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Jarrett BJM, Miller CW. Host Plant Effects on Sexual Selection Dynamics in Phytophagous Insects. ANNUAL REVIEW OF ENTOMOLOGY 2024; 69:41-57. [PMID: 37562047 DOI: 10.1146/annurev-ento-022823-020258] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 08/12/2023]
Abstract
Natural selection is notoriously dynamic in nature, and so, too, is sexual selection. The interactions between phytophagous insects and their host plants have provided valuable insights into the many ways in which ecological factors can influence sexual selection. In this review, we highlight recent discoveries and provide guidance for future work in this area. Importantly, host plants can affect both the agents of sexual selection (e.g., mate choice and male-male competition) and the traits under selection (e.g., ornaments and weapons). Furthermore, in our rapidly changing world, insects now routinely encounter new potential host plants. The process of adaptation to a new host may be hindered or accelerated by sexual selection, and the unexplored evolutionary trajectories that emerge from these dynamics are relevant to pest management and insect conservation strategies. Examining the effects of host plants on sexual selection has the potential to advance our fundamental understanding of sexual conflict, host range evolution, and speciation, with relevance across taxa.
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Affiliation(s)
- Benjamin J M Jarrett
- School of Natural Sciences, Bangor University, Bangor, United Kingdom;
- Department of Biology, Lund University, Lund, Sweden
- Department of Entomology and Nematology, University of Florida, Gainesville, Florida, USA;
| | - Christine W Miller
- Department of Entomology and Nematology, University of Florida, Gainesville, Florida, USA;
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2
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Daraban GM, Hlihor RM, Suteu D. Pesticides vs. Biopesticides: From Pest Management to Toxicity and Impacts on the Environment and Human Health. TOXICS 2023; 11:983. [PMID: 38133384 PMCID: PMC10748064 DOI: 10.3390/toxics11120983] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/30/2023] [Revised: 11/26/2023] [Accepted: 11/30/2023] [Indexed: 12/23/2023]
Abstract
The environmental pollution that occurs in direct response to the widespread use of man-made/conventional pesticides results from many chemicals that require a long period of time, often decades, to degrade. The synthetic nature of pesticides also harms animals, beneficial insects, microorganisms, and plants, as well as humans. Fortunately, however, there are many natural pesticides, the so-called biopesticides, that are also effective against pests and more importantly, do not interfere with the well-being of ecosystems. Consequently, most biopesticides are safer for use around people and pets than man-made pesticides because, for example, they can be easily washed away from fruits and vegetables. The natural habitat is a rich resource with a wide selection of plants, many of which are also used to treat diseases in humans, animals, and plants. Out of concern for public health, environmental safety, and the stringent regulation of pesticide residues in agricultural commodities, the use of biopesticides is becoming increasingly important, but questions regarding potential pest resistance to these products may arise, just as is the case with conventional pesticides. Therefore, the performance and potential role of biopesticides in the management of plant pests should be prioritized due to their sustainability and importance to human and environmental welfare. In this review, we propose to highlight a scenario in which we discuss in detail the main constraints posed by the use of pesticides compared to biopesticides, starting with issues regarding their definition and continuing on to issues related to their toxicity and their impact on the environment and human health.
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Affiliation(s)
- Gabriel Mihăiță Daraban
- “Cristofor Simionescu” Faculty of Chemical Engineering and Environmental Protection, “Gheorghe Asachi” Technical University of Iasi, 73 Prof.dr.docent D. Mangeron Blvd., 700050 Iasi, Romania;
| | - Raluca-Maria Hlihor
- Faculty of Horticulture, “Ion Ionescu de la Brad” Iasi University of Life Sciences, 3 Mihail Sadoveanu Street, 700490 Iasi, Romania
| | - Daniela Suteu
- “Cristofor Simionescu” Faculty of Chemical Engineering and Environmental Protection, “Gheorghe Asachi” Technical University of Iasi, 73 Prof.dr.docent D. Mangeron Blvd., 700050 Iasi, Romania;
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3
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Duthie AB, Mangan R, McKeon CR, Tinsley MC, Bussière LF. resevol: An R package for spatially explicit models of pesticide resistance given evolving pest genomes. PLoS Comput Biol 2023; 19:e1011691. [PMID: 38048359 PMCID: PMC10721171 DOI: 10.1371/journal.pcbi.1011691] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/11/2023] [Revised: 12/14/2023] [Accepted: 11/15/2023] [Indexed: 12/06/2023] Open
Abstract
The evolution of pesticide resistance is a widespread problem with potentially severe consequences for global food security. We introduce the resevol R package, which simulates individual-based models of pests with evolving genomes that produce complex, polygenic, and covarying traits affecting pest life history and pesticide resistance. Simulations are modelled on a spatially-explicit and highly customisable landscape in which crop and pesticide application and rotation can vary, making the package a highly flexible tool for both general and tactical models of pest management and resistance evolution. We present the key features of the resevol package and demonstrate its use for a simple example simulating pests with two covarying traits. The resevol R package is open source under GNU Public License. All source code and documentation are available on GitHub.
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Affiliation(s)
- A. Bradley Duthie
- Biological and Environmental Sciences, University of Stirling, Stirling, United Kingdom
| | - Rosie Mangan
- Biological and Environmental Sciences, University of Stirling, Stirling, United Kingdom
| | - C. Rose McKeon
- Biological and Environmental Sciences, University of Stirling, Stirling, United Kingdom
| | - Matthew C. Tinsley
- Biological and Environmental Sciences, University of Stirling, Stirling, United Kingdom
| | - Luc F. Bussière
- Biological and Environmental Sciences and Gothenburg Global Biodiversity Centre, The University of Gothenburg, Gothenburg, Sweden
- Gothenburgh Global Biodiversity Centre, Gothenburg, Sweden
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4
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Zhu Y, Yao K, Ma M, Cui Y, Xu J, Chen W, Yang R, Wu C, Gong G. Occurrence Regionalization of Kiwifruit Brown Spot in Sichuan. J Fungi (Basel) 2023; 9:899. [PMID: 37755007 PMCID: PMC10532618 DOI: 10.3390/jof9090899] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 08/29/2023] [Accepted: 08/29/2023] [Indexed: 09/28/2023] Open
Abstract
Kiwifruit brown spot caused by Corynespora cassiicola is the most significant fungal disease in Sichuan, resulting in premature defoliation, which had a significant impact on yield and fruit quality. The objective of the study was to determine the occurrence regularity and suitability of kiwifruit brown spot in Sichuan. The occurrence of the disease in the main producing region was continuously monitored, the maximum entropy (MaxEnt) model was used to predict its potential distribution, and the key environmental variables were identified using the jackknife method. The results indicated that kiwifruit brown spot was widely distributed across the entire producing region in Sichuan, predominantly affecting the variety "Hongyang". The incidence (p < 0.01) and disease index (p < 0.05) showed a significant positive correlation with the cultivar, and decreased with the altitude increasing. The average area under the ROC curve (AUC) of 10 replicates was 0.933 ± 0.012, with an accuracy of 84.44% in a field test, confirming the reliability of the predicted results. The highly suitable distribution areas of kiwifruit brown spot were mainly located in the Chengdu and Ya'an regions. The entire Panzhihua region was an unsuitable distribution area, and the entire Pujiang County and Mingshan District were highly suitable distribution areas. The key environmental variables affecting the potential distribution of kiwifruit brown spot included isothermality (24.3-33.7%), minimum temperature in August (16.3-23.6 °C), maximum temperature in July (25.5-31.2 °C), minimum temperature in June (15.6-20.9 °C), precipitation in August (158-430 mm), and average temperature in October (15.6-18.8 °C). This study provides a theoretical basis for the reasonable layout of the cultivar and the precise prevention and control of the disease.
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Affiliation(s)
- Yuhang Zhu
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
| | - Kaikai Yao
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
| | - Miaomiao Ma
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
| | - Yongliang Cui
- Sichuan Provincial Academy of Natural Resource Sciences, Chengdu 610041, China;
| | - Jing Xu
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
| | - Wen Chen
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
| | - Rui Yang
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
| | - Cuiping Wu
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
| | - Guoshu Gong
- Plant Protection Department, College of Agronomy, Sichuan Agricultural University, Chengdu 611130, China; (Y.Z.); (K.Y.); (M.M.); (J.X.); (W.C.); (R.Y.); (C.W.)
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5
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Fardella PA, Clarke BB, Belanger FC. The Epichloë festucae Antifungal Protein Efe-AfpA Has Activity against Numerous Plant Pathogens. Microorganisms 2023; 11:microorganisms11040828. [PMID: 37110250 PMCID: PMC10145699 DOI: 10.3390/microorganisms11040828] [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: 02/23/2023] [Revised: 03/17/2023] [Accepted: 03/22/2023] [Indexed: 04/29/2023] Open
Abstract
Fungal plant pathogens can present major problems for most crop species. Currently, control of fungal diseases relies heavily on the use of fungicides. However, there are problems associated with fungicide use, including potential toxicity to non-target organisms and the development of resistance in the target fungus. New strategies are being sought to reduce fungicide use. One area of active research is the potential use of antifungal proteins from various fungal species as alternatives or complements to traditional fungicides. An antifungal protein, Efe-AfpA, from the fungal endophyte Epichloë festucae was previously found to protect plants from the pathogen Clarireedia jacksonii, the causal agent of dollar spot disease. Here we report that Efe-AfpA also has inhibitory activity against other important plant pathogens. These results suggest that it may be possible to develop Efe-AfpA as a biofungicide to target a broad range of destructive plant pathogens.
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Affiliation(s)
- Patrick A Fardella
- Department of Plant Biology, Rutgers University, New Brunswick, NJ 08901, USA
| | - Bruce B Clarke
- Department of Plant Biology, Rutgers University, New Brunswick, NJ 08901, USA
| | - Faith C Belanger
- Department of Plant Biology, Rutgers University, New Brunswick, NJ 08901, USA
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6
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Global honeybee health decline factors and potential conservation techniques. Food Secur 2023. [DOI: 10.1007/s12571-023-01346-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/19/2023]
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7
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Almeida OAC, de Araujo NO, Dias BHS, de Sant’Anna Freitas C, Coerini LF, Ryu CM, de Castro Oliveira JV. The power of the smallest: The inhibitory activity of microbial volatile organic compounds against phytopathogens. Front Microbiol 2023; 13:951130. [PMID: 36687575 PMCID: PMC9845590 DOI: 10.3389/fmicb.2022.951130] [Citation(s) in RCA: 9] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Accepted: 09/20/2022] [Indexed: 01/06/2023] Open
Abstract
Plant diseases caused by phytopathogens result in huge economic losses in agriculture. In addition, the use of chemical products to control such diseases causes many problems to the environment and to human health. However, some bacteria and fungi have a mutualistic relationship with plants in nature, mainly exchanging nutrients and protection. Thus, exploring those beneficial microorganisms has been an interesting and promising alternative for mitigating the use of agrochemicals and, consequently, achieving a more sustainable agriculture. Microorganisms are able to produce and excrete several metabolites, but volatile organic compounds (VOCs) have huge biotechnology potential. Microbial VOCs are small molecules from different chemical classes, such as alkenes, alcohols, ketones, organic acids, terpenes, benzenoids and pyrazines. Interestingly, volatilomes are species-specific and also change according to microbial growth conditions. The interaction of VOCs with other organisms, such as plants, insects, and other bacteria and fungi, can cause a wide range of effects. In this review, we show that a large variety of plant pathogens are inhibited by microbial VOCs with a focus on the in vitro and in vivo inhibition of phytopathogens of greater scientific and economic importance in agriculture, such as Ralstonia solanacearum, Botrytis cinerea, Xanthomonas and Fusarium species. In this scenario, some genera of VOC-producing microorganisms stand out as antagonists, including Bacillus, Pseudomonas, Serratia and Streptomyces. We also highlight the known molecular and physiological mechanisms by which VOCs inhibit the growth of phytopathogens. Microbial VOCs can provoke many changes in these microorganisms, such as vacuolization, fungal hyphal rupture, loss of intracellular components, regulation of metabolism and pathogenicity genes, plus the expression of proteins important in the host response. Furthermore, we demonstrate that there are aspects to investigate by discussing questions that are still not very clear in this research area, especially those that are essential for the future use of such beneficial microorganisms as biocontrol products in field crops. Therefore, we bring to light the great biotechnological potential of VOCs to help make agriculture more sustainable.
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Affiliation(s)
- Octávio Augusto Costa Almeida
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil,Graduate Program in Genetics and Molecular Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Natália Oliveira de Araujo
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil,Graduate Program in Genetics and Molecular Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Bruno Henrique Silva Dias
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil,Graduate Program in Genetics and Molecular Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Carla de Sant’Anna Freitas
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil,Graduate Program in Genetics and Molecular Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Luciane Fender Coerini
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil,Graduate Program in Genetics and Molecular Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil
| | - Choong-Min Ryu
- Molecular Phytobacteriology Laboratory, Korea Research Institute of Bioscience & Biotechnology (KRIBB), Daejeon, South Korea,Biosystems and Bioengineering Program, University of Science and Technology, Daejeon, South Korea
| | - Juliana Velasco de Castro Oliveira
- Brazilian Biorenewables National Laboratory (LNBR), Brazilian Center for Research in Energy and Materials (CNPEM), Campinas, Brazil,Graduate Program in Genetics and Molecular Biology, Institute of Biology, University of Campinas (UNICAMP), Campinas, Brazil,*Correspondence: Juliana Velasco de Castro Oliveira,
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8
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Banerji A, Benesh K. Incorporating Microbial Species Interaction in Management of Freshwater Toxic Cyanobacteria: A Systems Science Challenge. AQUATIC ECOLOGY 2022; 3:570-587. [PMID: 36643215 PMCID: PMC9836389 DOI: 10.3390/ecologies3040042] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Water resources are critically important, but also pose risks of exposure to toxic and pathogenic microbes. Increasingly, a concern is toxic cyanobacteria, which have been linked to the death and disease of humans, domesticated animals, and wildlife in freshwater systems worldwide. Management approaches successful at reducing cyanobacterial abundance and toxin production have tended to be short-term solutions applied on small scales (e.g., algaecide application) or solutions that entail difficult multifaceted investments (e.g., modification of landscape and land use to reduce nutrient inputs). However, implementation of these approaches can be undermined by microbial species interactions that (a) provide toxic cyanobacteria with protection against the method of control or (b) permit toxic cyanobacteria to be replaced by other significant microbial threats. Understanding these interactions is necessary to avoid such scenarios and can provide a framework for novel strategies to enhance freshwater resource management via systems science (e.g., pairing existing physical and chemical approaches against cyanobacteria with ecological strategies such as manipulation of natural enemies, targeting of facilitators, and reduction of benthic occupancy and recruitment). Here, we review pertinent examples of the interactions and highlight potential applications of what is known.
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Affiliation(s)
- Aabir Banerji
- US Environmental Protection Agency, Office of Research & Development, Duluth, MN 55804, USA
| | - Kasey Benesh
- Oak Ridge Institute for Science & Education, Oak Ridge, TN 37830, USA
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9
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Cohen ZP, Chen YH, Groves R, Schoville SD. Evidence of hard‐selective sweeps suggests independent adaptation to insecticides in Colorado potato beetle (Coleoptera: Chrysomelidae) populations. Evol Appl 2022; 15:1691-1705. [DOI: 10.1111/eva.13498] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2021] [Revised: 10/07/2022] [Accepted: 10/11/2022] [Indexed: 12/01/2022] Open
Affiliation(s)
- Zachary P. Cohen
- Department of Entomology University of Wisconsin‐Madison Madison Wisconsin USA
| | - Yolanda H. Chen
- Department of Plant and Soil Sciences University of Vermont Burlington Vermont USA
| | - Russell Groves
- Department of Entomology University of Wisconsin‐Madison Madison Wisconsin USA
| | - Sean D. Schoville
- Department of Entomology University of Wisconsin‐Madison Madison Wisconsin USA
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10
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Marone Fassolo E, Lecchi B, Marcianò D, Maddalena G, Toffolatti SL. Pathogen Adaptation to American ( Rpv3-1) and Eurasian ( Rpv29) Grapevine Loci Conferring Resistance to Downy Mildew. PLANTS (BASEL, SWITZERLAND) 2022; 11:2619. [PMID: 36235481 PMCID: PMC9571346 DOI: 10.3390/plants11192619] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Revised: 09/22/2022] [Accepted: 09/30/2022] [Indexed: 06/16/2023]
Abstract
Durable resistance is a key objective in genetic improvement for disease resistance in grapevines, which must survive for years in the field in the presence of adaptable pathogen populations. In this study, the adaptation of 72 Northern Italian isolates of Plasmopara viticola, the downy mildew agent, has been investigated into Bianca, possessing Rpv3-1, the most frequently exploited resistance locus for genetic improvement, and Mgaloblishvili, a Vitis vinifera variety possessing the newly discovered Rpv29 locus. Infection parameters (latency period, infection frequency, and disease severity) and oospore production and viability were evaluated and compared to those of Pinot noir, the susceptible reference. The expected levels of disease control were achieved by both resistant cultivars (>90% on Bianca; >25% on Mgaloblishvili), despite the high frequency of isolates able to grow on one (28%) or both (46%) accessions. The disease incidence and severity were limited by both resistant cultivars and the strains able to grow on resistant accessions showed signatures of fitness penalties (reduced virulence, infection frequency, and oospore density). Together, these results indicate an adequate pathogen control but suitable practices must be adopted in the field to prevent the diffusion of the partially adapted P. viticola strains to protect resistance genes from erosion.
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11
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Bras A, Roy A, Heckel DG, Anderson P, Karlsson Green K. Pesticide resistance in arthropods: Ecology matters too. Ecol Lett 2022; 25:1746-1759. [PMID: 35726578 PMCID: PMC9542861 DOI: 10.1111/ele.14030] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2022] [Revised: 04/12/2022] [Accepted: 05/03/2022] [Indexed: 12/22/2022]
Abstract
Pesticide resistance development is an example of rapid contemporary evolution that poses immense challenges for agriculture. It typically evolves due to the strong directional selection that pesticide treatments exert on herbivorous arthropods. However, recent research suggests that some species are more prone to evolve pesticide resistance than others due to their evolutionary history and standing genetic variation. Generalist species might develop pesticide resistance especially rapidly due to pre‐adaptation to handle a wide array of plant allelochemicals. Moreover, research has shown that adaptation to novel host plants could lead to increased pesticide resistance. Exploring such cross‐resistance between host plant range evolution and pesticide resistance development from an ecological perspective is needed to understand its causes and consequences better. Much research has, however, been devoted to the molecular mechanisms underlying pesticide resistance while both the ecological contexts that could facilitate resistance evolution and the ecological consequences of cross‐resistance have been under‐studied. Here, we take an eco‐evolutionary approach and discuss circumstances that may facilitate cross‐resistance in arthropods and the consequences cross‐resistance may have for plant–arthropod interactions in both target and non‐target species and species interactions. Furthermore, we suggest future research avenues and practical implications of an increased ecological understanding of pesticide resistance evolution.
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Affiliation(s)
- Audrey Bras
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, Alnarp, Sweden.,Faculty of Forestry and Wood Sciences, EXTEMIT-K and EVA.4.0 Unit, Czech University of Life Sciences, Suchdol, Czech Republic
| | - Amit Roy
- Faculty of Forestry and Wood Sciences, EXTEMIT-K and EVA.4.0 Unit, Czech University of Life Sciences, Suchdol, Czech Republic
| | - David G Heckel
- Max Planck Institute for Chemical Ecology, Jena, Germany
| | - Peter Anderson
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, Alnarp, Sweden
| | - Kristina Karlsson Green
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, Alnarp, Sweden
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12
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De-la-Cruz IM, Batsleer F, Bonte D, Diller C, Hytönen T, Muola A, Osorio S, Posé D, Vandegehuchte ML, Stenberg JA. Evolutionary Ecology of Plant-Arthropod Interactions in Light of the "Omics" Sciences: A Broad Guide. FRONTIERS IN PLANT SCIENCE 2022; 13:808427. [PMID: 35548276 PMCID: PMC9084618 DOI: 10.3389/fpls.2022.808427] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 04/01/2022] [Indexed: 06/15/2023]
Abstract
Aboveground plant-arthropod interactions are typically complex, involving herbivores, predators, pollinators, and various other guilds that can strongly affect plant fitness, directly or indirectly, and individually, synergistically, or antagonistically. However, little is known about how ongoing natural selection by these interacting guilds shapes the evolution of plants, i.e., how they affect the differential survival and reproduction of genotypes due to differences in phenotypes in an environment. Recent technological advances, including next-generation sequencing, metabolomics, and gene-editing technologies along with traditional experimental approaches (e.g., quantitative genetics experiments), have enabled far more comprehensive exploration of the genes and traits involved in complex ecological interactions. Connecting different levels of biological organization (genes to communities) will enhance the understanding of evolutionary interactions in complex communities, but this requires a multidisciplinary approach. Here, we review traditional and modern methods and concepts, then highlight future avenues for studying the evolution of plant-arthropod interactions (e.g., plant-herbivore-pollinator interactions). Besides promoting a fundamental understanding of plant-associated arthropod communities' genetic background and evolution, such knowledge can also help address many current global environmental challenges.
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Affiliation(s)
- Ivan M. De-la-Cruz
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, Alnarp, Sweden
| | - Femke Batsleer
- Terrestrial Ecology Unit, Department of Biology, Ghent University, Ghent, Belgium
| | - Dries Bonte
- Terrestrial Ecology Unit, Department of Biology, Ghent University, Ghent, Belgium
| | - Carolina Diller
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, Alnarp, Sweden
| | - Timo Hytönen
- Department of Agricultural Sciences, Viikki Plant Science Centre, University of Helsinki, Helsinki, Finland
- NIAB EMR, West Malling, United Kingdom
| | - Anne Muola
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, Alnarp, Sweden
- Biodiversity Unit, University of Turku, Finland
| | - Sonia Osorio
- Departamento de Biología Molecular y Bioquímica, Instituto de Hortofruticultura Subtropical y Mediterránea “La Mayora”, Universidad de Málaga-Consejo Superior de Investigaciones Científicas, Campus de Teatinos, Málaga, Spain
| | - David Posé
- Departamento de Biología Molecular y Bioquímica, Instituto de Hortofruticultura Subtropical y Mediterránea “La Mayora”, Universidad de Málaga-Consejo Superior de Investigaciones Científicas, Campus de Teatinos, Málaga, Spain
| | - Martijn L. Vandegehuchte
- Terrestrial Ecology Unit, Department of Biology, Ghent University, Ghent, Belgium
- Department of Biology, Norwegian University of Science and Technology, Trondheim, Norway
| | - Johan A. Stenberg
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, Alnarp, Sweden
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13
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Skoracka A, Laska A, Radwan J, Konczal M, Lewandowski M, Puchalska E, Karpicka‐Ignatowska K, Przychodzka A, Raubic J, Kuczyński L. Effective specialist or jack of all trades? Experimental evolution of a crop pest in fluctuating and stable environments. Evol Appl 2022; 15:1639-1652. [PMID: 36330306 PMCID: PMC9624081 DOI: 10.1111/eva.13360] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 01/30/2022] [Accepted: 02/06/2022] [Indexed: 11/30/2022] Open
Abstract
Understanding pest evolution in agricultural systems is crucial for developing effective and innovative pest control strategies. Types of cultivation, such as crop monocultures versus polycultures or crop rotation, may act as a selective pressure on pests’ capability to exploit the host’s resources. In this study, we examined the herbivorous mite Aceria tosichella (commonly known as wheat curl mite), a widespread wheat pest, to understand how fluctuating versus stable environments influence its niche breadth and ability to utilize different host plant species. We subjected a wheat‐bred mite population to replicated experimental evolution in a single‐host environment (either wheat or barley), or in an alternation between these two plant species every three mite generations. Next, we tested the fitness of these evolving populations on wheat, barley, and on two other plant species not encountered during experimental evolution, namely rye and smooth brome. Our results revealed that the niche breadth of A. tosichella evolved in response to the level of environmental variability. The fluctuating environment expanded the niche breadth by increasing the mite’s ability to utilize different plant species, including novel ones. Such an environment may thus promote flexible host‐use generalist phenotypes. However, the niche expansion resulted in some costs expressed as reduced performances on both wheat and barley as compared to specialists. Stable host environments led to specialized phenotypes. The population that evolved in a constant environment consisting of barley increased its fitness on barley without the cost of utilizing wheat. However, the population evolving on wheat did not significantly increase its fitness on wheat, but decreased its performance on barley. Altogether, our results indicated that, depending on the degree of environmental heterogeneity, agricultural systems create different conditions that influence pests’ niche breadth evolution, which may in turn affect the ability of pests to persist in such systems.
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Affiliation(s)
- Anna Skoracka
- Population Ecology Lab Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
- Center for Advanced Technology Adam Mickiewicz University Poznań Poland
| | - Alicja Laska
- Population Ecology Lab Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
| | - Jacek Radwan
- Evolutionary Biology Group Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
| | - Mateusz Konczal
- Evolutionary Biology Group Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
| | - Mariusz Lewandowski
- Section of Applied Entomology Department of Plant Protection Institute of Horticultural Sciences Warsaw University of Life Sciences – SGGW Warsaw Poland
| | - Ewa Puchalska
- Section of Applied Entomology Department of Plant Protection Institute of Horticultural Sciences Warsaw University of Life Sciences – SGGW Warsaw Poland
| | - Kamila Karpicka‐Ignatowska
- Population Ecology Lab Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
| | - Anna Przychodzka
- Population Ecology Lab Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
| | - Jarosław Raubic
- Population Ecology Lab Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
| | - Lechosław Kuczyński
- Population Ecology Lab Institute of Environmental Biology Faculty of Biology Adam Mickiewicz University Poznań Poland
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14
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Einspanier S, Susanto T, Metz N, Wolters PJ, Vleeshouwers VG, Lankinen Å, Liljeroth E, Landschoot S, Ivanović Ž, Hückelhoven R, Hausladen H, Stam R. Whole genome sequencing elucidates the species‐wide diversity and evolution of fungicide resistance in the early blight pathogen
Alternaria solani. Evol Appl 2022; 15:1605-1620. [PMID: 36330303 PMCID: PMC9624079 DOI: 10.1111/eva.13350] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2021] [Revised: 01/14/2022] [Accepted: 01/17/2022] [Indexed: 11/28/2022] Open
Abstract
Early blight of potato is caused by the fungal pathogen Alternaria solani and is an increasing problem worldwide. The primary strategy to control the disease is applying fungicides such as succinate dehydrogenase inhibitors (SDHI). SDHI‐resistant strains, showing reduced sensitivity to treatments, appeared in Germany in 2013, shortly after the introduction of SDHIs. Two primary mutations in the SDH complex (SdhB‐H278Y and SdhC‐H134R) have been frequently found throughout Europe. How these resistances arose and spread, and whether they are linked to other genomic features, remains unknown. For this project, we performed whole‐genome sequencing for 48 A. solani isolates from potato fields across Europe to better characterize the pathogen's genetic diversity in general and understand the development and spread of the genetic mutations that lead to SDHI resistance. The isolates can be grouped into seven genotypes. These genotypes do not show a geographical pattern but appear spread throughout Europe. We found clear evidence for recombination on the genome, and the observed admixtures might indicate a higher adaptive potential of the fungus than previously thought. Yet, we cannot link the observed recombination events to different Sdh mutations. The same Sdh mutations appear in different, non‐admixed genetic backgrounds; therefore, we conclude they arose independently. Our research gives insights into the genetic diversity of A. solani on a genome level. The mixed occurrence of different genotypes, apparent admixture in the populations, and evidence for recombination indicate higher genomic complexity than anticipated. The conclusion that SDHI tolerance arose multiple times independently has important implications for future fungicide resistance management strategies. These should not solely focus on preventing the spread of isolates between locations but also on limiting population size and the selective pressure posed by fungicides in a given field to avoid the rise of new mutations in other genetic backgrounds.
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Affiliation(s)
| | - Tamara Susanto
- Chair of Phytopathology Technical University of Munich Freising Germany
| | - Nicole Metz
- Chair of Phytopathology Technical University of Munich Freising Germany
| | - Pieter J. Wolters
- Plant Breeding Wageningen University and Research Wageningen The Netherlands
| | | | - Åsa Lankinen
- Department of Plant Protection Swedish University of Agricultural Sciences Lomma Sweden
| | - Erland Liljeroth
- Department of Plant Protection Swedish University of Agricultural Sciences Lomma Sweden
| | | | - Žarko Ivanović
- Institute for Plant Protection and Environment Belgrade Serbia
| | - Ralph Hückelhoven
- Chair of Phytopathology Technical University of Munich Freising Germany
| | - Hans Hausladen
- Plant Technology Centre Technical University of Munich Freising Germany
| | - Remco Stam
- Chair of Phytopathology Technical University of Munich Freising Germany
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15
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Hashemi M, Tabet D, Sandroni M, Benavent-Celma C, Seematti J, Andersen CB, Grenville-Briggs LJ. The hunt for sustainable biocontrol of oomycete plant pathogens, a case study of Phytophthora infestans. FUNGAL BIOL REV 2021. [DOI: 10.1016/j.fbr.2021.11.003] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
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16
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Vilarem C, Piou V, Vogelweith F, Vétillard A. Varroa destructor from the Laboratory to the Field: Control, Biocontrol and IPM Perspectives-A Review. INSECTS 2021; 12:800. [PMID: 34564240 PMCID: PMC8465918 DOI: 10.3390/insects12090800] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Revised: 08/30/2021] [Accepted: 09/02/2021] [Indexed: 12/13/2022]
Abstract
Varroa destructor is a real challenger for beekeepers and scientists: fragile out of the hive, tenacious inside a bee colony. From all the research done on the topic, we have learned that a better understanding of this organism in its relationship with the bee but also for itself is necessary. Its biology relies mostly on semiochemicals for reproduction, nutrition, or orientation. Many treatments have been developed over the years based on hard or soft acaricides or even on biocontrol techniques. To date, no real sustainable solution exists to reduce the pressure of the mite without creating resistances or harming honeybees. Consequently, the development of alternative disruptive tools against the parasitic life cycle remains open. It requires the combination of both laboratory and field results through a holistic approach based on health biomarkers. Here, we advocate for a more integrative vision of V. destructor research, where in vitro and field studies are more systematically compared and compiled. Therefore, after a brief state-of-the-art about the mite's life cycle, we discuss what has been done and what can be done from the laboratory to the field against V. destructor through an integrative approach.
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Affiliation(s)
- Caroline Vilarem
- Laboratoire Evolution et Diversité Biologique, UMR5174, CNRS-Université de Toulouse III-IRD, INU Jean-François Champollion, Université Paul Sabatier, 31077 Toulouse, France; (C.V.); (V.P.)
- M2i Biocontrol–Entreprise SAS, 46140 Parnac, France;
| | - Vincent Piou
- Laboratoire Evolution et Diversité Biologique, UMR5174, CNRS-Université de Toulouse III-IRD, INU Jean-François Champollion, Université Paul Sabatier, 31077 Toulouse, France; (C.V.); (V.P.)
| | | | - Angélique Vétillard
- Laboratoire Evolution et Diversité Biologique, UMR5174, CNRS-Université de Toulouse III-IRD, INU Jean-François Champollion, Université Paul Sabatier, 31077 Toulouse, France; (C.V.); (V.P.)
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17
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Karlsson Green K. The effects of host plant species and larval density on immune function in the polyphagous moth Spodoptera littoralis. Ecol Evol 2021; 11:10090-10097. [PMID: 34367561 PMCID: PMC8328413 DOI: 10.1002/ece3.7802] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/22/2020] [Revised: 04/09/2021] [Accepted: 05/18/2021] [Indexed: 11/07/2022] Open
Abstract
Immune functions are costly, and immune investment is usually dependent on the individual's condition and resource availability. For phytophagous insects, host plant quality has large effects on performance, for example growth and survival, and may also affect their immune function. Polyphagous insects often experience a large variation in quality among different host plant species, and their immune investment may thus vary depending on which host plant species they develop on. Larvae of the polyphagous moth Spodoptera littoralis have previously been found to exhibit density-dependent prophylaxis as they invest more in certain immune responses in high population densities. In addition, the immune response of S. littoralis has been shown to depend on nutrient quality in experiments with artificial diet. Here, I studied the effects of natural host plant diet and larval density on a number of immune responses to understand how host plant species affects immune investment in generalist insects, and whether the density-dependent prophylaxis could be mediated by host plant species. While host plant species in general did not mediate the density-dependent immune expression, particular host plant species was found to increase larval investment in certain functions of the immune system. Interestingly, these results indicate that different host plants may provide a polyphagous species with protection against different kinds of antagonisms. This insight may contribute to our understanding of the relationship between preference and performance in generalists, as well as having applied consequences for sustainable pest management.
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Affiliation(s)
- Kristina Karlsson Green
- Department of Plant Protection BiologySwedish University of Agricultural SciencesAlnarpSweden
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18
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Stenberg JA, Ortiz R. Focused Identification of Germplasm Strategy (FIGS): polishing a rough diamond. CURRENT OPINION IN INSECT SCIENCE 2021; 45:1-6. [PMID: 33166746 DOI: 10.1016/j.cois.2020.11.001] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 10/29/2020] [Accepted: 11/02/2020] [Indexed: 06/11/2023]
Abstract
Focused Identification of Germplasm Strategy (FIGS) has been advocated as an efficient approach to predict and harness variation in adaptive traits in genebanks or wild populations of plants. However, a weakness of the current FIGS approach is that it only utilizes a priori knowledge of one evolutionary factor: natural selection. Further optimization is needed to capture elusive traits, and this review shows that nonadaptive evolutionary processes (gene flow and genetic drift) should be incorporated to increase precision. Focusing on plant resistance to insect herbivores, we also note that historic selection pressures can be difficult to disentangle, and provide suggestions for successful mining based on eco-evolutionary theory. We conclude that with such refinement FIGS has high potential for enhancing breeding efforts and hence sustainable plant production.
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Affiliation(s)
- Johan A Stenberg
- Department of Plant Protection Biology, Swedish University of Agricultural Sciences, PO Box 102, 23053 Alnarp, Sweden.
| | - Rodomiro Ortiz
- Department of Plant Breeding, Swedish University of Agricultural Sciences, PO Box 101, 23053 Alnarp, Sweden
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19
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Piwowar A. The use of pesticides in Polish agriculture after integrated pest management (IPM) implementation. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:26628-26642. [PMID: 33491144 PMCID: PMC8159817 DOI: 10.1007/s11356-020-12283-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/20/2020] [Accepted: 12/28/2020] [Indexed: 06/12/2023]
Abstract
The aim of the conducted study was to characterize the attitudes and practices of Polish farmers in the area of performing chemical plant protection treatments. A particular attention was paid to identifying the relationship between the direction of changes in the volume of chemical plant protection product consumption and selected attributes of farms. The main time range of the analyses covered the period of 2013-2017. Statistical data and results of representative surveys carried out on a sample of 1101 farms in Poland were used in the research process. Due to the large number of variants of the analysed variables, a multiple correspondence analysis was used, which made it possible to determine the correlation between the examined features (direction of changes in pesticide use relative to the farm area, economic size of the farm and location of the farm). Statistical analysis showed the existence of strong relationships between the physical (1) and economic (2) size of farms and the direction of changes in pesticide consumption ((1) φ2 = 0.0907; (2) φ2 = 0.1141)). According to empirical studies, the reduction of pesticide consumption took place mainly on the smallest farms. The implementation of the integrated plant protection directive has not resulted in significant changes in the form of reduced pesticide use in large-scale field crops. This raises the need to modify the strategy and model of crop protection in large-scale field crops in Poland.
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Affiliation(s)
- Arkadiusz Piwowar
- Wroclaw University of Economics and Business, Komandorska Street 118/120, 53-345, Wrocław, Poland.
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20
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Sutter A, Price TA, Wedell N. The impact of female mating strategies on the success of insect control technologies. CURRENT OPINION IN INSECT SCIENCE 2021; 45:75-83. [PMID: 33601059 DOI: 10.1016/j.cois.2021.02.003] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/14/2020] [Revised: 01/11/2021] [Accepted: 02/05/2021] [Indexed: 06/12/2023]
Abstract
Attempts to control insect pests and disease vectors have a long history. Recently, new technology has opened a whole new range of possible methods to suppress or transform natural populations. But it has also become clear that a better understanding of the ecology of targeted populations is needed. One key parameter is mating behaviour. Often modified males are released which need to successfully reproduce with females while competing with wild males. Insect control techniques can be affected by target species' mating ecology, and conversely mating ecology is likely to evolve in response to manipulation attempts. A better understanding of (female) mating behaviour will help anticipate and overcome potential challenges, and thus make desirable outcomes more likely.
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Affiliation(s)
- Andreas Sutter
- School of Biological Sciences, University of East Anglia, Norwich Research Park, NR4 7TJ Norwich, UK
| | - Tom Ar Price
- Institute of Infection, Veterinary and Ecological Sciences, University of Liverpool, Liverpool, L69 7ZB, UK
| | - Nina Wedell
- Biosciences, University of Exeter, Penryn Campus, Penryn TR10 9FE, UK.
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21
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Waheed A, Wang YP, Nkurikiyimfura O, Li WY, Liu ST, Lurwanu Y, Lu GD, Wang ZH, Yang LN, Zhan J. Effector Avr4 in Phytophthora infestans Escapes Host Immunity Mainly Through Early Termination. Front Microbiol 2021; 12:646062. [PMID: 34122360 PMCID: PMC8192973 DOI: 10.3389/fmicb.2021.646062] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2020] [Accepted: 03/19/2021] [Indexed: 11/13/2022] Open
Abstract
Effector genes play critical roles in the antagonistic interactions between plants and pathogens. However, knowledge of mutation mechanisms and evolutionary processes in effector genes and the contribution of climatic factors to the evolution of effector genes are fragmented but important in sustainable management of plant diseases and securing food supply under changing climates. Here, we used a population genetic approach to explore the evolution of the Avr4 gene in Phytophthora infestans, the causal agent of potato blight. We found that the Avr4 gene exhibited a high genetic diversity generated by point mutation and sequence deletion. Frameshifts caused by a single base-pair deletion at the 194th nucleotide position generate two stop codons, truncating almost the entire C-terminal, which is important for effector function and R4 recognition in all sequences. The effector is under natural selection for adaptation supported by comparative analyses of population differentiation (FST ) and isolation-by-distance between Avr4 sequences and simple sequence repeat marker loci. Furthermore, we found that local air temperature was positively associated with pairwise FST in the Avr4 sequences. These results suggest that the evolution of the effector gene is influenced by local air temperature, and the C-terminal truncation is one of the main mutation mechanisms in the P. infestans effector gene to circumvent the immune response of potato plants. The implication of these results to agricultural and natural sustainability in future climate conditions is discussed.
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Affiliation(s)
- Abdul Waheed
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yan-Ping Wang
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Oswald Nkurikiyimfura
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Wen-Yang Li
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Shi-Ting Liu
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Yahuza Lurwanu
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
- Department of Crop Protection, Bayero University Kano, Kano, Nigeria
| | - Guo-Dong Lu
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
- Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, China
| | - Zong-Hua Wang
- Key Laboratory of Ecological Pest Control for Fujian and Taiwan Crops, Fujian Agriculture and Forestry University, Fuzhou, China
- Institute of Oceanography, Minjiang University, Fuzhou, China
| | - Li-Na Yang
- Key Lab for Bio Pesticide and Chemical Biology, Ministry of Education, Fujian Agriculture and Forestry University, Fuzhou, China
- Institute of Oceanography, Minjiang University, Fuzhou, China
| | - Jiasui Zhan
- Department of Forest Mycology and Plant Pathology, Swedish University of Agricultural Sciences, Uppsala, Sweden
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22
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Hampf AC, Nendel C, Strey S, Strey R. Biotic Yield Losses in the Southern Amazon, Brazil: Making Use of Smartphone-Assisted Plant Disease Diagnosis Data. FRONTIERS IN PLANT SCIENCE 2021; 12:621168. [PMID: 33936124 PMCID: PMC8083370 DOI: 10.3389/fpls.2021.621168] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/25/2020] [Accepted: 03/12/2021] [Indexed: 05/03/2023]
Abstract
Pathogens and animal pests (P&A) are a major threat to global food security as they directly affect the quantity and quality of food. The Southern Amazon, Brazil's largest domestic region for soybean, maize and cotton production, is particularly vulnerable to the outbreak of P&A due to its (sub)tropical climate and intensive farming systems. However, little is known about the spatial distribution of P&A and the related yield losses. Machine learning approaches for the automated recognition of plant diseases can help to overcome this research gap. The main objectives of this study are to (1) evaluate the performance of Convolutional Neural Networks (ConvNets) in classifying P&A, (2) map the spatial distribution of P&A in the Southern Amazon, and (3) quantify perceived yield and economic losses for the main soybean and maize P&A. The objectives were addressed by making use of data collected with the smartphone application Plantix. The core of the app's functioning is the automated recognition of plant diseases via ConvNets. Data on expected yield losses were gathered through a short survey included in an "expert" version of the application, which was distributed among agronomists. Between 2016 and 2020, Plantix users collected approximately 78,000 georeferenced P&A images in the Southern Amazon. The study results indicate a high performance of the trained ConvNets in classifying 420 different crop-disease combinations. Spatial distribution maps and expert-based yield loss estimates indicate that maize rust, bacterial stalk rot and the fall armyworm are among the most severe maize P&A, whereas soybean is mainly affected by P&A like anthracnose, downy mildew, frogeye leaf spot, stink bugs and brown spot. Perceived soybean and maize yield losses amount to 12 and 16%, respectively, resulting in annual yield losses of approximately 3.75 million tonnes for each crop and economic losses of US$2 billion for both crops together. The high level of accuracy of the trained ConvNets, when paired with widespread use from following a citizen-science approach, results in a data source that will shed new light on yield loss estimates, e.g., for the analysis of yield gaps and the development of measures to minimise them.
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Affiliation(s)
- Anna C. Hampf
- Leibniz Centre for Agricultural Landscape Research (ZALF), Müncheberg, Germany
- Albrecht Daniel Thaer Institute of Agricultural and Horticultural Sciences, Humboldt-Universität zu Berlin, Berlin, Germany
- *Correspondence: Anna C. Hampf,
| | - Claas Nendel
- Leibniz Centre for Agricultural Landscape Research (ZALF), Müncheberg, Germany
- Institute of Biochemistry and Biology, University of Potsdam, Potsdam, Germany
| | - Simone Strey
- Progressive Environmental and Agricultural Technologies (PEAT) GmbH, Hannover, Germany
| | - Robert Strey
- Progressive Environmental and Agricultural Technologies (PEAT) GmbH, Hannover, Germany
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