insight on how to more effectively implement the creating shared value approach, thereby illuminating that it is possible for value generated through such supply chains to be more equitably shared. As such, we provide a valuable initial step in better understanding how the CSV concept applies in practice by identifying its boundary conditions for achieving improved cacao supply chain practices and relationships.
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18
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Costa JL, Paschoal D, da Silva EM, Silva JS, do Carmo RM, Carrera E, López-Díaz I, Rossi ML, Freschi L, Mieczkowski P, Peres LEP, Teixeira PJPL, Figueira A. Moniliophthora perniciosa, the causal agent of witches' broom disease of cacao, interferes with cytokinin metabolism during infection of Micro-Tom tomato and promotes symptom development. THE NEW PHYTOLOGIST 2021; 231:365-381. [PMID: 33826751 DOI: 10.1111/nph.17386] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/30/2021] [Accepted: 03/25/2021] [Indexed: 06/12/2023]
Abstract
Moniliophthora perniciosa causes witches' broom disease of cacao and inflicts symptoms suggestive of hormonal imbalance. We investigated whether infection of the tomato (Solanum lycopersicum) model system Micro-Tom (MT) by the Solanaceae (S)-biotype of Moniliophthora perniciosa, which causes stem swelling and hypertrophic growth of axillary shoots, results from changes in host cytokinin metabolism. Inoculation of an MT-transgenic line that overexpresses the Arabidopsis CYTOKININ OXIDASE-2 gene (35S::AtCKX2) resulted in a reduction in disease incidence and stem diameter. RNA-sequencing analysis of infected MT and 35S::AtCKX2 revealed the activation of cytokinin-responsive marker genes when symptoms were conspicuous. The expression of an Moniliophthora perniciosa tRNA-ISOPENTENYL-TRANSFERASE suggests the production of isopentenyladenine (iP), detected in mycelia grown in vitro. Inoculated MT stems showed higher levels of dihydrozeatin and trans-zeatin but not iP. The application of benzyladenine induced symptoms similar to infection, whereas applying the cytokinin receptor inhibitors LGR-991 and PI55 decreased symptoms. Moniliophthora perniciosa produces iP that might contribute to cytokinin synthesis by the host, which results in vascular and cortex enlargement, axillary shoot outgrowth, reduction in root biomass and an increase in fruit locule number. This strategy may be associated with the manipulation of sink establishment to favour infection by the fungus.
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Affiliation(s)
- Juliana L Costa
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Av. Centenário 303, Piracicaba, SP, 13400-970, Brazil
| | - Daniele Paschoal
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Av. Centenário 303, Piracicaba, SP, 13400-970, Brazil
- Escola Superior de Agricultura "Luiz de Queiroz", Universidade de São Paulo, Av. Pádua Dias 9, Piracicaba, SP, 13418-900, Brazil
| | - Eder M da Silva
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Av. Centenário 303, Piracicaba, SP, 13400-970, Brazil
| | - Jamille S Silva
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Av. Centenário 303, Piracicaba, SP, 13400-970, Brazil
- Escola Superior de Agricultura "Luiz de Queiroz", Universidade de São Paulo, Av. Pádua Dias 9, Piracicaba, SP, 13418-900, Brazil
| | - Rafael M do Carmo
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Av. Centenário 303, Piracicaba, SP, 13400-970, Brazil
| | - Esther Carrera
- Instituto de Biología Molecular y Celular de Plantas, Universitat Politècnica de València (UPV), Consejo Superior de Investigaciones Científicas (CSIC), Ingeniero Fausto Elío s/n, Valencia, 46022, Spain
| | - Isabel López-Díaz
- Instituto de Biología Molecular y Celular de Plantas, Universitat Politècnica de València (UPV), Consejo Superior de Investigaciones Científicas (CSIC), Ingeniero Fausto Elío s/n, Valencia, 46022, Spain
| | - Mônica L Rossi
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Av. Centenário 303, Piracicaba, SP, 13400-970, Brazil
| | - Luciano Freschi
- Instituto de Biociências, Universidade de São Paulo, R. do Matão 321, São Paulo, SP, 05508-090, Brazil
| | - Piotr Mieczkowski
- University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599-7264, USA
| | - Lazaro E P Peres
- Escola Superior de Agricultura "Luiz de Queiroz", Universidade de São Paulo, Av. Pádua Dias 9, Piracicaba, SP, 13418-900, Brazil
| | - Paulo J P L Teixeira
- Escola Superior de Agricultura "Luiz de Queiroz", Universidade de São Paulo, Av. Pádua Dias 9, Piracicaba, SP, 13418-900, Brazil
- University of North Carolina at Chapel Hill, Chapel Hill, NC, 27599-7264, USA
| | - Antonio Figueira
- Centro de Energia Nuclear na Agricultura, Universidade de São Paulo, Av. Centenário 303, Piracicaba, SP, 13400-970, Brazil
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Decloquement J, Ramos-Sobrinho R, Elias SG, Britto DS, Puig AS, Reis A, da Silva RAF, Honorato-Júnior J, Luz EDMN, Pinho DB, Marelli JP. Phytophthora theobromicola sp. nov.: A New Species Causing Black Pod Disease on Cacao in Brazil. Front Microbiol 2021; 12:537399. [PMID: 33815301 PMCID: PMC8015942 DOI: 10.3389/fmicb.2021.537399] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2020] [Accepted: 02/18/2021] [Indexed: 12/12/2022] Open
Abstract
Black pod disease, caused by Phytophthora species, is among the main limiting factors of cacao (Theobroma cacao L.) production. High incidence levels of black pod disease have been reported in Brazil, being induced by Phytophthora capsici, Phytophthora citrophthora, Phytophthora heveae, and Phytophthora palmivora. To assess the diversity of Phytophthora species affecting cacao in Brazil, 40 new isolates were obtained from cacao pods exhibiting symptoms of black pod disease collected in different smallholder farms in 2017. Further, ten cacao-infecting isolates morphologically identified as P. citrophthora and P. palmivora were molecularly characterized. The genomic regions beta-tubulin, elongation factor 1 alpha, heat shock protein 90, and internal transcribed spacer, and the mitochondrially encoded cytochrome c oxidase I and II genes were PCR-amplified and Sanger-sequenced from the cacao-infecting Phytophthora isolates. The morphological characterization and evaluation of the mycelial growth rates for the Phytophthora isolates were performed in vitro. Based on the molecular analysis and morphological comparisons, 19 isolates were identified as P. palmivora (clade 4). Interestingly, 31 isolates grouped together in the phylogenetic tree and were placed apart from previously known species in Phytophthora clade 2. Therefore, these isolates are considered as a new species herein referred to as Phytophthora theobromicola sp. nov., which produced papillate, semipapillate, and persistent sporangia on simple sporangiophores. The P. palmivora isolates were identified as A1 mating type by pairing each isolate with known A1 and A2 tester strains of P. capsici, but no oogonia/antheridia were observed when P. theobromicola was paired with the different tester strains. The P. theobromicola and P. citrophthora isolates showed higher mycelial growth rates, when compared to P. palmivora, on different media at 10, 15, and 20°C, but similar values were observed when grown on clarified CA media at 25 and 30°C. The pathogenicity tests carried out on pods of four cacao clones (CCN51, PS1319, Cepec2004, and CP49) showed significant variability among the isolates of both Phytophthora species, with P. theobromicola inducing higher rates of necrotic lesion expansion, when compared to P. palmivora. Here, two Phytophthora species were found associated with black pod disease in the state of Bahia, Brazil, and the previously undescribed P. theobromicola seems to be prevalent in field conditions. This is the first report of P. theobromicola on T. cacao. Also, these findings are crucial to improve the disease control strategies, and for the development of cacao materials genetically resistant to Phytophthora.
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Affiliation(s)
| | | | | | | | - Alina Sandra Puig
- USDA-ARS/Subtropical Horticultural Research Station, Miami, FL, United States
| | - Ailton Reis
- Embrapa, Centro Nacional de Pesquisa de Hortaliças, Brasília, Brazil
| | | | - Jaime Honorato-Júnior
- Centro Multidisciplinar do Campus de Barra, Universidade Federal do Oeste da Bahia, Barra, Brazil
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20
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The Role of Fungi in the Cocoa Production Chain and the Challenge of Climate Change. J Fungi (Basel) 2021; 7:jof7030202. [PMID: 33802148 PMCID: PMC7999002 DOI: 10.3390/jof7030202] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2021] [Revised: 03/06/2021] [Accepted: 03/08/2021] [Indexed: 11/24/2022] Open
Abstract
Background: The role of fungi in cocoa crops is mainly associated with plant diseases and contamination of harvest with unwanted metabolites such as mycotoxins that can reach the final consumer. However, in recent years there has been interest in discovering other existing interactions in the environment that may be beneficial, such as antagonism, commensalism, and the production of specific enzymes, among others. Scope and approach: This review summarizes the different fungi species involved in cocoa production and the cocoa supply chain. In particular, it examines the presence of fungal species during cultivation, harvest, fermentation, drying, and storage, emphasizing the factors that possibly influence their prevalence in the different stages of production and the health risks associated with the production of mycotoxins in the light of recent literature. Key findings and conclusion: Fungi associated with the cocoa production chain have many different roles. They have evolved in a varied range of ecosystems in close association with plants and various habitats, affecting nearly all the cocoa chain steps. Reports of the isolation of 60 genera of fungi were found, of which only 19 were involved in several stages. Although endophytic fungi can help control some diseases caused by pathogenic fungi, climate change, with increased rain and temperatures, together with intensified exchanges, can favour most of these fungal infections, and the presence of highly aggressive new fungal genotypes increasing the concern of mycotoxin production. For this reason, mitigation strategies need to be determined to prevent the spread of disease-causing fungi and preserve beneficial ones.
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Lisboa DO, Evans HC, Araújo JPM, Elias SG, Barreto RW. Moniliophthora perniciosa, the mushroom causing witches' broom disease of cacao: Insights into its taxonomy, ecology and host range in Brazil. Fungal Biol 2020; 124:983-1003. [PMID: 33213787 DOI: 10.1016/j.funbio.2020.09.001] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/20/2020] [Revised: 08/26/2020] [Accepted: 09/02/2020] [Indexed: 10/23/2022]
Abstract
Witches' broom caused by Moniliophthora perniciosa is the main disease of cacao (Theobroma cacao) in Brazil. The fungus is known to occur on other host families and these populations have been addressed in the literature as biotypes: C (Malvaceae); H (Malpighiaceae); L (Bignoniaceae) and S (Solanaceae). No complete elucidation of the phylogenetic relationships of isolates obtained from this disparate host range appears in the literature. One member of H (ex Heteropterys acutifolia) has been described as a distinct species. But should other biotypes be also recognized as distinct taxa? In the present study, a survey yielding 24 isolates of M. perniciosa from ten hosts and covering a wide range of geographic regions in Brazil was undertaken. These isolates were compared with those from T. cacao using three DNA regions for the phylogenetic analyses: ITS, LSU and RPB1. Morphology was also examined. All isolates in this study were found to belong to M. perniciosa, including the population from H. acutifolia, formerly treated as Moniliophthora brasiliensis but reduced here to a synonym of M. perniciosa. This species ranged from pathogenic to a previously unreported occurrence as a non-pathogenic endophyte in the Atlantic rainforest tree Allophylus edulis (Sapindaceae). M. perniciosa was recorded on a range of solanaceous hosts (16 species) over a wide variety of ecosystems. The ecological and evolutionary significance of these novel findings are discussed.
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Affiliation(s)
- Daniela O Lisboa
- Departamento de Fitopatologia, Universidade Federal de Viçosa, Viçosa, 36570-900, Brazil.
| | - Harry C Evans
- Departamento de Fitopatologia, Universidade Federal de Viçosa, Viçosa, 36570-900, Brazil; CAB International, Bakeham Lane, Egham, Surrey TW20 9TY, UK.
| | - João P M Araújo
- School of Forest Resources and Conservation, University of Florida, Gainesville, FL, 32611, USA.
| | - Samuel G Elias
- Programa de Pós-Graduação em Biologia Microbiana, Instituto de Ciências Biológicas, Bloco E, Campus Darcy Ribeiro, Universidade de Brasília, Asa Norte, 70910-900, Brasília, DF, Brazil.
| | - Robert W Barreto
- Departamento de Fitopatologia, Universidade Federal de Viçosa, Viçosa, 36570-900, Brazil.
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Díaz-Valderrama JR, Leiva-Espinoza ST, Aime MC. The History of Cacao and Its Diseases in the Americas. PHYTOPATHOLOGY 2020; 110:1604-1619. [PMID: 32820671 DOI: 10.1094/phyto-05-20-0178-rvw] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
Cacao is a commodity crop from the tropics cultivated by about 6 million smallholder farmers. The tree, Theobroma cacao, originated in the Upper Amazon where it was domesticated ca. 5450 to 5300 B.P. From this center of origin, cacao was dispersed and cultivated in Mesoamerica as early as 3800 to 3000 B.P. After the European conquest of the Americas (the 1500s), cacao cultivation intensified in several loci, primarily Mesoamerica, Trinidad, Venezuela, and Ecuador. It was during the colonial period that cacao diseases began emerging as threats to production. One early example is the collapse of the cacao industry in Trinidad in the 1720s, attributed to an unknown disease referred to as the "blast". Trinidad would resurface as a production center due to the discovery of the Trinitario genetic group, which is still widely used in breeding programs around the world. However, a resurgence of diseases like frosty pod rot during the republican period (the late 1800s and early 1900s) had profound impacts on other centers of Latin American production, especially in Venezuela and Ecuador, shifting the focus of cacao production southward, to Bahia, Brazil. Production in Bahia was, in turn, dramatically curtailed by the introduction of witches' broom disease in the late 1980s. Today, most of the world's cacao production occurs in West Africa and parts of Asia, where the primary Latin American diseases have not yet spread. In this review, we discuss the history of cacao cultivation in the Americas and how that history has been shaped by the emergence of diseases.
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Affiliation(s)
- Jorge R Díaz-Valderrama
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907, U.S.A
| | - Santos T Leiva-Espinoza
- Instituto de Investigación para el Desarrollo Sustentable de Ceja de Selva, Universidad Nacional Toribio Rodríguez de Mendoza de Amazonas, Chachapoyas, Amazonas, Perú
| | - M Catherine Aime
- Department of Botany and Plant Pathology, Purdue University, West Lafayette, IN 47907, U.S.A
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23
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Independent Whole-Genome Duplications Define the Architecture of the Genomes of the Devastating West African Cacao Black Pod Pathogen Phytophthora megakarya and Its Close Relative Phytophthora palmivora. G3-GENES GENOMES GENETICS 2020; 10:2241-2255. [PMID: 32354704 PMCID: PMC7341134 DOI: 10.1534/g3.120.401014] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
Phytophthora megakarya and P. palmivora are oomycete pathogens that cause black pod rot of cacao (Theobroma cacao), the most economically important disease on cacao globally. While P. palmivora is a cosmopolitan pathogen, P. megakarya, which is more aggressive on cacao than P. palmivora, has been reported only in West and Central Africa where it has been spreading and devastating cacao farms since the 1950s. In this study, we reconstructed the complete diploid genomes of multiple isolates of both species using single-molecule real-time sequencing. Thirty-one additional genotypes were sequenced to analyze inter- and intra-species genomic diversity. The P. megakarya genome is exceptionally large (222 Mbp) and nearly twice the size of P. palmivora (135 Mbp) and most known Phytophthora species (∼100 Mbp on average). Previous reports pointed toward a whole-genome duplication (WGD) in P. palmivora In this study, we demonstrate that both species underwent independent and relatively recent WGD events. In P. megakarya we identified a unique combination of WGD and large-scale transposable element driven genome expansion, which places this genome in the upper range of Phytophthora genome sizes, as well as effector pools with 1,382 predicted RxLR effectors. Finally, this study provides evidence of adaptive evolution of effectors like RxLRs and Crinklers, and discusses the implications of effector expansion and diversification.
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Wemheuer F, Berkelmann D, Wemheuer B, Daniel R, Vidal S, Bisseleua Daghela HB. Agroforestry Management Systems Drive the Composition, Diversity, and Function of Fungal and Bacterial Endophyte Communities in Theobroma Cacao Leaves. Microorganisms 2020; 8:E405. [PMID: 32183118 PMCID: PMC7143032 DOI: 10.3390/microorganisms8030405] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2020] [Revised: 03/04/2020] [Accepted: 03/11/2020] [Indexed: 12/22/2022] Open
Abstract
Cacao (Theobroma cacao L.) is one of the most economically important crops worldwide. Despite the important role of endophytes for plant growth and health, very little is known about the effect of agroforestry management systems on the endophyte communities of T. cacao. To close this knowledge gap, we investigated the diversity, community composition, and function of bacterial and fungal endophytes in the leaves of T. cacao trees growing in five major cacao-growing regions in the central region of Cameroon using DNA metabarcoding. Fungal but not bacterial alpha diversity measures differed significantly between the agroforestry management systems. Interestingly, less managed home-garden cacao forests harbored the lowest fungal richness and diversity. Our results suggest that the composition of bacterial and fungal endophyte communities is predominantly affected by agroforestry management systems and, to a lesser extent, by environmental properties. The core microbiome detected comprised important fungal phytopathogens, such as Lasiodiplodia species. Several predicted pathways of bacterial endophytes and functional guilds of fungal endophytes differed between the agroforest systems which might be attributed to bacteria and fungi specifically associated with a single agroforest. Our results provide the basis for future studies on foliar fungal and bacterial endophytes of T. cacao and their responsiveness towards agroforestry management systems.
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Affiliation(s)
- Franziska Wemheuer
- Section of Agricultural Entomology, Department of Crop Sciences, University of Göttingen, Grisebachstr. 6, D-37077 Göttingen, Germany; (F.W.); (H.B.B.D.)
| | - Dirk Berkelmann
- Genomic and Applied Microbiology & Göttingen Genomics Laboratory, Institute of Microbiology and Genetics, University of Göttingen, Grisebachstr. 8, D-37077 Göttingen, Germany; (D.B.); (B.W.); (R.D.)
| | - Bernd Wemheuer
- Genomic and Applied Microbiology & Göttingen Genomics Laboratory, Institute of Microbiology and Genetics, University of Göttingen, Grisebachstr. 8, D-37077 Göttingen, Germany; (D.B.); (B.W.); (R.D.)
| | - Rolf Daniel
- Genomic and Applied Microbiology & Göttingen Genomics Laboratory, Institute of Microbiology and Genetics, University of Göttingen, Grisebachstr. 8, D-37077 Göttingen, Germany; (D.B.); (B.W.); (R.D.)
| | - Stefan Vidal
- Section of Agricultural Entomology, Department of Crop Sciences, University of Göttingen, Grisebachstr. 6, D-37077 Göttingen, Germany; (F.W.); (H.B.B.D.)
| | - Hervé Bertin Bisseleua Daghela
- Section of Agricultural Entomology, Department of Crop Sciences, University of Göttingen, Grisebachstr. 6, D-37077 Göttingen, Germany; (F.W.); (H.B.B.D.)
- Laboratory of Entomology, Institute of Agricultural Research for Development (IRAD), BP 2067, Yaoundé, Cameroon
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