ORIGINAL RESEARCH article

Front. Agron., 31 March 2023

Sec. Disease Management

Volume 5 - 2023 | https://doi.org/10.3389/fagro.2023.1148969

Oregano essential oil and its main components Thymol and Carvacrol as alternatives to control citrus canker

  • Dept. of General and Applied Biology, Biochemistry Building, Institute of Biosciences, State University of São Paulo, Rio Claro, SP, Brazil

Abstract

Plant Essential Oils and their constituents are well-known for their properties as antimicrobial agents and are labeled as Generally Recognized as Safe (GRAS), prompting studies around their usage in the control of food-borne microorganisms and phytopathogens. In this study, we evaluated Oregano Essential Oil (OEO), Thymol (THY) and Carvacrol (CAR) for the control of Xanthomonas citri subsp. citri (X. citri). In vitro antibacterial assays revealed that CAR and THY inhibit X. citri growth at the concentrations of 100 µg.mL-1 and 114 µg.mL-1, lower than OEO (136 µg.mL-1). Bactericidal effects were observed at 400 µg.mL-1 for OEO and 200 ug.mL-1 for CAR and THY. Investigating potential cellular targets for the compounds showed that after 30 minutes of exposure up to 84% of the cells had their membranes disrupted, implicating the membrane as the primary target. Phytotoxicity evaluations using Lactuca sativa and Solanum lycopersicum seeds showed an acute toxic effect in all treatments above 200 µg.mL-1, except for OEO and THY in S. lycopersicum at lower concentrations. Regarding their protective effect on citrus leaves, CAR showed no effect when compared to the untreated control (0.39 and 0.50 lesions per cm2, respectively). OEO and THY were able to reduce significantly citrus canker symptoms (0.18 and 0.11 lesions per cm2, respectively). In addition, no toxic effects were observed on citrus leaves in all treatments. THY inhibits X. citri growth and the development of citrus canker lesions. These results show that THY as a viable alternative to be used in citrus canker management.

Introduction

According to the latest FAO (Food and Agriculture Organization - United Nations) report, around 143 million tons of citrus fruit were produced worldwide in 2019, with an increase of around 10 million tons from the last report, where China, Brazil and the USA are present as the leading producers (). Even as one of the most widespread cultures in tropical and subtropical regions, several pathogens are known to threaten citrus production (; ). Among all, the bacterium Xanthomonas citri subsp. citri, the causative agent of Citrus Canker, is known to affect all commercial citrus varieties, being responsible for significant losses in productivity and fruit quality (; ).

Symptoms of Citrus canker manifest initially in plants aerial parts as corky and brownish raised pustules, that can evolve, in more severe cases, to defoliation and premature fruit drop (; ; ; ). In addition to the loss of fruit quality and yield, market standards and sanitary regulations lead to further economic losses since fruit harvested in areas where citrus canker is present have commercialization restrictions (; ). Climatic conditions such as rainy weather and heavy winds are the major factors responsible for plant-to-plant transmission of the bacterium (; ; ). The control of citrus canker in areas where the disease is present and/or endemic is currently done by integrated management agricultural practices (; ). These include the use of healthy nursery plants and more resistant cultivars of citrus to start orchards, windbreaks to refrain lateral spreading of the causal agent, control of the citrus leaf miner (Phyllocnistis citrella), which produces wounds in the plant tissue and facilitates infection, and the recurrent application of copper-based formulations as bactericides. Although effective, copper is a cumulative toxic metal, and resistance to it has already emerged in X. citri and many other bacterial pathogens (; ). In addition, larger markets, such as the European Union, are making efforts to reduce several kinds of pesticides, which may limit the disease control options available to the producers (; ). These concerns call for the research and development of new alternative products on par with recent regulations and trusted actions against pathogens.

Essential Oils are aromatic hydrophobic liquids with volatile and oily characteristics obtained from almost all plant organs (flowers, buds, stems, leaves, roots, fruit) or the whole plant (; ). Due to their antimicrobial properties, among others, and the classification as GRAS (Generally Recognized as Safe), essential oils are excellent candidates to be explored as control agents for pathogens (; ). Oregano essential oil (OEO) (Origanum vulgare (family: Lamiaceae)) is an effective antimicrobial agent exhibiting a broad spectrum of action, besides some other properties such being an antioxidant and anti-inflammatory (; ; ; ). Its main constituents are the phenolic isomers carvacrol (CAR) and thymol (THY), with concentrations up to 85%, followed by their isomeric precursors p-cymene and γ-terpinene at lower concentrations (; ). OEO and both THY and CAR showed antibacterial properties against Gram-positive and Gram-negative bacteria with some slight variations in their microbicidal concentrations and disruptive effect on the cytoplasmatic membrane (; ). Here, we evaluated OEO extracted from Origanum vulgare, together with THY and CAR as potential anti-X. citri agents for the control of citrus canker.

Materials and methods

Bacterial strain and growth conditions

The bacterium Xanthomonas citri subsp. citri used in all the experiments was the isolate 306 (IBSBF 1594). The bacterium was cultivated in liquid and solid NYG medium (5 g.L-1 of peptone, 3 g.L-1 of yeast extract, 2% (v/v) of glycerol) at 29 ± 1°C, with agitation of 200 rpm, when necessary.

Essential oil and its isolated constituents

The OEO was obtained from OSHADI® (lot: 2021-001), according to the company’s report, the gas chromatography (GC) analysis showed that its composition was: 71.0% CAR, 2.3% THY and 26.7% others compounds. The relationship of the two compounds in OEO was confirmed by 1H NMR analysis. The 1H NMR spectrum was performed using a Bruker DRX-400 instrument (400 MHz 1H NMR) and CDCl3 was used as solvent.

THY 98.5% and CAR 98% were purchased from Sigma-Aldrich® (Lot: SLBT5627 and MKCD478, respectively).

Bacterial growth inhibition

The inhibitory concentrations (IC) of OEO, THY, and CAR were determined through resazurin microtiter assay (REMA), described by (). Stock solutions of 40 mg.mL-1 were prepared in absolute ethanol and diluted in NYG medium into a 96 well plate to the final concentrations ranging from 400 to 3.12 µg.mL-1 in a total volume of 100 µL per well. The negative control (NC) was NYG medium, while the positive control (PC) was NYG added with 20 µg.mL-1 kanamycin. The vehicle control (VC) was NYG containing 1% ethanol (v/v), which is the maximum concentration of this solvent present in the treatments after the dilution of the compounds. Bacterium inoculum was added to a final concentration of 105 cells per well and plates were incubated for 16 h at 29 ± 1°C. After the incubation period, aliquots of each well were transferred with a microplate replicator to a petri dish with solid NYG medium. The plate was incubated for 96 h at 29 °C. After the incubation period, plates were inspected visually to detect any bacterial growth and the bactericidal concentration was determined where the lowest concentration in which no bacterial growth was visible. To the remaining bacterial cultures on the microplates, a resazurin (Sigma-Aldrich, Darmstadt Germany) solution was added to the final concentration of 0,015 µg.mL-1/well and plates were further incubated for approximately two hours at 29 ± 1°C. The reduction of resazurin to the fluorescent compound resorufin, which takes place in the presence of live/actively respiring cells, was quantified in a fluorescent plate reader Synergy H1N1 (BioTek, Winooski, VT) set to excitation at 530 nm, and emission at 590 nm. Data were used to plot dose-response curves, and after, a curve was fitted following a dose-response mathematical model described by the equation: y = A1 + (A2-A1)/(1 + 10^((LOGx0-x)*p)), where A1 (bottom asymptote) was fixed at 0 and A2 (top asymptote) was fixed at 100. From this model, the minimal inhibitory concentration needed to inhibit 90% of cell growth (IC90) was estimated. All experiments were carried out in triplicates and repeated three times.

Cell membrane integrity

Action of OEO, THY, and CAR on the bacterial cell membrane was investigated as described by (). Treatments were carried out with the compounds at their estimated IC90 values, and during 15 and 30 min of bacterial exposure. Positive control for membrane disruption was done submitting cells to thermal stress for 20 min (). Following treatments, cells were stained with the fluorescent dyes 4′, 6-diamidino-2-phenylindole (DAPI), that penetrates all the cells, and propidium iodide (IP), which is excluded from the cells with intact membranes. Cells were visualized under the microscope using an Olympus BX61, equipped with a monochromatic camera Orca Flash 2.8 (Hamamatsu). Images were captured with the software CellsSens Dimension (Olympus). Micrographs were analyzed using the software Fiji ImageJ () to determine the number of cells with permeabilized membranes. A total of 200 cells (n=200) were evaluated per treatment. Three independent experiments were performed and statistical analysis were conducted using the software GraphPad Prism version 6 (GraphPad Software, San Diego, CA, USA).

Plant protection assays

Experiments were conducted in a greenhouse during the period of September 21st to November 3rd, 2021. Nursery trees of Citrus sinensis (L.) Osbeck cultivar Pera (grafted on Citrus limon (L.) Osbeck), approximately 60 cm tall, were conditioned into 7 liters plastic bags containing Pinus substrate (Multiplant Citrus, Terra do Paraíso, Holambra, SP, Brazil). Automated fertigation was used with a mixed mineral fertilizer (Amazon AgroSciences Citrus 100) in a volume of approximately 200 mL per plant/day. Temperature and humidity were monitored using a digital thermo hygrometer HOBO MX2305 (Supplementary Figure 1, Supplementary Material). Young citrus leaves of approximately 4 cm in width and 10 cm in length () were sprayed with the compounds at their respective bactericidal concentrations until the run-off point. The positive control for infection was PBS 1X (v/v) (phosphate-buffered saline); the vehicle control was 1% ethanol/water (v/v), and the negative control for infection was the agrochemical Difere (Cu2Cl(OH)3) (Oxiquímica Agrociência - Jaboticabal - SP, Brazil) at 20 µL.mL-1, as recommended by the manufacturer. Followed 24 h of the application of the compounds, plants were spray-covered with a X. citri bacterial suspension at 108 cells.mL-1 (diluted in PBS 1X). Plants were then enclosed with transparent plastic bags for 24 h to keep high humidity and promote bacterial infection. Following 45 days post-inoculation, leaves were detached and digitalized. The number of lesions per leaf area (lesions per cm2) was measured () using the software Fiji ImageJ (). Three nursery trees were used per treatment and at least 30 leaves were evaluated per treatment. The data was submitted to a nonparametric statistical analysis of Kruskal-Wallis (Dunn) with three degrees of freedom using the software GraphPad Prism version 6 (GraphPad Software, San Diego, CA, USA).

Phytotoxicity test

A seed germination assay was performed to evaluate the ecotoxicological potential of the OEO and its main components, The experiments were conducted according to , with modifications. The toxicity of the three compounds was determined independently against seeds of two indicator plants: Lactuca sativa (ISLA®, Lot: 151297-000 S2) and Solanum lycopersicum (ISLA®, Lot: 150629-003 S2).

Treatments were composed of dilutions of the tested compounds prepared in a 1% ethanol solution in sterilized tap water to a final concentration of 400, 200, 100 and 50 µg.mL-1. The negative control (non-toxic) consisted of sterilized tap water and the positive control (toxic) was 0.05M ZnSO4. For each combination of compound/indicator plant, 20 seeds of the indicator plant were distributed evenly into Petri dishes with two layers of sterilized filter paper. Filters were soaked with 2 mL of each solution, plates were sealed with plastic film and incubated for 5 days at 25°C with a cycle of light/dark of 12 hours. Treatments were done in triplicates for each combination (n = 60). After incubation, seed roots were measured and the following equations were used to determine relative seed germination (SG%), relative root elongation (RE%) and germination index (GI):

The test was considered valid when 90% of the seeds in the negative control germinated and 90% of the seeds in the positive control did not ().

Results

1H NMR analysis of OEO

From the 1H NMR spectrum of OEO (Supplementary Figure 2, Supplementary Material) it is possible to verify the signal of hydrogen H7 from both CAR and THY (Figure 1), and from the integral of these two signals it was possible to determine the percentage of relation between these two compounds. In the spectrum it is possible to observe that the signal of the H7 (septet) of CAR has a chemical shift of 2.87 ppm () and an integral equal to 1, whereas the H (septet) of THY has a chemical shift of 3.23 ppm () and an integral equal to 0.0328. Considering that CAR represents 71.0% of the sample and the integral of the H7 signal was equal to 1, THY with an integral value of 0.0328 shows a percentage of 2.3% of the sample, a result similar to that obtained in the company’s GC analysis.

Figure 1

OEO and its principal constituents inhibit X. citri growth

The ability of OEO, THY and CAR to inhibition X. citri growth was assessed by monitoring the cell respiratory activity after treatments with different concentrations of the compounds. After 16 h of compound exposure, it was observed that OEO, THY and CAR impaired X. citri growth in a dose-response manner. A more pronounced activity was observed starting at 100 µg.mL-1, where, on average, 84% of the cells had their respiratory activities affected. The IC90 of OEO was estimated at ~136 µg.mL-1, whereas CAR and THY showed lower IC90 values of ~100 µg.mL-1 and ~114 µg.mL-1, respectively (Table 1). Following the treatments, the ability of the cells to resume growth was evaluated by spreading bacterial samples onto plain NYG. Plates were incubated for up to 96 h to score for bacterial growth. Bactericidal effects were observed starting at 400 µg.mL-1 for OEO and 200 µg.mL-1 for CAR and THY (Figure 2).

Table 1

IC9095% CIMBC*
Oregano Essential Oil136[106, 163]400
Carvacrol100[92, 107]200
Thymol114[94, 132]200

Inhibitory concentrations of oregano essential oil, carvacrol and thymol against Xanthomonas citri subsp. citri.

IC90 is the minimum concentration able to inhibit 90% of the cells in the respiration assay. Concentration curves were fitted in a dose response model following the equation y = A1 + (A2-A1)/(1 + 10^((LOGx0-x)*p)) and confidence intervals of 95% were defined (95% CI [LL, UL]). * MBC refers to the minimal bactericidal concentration. Units: µg.mL -1.

Figure 2

OEO, CAR and THY target the membrane of X. citri

In order to investigate some of the possible cellular targets for the compounds, X. citri was exposed to OEO, THY and CAR at their IC90s (OEO, 136 µg.mL-1; CAR, 100 µg.mL-1 and THY, 114 µg.mL-1) and after observed under the microscope to look for signs of morphological alterations and/or membrane permeability (Figure 3). Starting at 15 min of contact, we observed that OEO and THY induced membrane permeabilization in X. citri, with an average number of 94.38% (SD = 1.08) and 87.35% (SD = 0.26) cells affected, respectively (Figure 4). Cells exposed to CAR for 15 min had their membranes affected, but to a lower proportion (M= 65.88%, SD 4.38). After 30 min of exposure, we observed an increase in the average number of cells affected by CAR (M = 89.97%, SD= 5.48) (Figures 3E, F, 4). For OEO, the number of cells with disrupted membranes did not change significantly (M = 93.13% SD = 1.08), while for THY, a small increase was observed (M = 94.44%, SD = 4.07).

Figure 3

Figure 4

Moreover, cells were inspected for morphological changes (e.g.: cell elongation, presence of cell chains, and misplaced nucleoids) that could indicate errors in cell division and/or chromosomal segregation upon exposure to the compounds. After 30 minutes of exposure, the average cell length for treated cells with OEO was 1.63 µm (SD = 0.32); CAR 1.68 µm (SD = 0.31) and THY 1.74 µm (SD = 0.31), which did not deviate significantly from untreated cells 1.68 µm (SD = 0.32) (n=200). Furthermore, no other morphological alterations were observed. Therefore, we conclude that the primary target of OEO, CAR and THY in X. citri is the bacterial membrane.

Plant protection

To evaluate if compounds could protect citrus against X. citri infection, nursery trees of a susceptible host (C. sinensis) were spray-covered with OEO, CAR and THY and 24h later challenged with the bacterium. Following 45 days of bacterial infection, we compared the number of lesions per cm2 produced among treatments and controls (Figures 5A, B). Firstly, we did not observe significant statistical differences between untreated plants (PC), plants sprayed with the vehicle (EtOH) and those treated with CAR (adjusted p>0.999). The average number of lesions per cm2 for the untreated plants was 0.5 (95% CI [0.37, 0.62]), plants treated with 1% ethanol 0.37 (95% CI [0.27, 0.46]), and the ones treated with CAR 0.39 (95% CI [0.30, 0.49]) (Figure 5B). However, for the plants treated with OEO, the average number of lesions per cm2 decreased 2.77X (0.18 lesions per cm2, 95% CI [0.12, 0.26]) when compared to the positive control (0.5, 95% CI [0.37, 0.62]). Plants treated with THY exhibited a slightly greater reduction of symptoms, with an average number of lesions per cm2 of 0.11, 95% CI [0.08, 0.14]. Both treatments with OEO and THY were significantly different from the untreated plants (p < 0.05) and similar to the negative control (Difere) (0.06 lesions per cm2, CI 95% [0.02, 0.10]).

Figure 5

Phytotoxicity assays

The phytotoxicity of the compounds was evaluated as its ability to inhibit plant development using a relation between seed germination and root elongation in two highly sensitive indicator plants. A phytotoxic effect was observed starting at the lowest concentration of all tested compounds in L. sativa, where the germination index (GI) remained below 40% (Figure 6A). A more pronounced phytotoxic effect was observed for increasing concentrations of OEO, THY and CAR, where the GI remained below 20% at 100 µg.mL-1 and dropped to zero at 200 and 400 µg.mL-1. This effect was due to a complete inhibition in seed germination occurring at the highest concentrations tested for all compounds.

Figure 6

In comparison with L. sativa, treatments using S. lycopersicum as an indicator showed similar results for CAR, where a pronounced phytotoxic effect was observed starting at 50 µg.mL-1 (GI < 25%) (Figure 6B). For all the compounds, an acute toxic effect was observed in all treatments above 200 µg.mL-1, but with OEO and THY showing a lower phytotoxic effect in S. lycopersicum at lower concentrations. At 50 µg.mL-1 minor toxic effects in S. lycopersicum were exhibited for OEO and THY (GI > 70%).

Discussion

We showed in the present work that OEO and its two main constituents, THY and CAR, exhibited antibacterial action against X. citri, the etiological agent of citrus canker. THY and CAR showed lower IC90s than OEO, which may be due to the presence of other substances in the oil composition. Still, the antimicrobial activity of OEO is mostly attributed to its two main components THY and CAR (; ; ).

THY (2-isopropyl-5-methylphenol) and CAR (5-isopropyl-2-methylphenol) are phenolic monoterpene compounds (; ). In both structures the hydroxyl group is bound to the C-1 position. In THY, the methyl group is attached to the C-5 position and the isopropyl group is attached to the C-2 position; inCAR, the methyl group is attached to the C-2 position and the isopropyl group is attached to the C-5 position. The presence of the hydroxyl group and a system of delocalized electrons is suggested to play an important role for the antimicrobial activity of these compounds (; ; ).

Bioassays performed with X. citri cells to investigate some of the possible cellular targets of the tested compounds showed that CAR, THY and OEO were able to permeabilize the cytoplasmic membrane of X. citri. THY and CAR are believed to have their antimicrobial action related to their ability to permeabilize and depolarize the bacterial cell membrane in other bacteria (). Due to their hydrophobic nature, these compounds are able to integrate into the membrane, causing disruption and disturbance of normal functions (; ), and leading to increased permeability of ATP and increased release of other cellular components (). In addition, CAR and THY have free hydroxyl groups and delocalized electrons that might be responsible for exchanging H+ ions inside and K+ ions outside the cytoplasm (; ; ). Furthermore, a significant difference regarding the time of action between CAR and THY was observed. After 15 minutes of contact, CAR was significantly slower in disrupting X. citri membrane when compared to THY.

In the plant protection experiments, we noticed a difference in activity among the compounds. Plants treated with OEO and THY showed a significant reduction in the number of citrus canker lesions formed when compared to the negative control. On the other hand, CAR was not efficient in protecting plants against X. citri infection. The most significant reduction in lesion formation was observed for THY, followed by OEO. Other studies describe a synergistic effect in CAR/THY mixtures (); in our in planta assays we suggest that other effects might be involved as well such as physicochemical characteristics that could aid the stability of the substances comprising the essential oil when in contact with leaves, since our in vitro tests did not show a more pronounced effect for OEO when compared with THY and CAR alone.

THY and CAR isomers, although with a very similar chemical structure, differ in the position of the hydroxyl group on the aromatic ring so they are classified as positional isomers. The relative position of the hydroxyl group on the aromatic ring may have influenced the difference between compounds in the rate of permeabilization of the cytoplasmic membrane of X. citri and in the protective action against bacterial infection, since the structural changes in monoterpenoids may lead to differences in biological activity (). These differences between CAR and THY can be verified in several studies. For instance, verified that the antibacterial activity of volatile vegetable oils varied between CAR and THY against Gram-negative and Gram-positive bacteria, concluding that the relative position of the hydroxyl group exerted an influence upon the effectiveness of the components. Another work evaluated the antibacterial activity of THY, CAR and others against Staphylococcus. aureus, Escherichia. coli and Pseudmonas. aeruginosa and the results showed that among them, THY had the highest activity against all the bacteria tested ().

Regarding phytotoxicity, the effects observed on seed germination and root growth were rather expected, due to the allelopathic properties of essential oils and their constituents. Described as the interspecific interaction between species, where one is able to affect the growth and development of the other through chemical substances, allelopathy plays an important role both in natural system as well as in agro-ecosystems (; ). Essential oils from the genus Origanum and its main constituents, THY and CAR, have already been described as phytotoxic to commercial and weed species (; ). It is important to notice that while capable of affecting the growth of the seeds tested, no negative effect was noticeable on C. sinensis leaves when exposed to OEO, THY and CAR in the protective assay.

Here, it was possible to verify that the IC90 and the MBC values of CAR and THY for X. citri were similar, but when applied in planta, unlike CAR, THY induced a reduction in the formation of citrus canker lesions. A similar result was observed in the work of , where CAR and THY displayed a similar IC and MBC against Salmonella. enterica, but in fruit sanitization tests only THY showed antibacterial potential. Although OEO was efficient in reducing canker lesion, the activity of THY in protecting plants was more pronounced. Thus, THY could be considered a novel alternative in the context of citrus plant protection, that can be used rather than copper-based bactericides or in combination with them to reduce the extent of metals applied in orchards.

Statements

Data availability statement

The original contributions presented in the study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors.

Author contributions

CZ: investigation, methodology, validation, formal analysis, writing original draft. VM: investigation, methodology, validation, formal analysis, writing original draft. GD: conceptualization, formal analysis. GH: investigation, formal analysis. DS: conceptualization, methodology, resources, writing/review, supervision. HF: conceptualization, writing/review, supervision, project administration, funding acquisition. All authors contributed to the article and approved the submitted version.

Funding

CZ received a MSc scholarship from Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP no 2017/09233-9). MV received a PhD scholarship from CNPq, Conselho Nacional de Desenvolvimento Científico e Tecnológico - Brasil (Process no 142367/2019-2). This work was supported by the research grants FAPESP 2017/50454-9; 2018/21164-5 and 2021/10839-4; FAPESP no 2017/09233-9; FAPESP 2017/50454-9; 2018/21164-5 and 2021/10839-4. CNPq, Conselho Nacional de Desenvolvimento Científico e Tecnológico - Brasil (Process no 142367/2019-2.

Conflict of interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Publisher’s note

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.

Supplementary material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fagro.2023.1148969/full#supplementary-material

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Summary

Keywords

antibacterial, disease management, Xanthomonas citri, citrus disease, phytotoxicity

Citation

Zamuner CFC, Marin VR, Dilarri G, Hypolito GB, Sass DC and Ferreira H (2023) Oregano essential oil and its main components Thymol and Carvacrol as alternatives to control citrus canker. Front. Agron. 5:1148969. doi: 10.3389/fagro.2023.1148969

Received

23 January 2023

Accepted

21 March 2023

Published

31 March 2023

Volume

5 - 2023

Edited by

Monica Höfte, Ghent University, Belgium

Reviewed by

Jian Wu, Guizhou University, China; Agnieszka Synowiec, University of Agriculture in Krakow, Poland

Updates

Copyright

*Correspondence: Daiane Cristina Sass, ; Henrique Ferreira,

†These authors have contributed equally to this work and share first authorship

This article was submitted to Disease Management, a section of the journal Frontiers in Agronomy

Disclaimer

All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.

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