Skip to main content
Scientific Reports logoLink to Scientific Reports
. 2024 Mar 12;14:6029. doi: 10.1038/s41598-024-56599-w

Antagonistic and additive effect when combining biopesticides against the fall armyworm, Spodoptera frugiperda

Steven J Harte 1,, Daniel P Bray 1, Victoria Nash-Woolley 1,2, Philip C Stevenson 1,3, G Mandela Fernández-Grandon 1
PMCID: PMC10933331  PMID: 38472262

Abstract

Fall armyworm, Spodoptera frugiperda (FAW) is a cosmopolitan crop pest species that has recently become established in sub-Saharan Africa and Southeast Asia. Current FAW control is almost entirely dependent on synthetic pesticides. Biopesticides offer a more sustainable alternative but have limitations. For example, pyrethrum is an effective botanical insecticide with low mammalian toxicity but is highly UV labile, resulting in a rapid loss of efficacy in the field. Beauveria bassiana is an entomopathogenic fungus that is more persistent, but there is a time lag of several days before it causes insect mortality and leads to effective control. The combination of these biopesticides could mitigate their drawbacks for FAW control. Here we evaluated the efficacy of pyrethrum and B. bassiana as individual treatments and in combination against 3rd instar FAW. Four different combinations of these two biopesticides were tested, resulting in an antagonistic relationship at the lowest concentrations of B. bassiana and pyrethrum (1 × 104 conidia mL−1 with 25 ppm) and an additive effect for the other 3 combined treatments (1 × 104 conidia mL−1 with 100 ppm and 1 × 105 conidia mL−1 with 25 ppm and 100 ppm pyrethrum). Additionally, a delay in efficacy from B. bassiana was observed when combined with pyrethrum as well as a general inhibition of growth on agar plates. These results appear to show that this particular combination of biopesticides is not universally beneficial or detrimental to pest control strategies and is dependent on the doses of each biopesticide applied. However, the additive effect shown here at specific concentrations does indicate that combining biopesticides could help overcome the challenges of persistence seen in botanical pesticides and the slow establishment of EPF, with the potential to improve effectiveness of biopesticides for IPM.

Keywords: Biopesticide, Botanicals, Pyrethrum, Entomopathogenic Fungi

Subject terms: Invasive species, Fungi, Chemical biology, Natural products

Introduction

Fall armyworm, Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae) (FAW) is a cosmopolitan crop pest species that has been a long-established pest in the Americas1 but has only recently become a global challenge for food production. Native to Central America, the species has spread to Canada and Argentina2. In Africa, it was first recorded in Nigeria in January 20163. It is now found in over 44 other African countries and countries in South and East Asia including India, Nepal, Bangladesh and China47.

Crop yield losses from FAW vary, but Kumelaa et al.8 reported maize losses of up to 40–70% in Kenya and 40–55% yield in Ethiopia, with 97% of farmers in Kenya reporting some losses from FAW and 93% in Ethiopia. Other reports from sub-Saharan Africa support these findings with similar losses due to FAW crop damage found911. Early detection of FAW is crucial for effective control and damage mitigation because early instars are more susceptible to most control measures12. However, FAW is difficult to distinguish from other Spodoptera species such as beet armyworm (Spodoptera exigua) and African armyworm (Spodoptera exempta), which are native to Africa and Asia13. The rapid spread of FAW is aided by their ability to fly over 60 km per night14. This spread of FAW is such that it is now considered a global threat, with the EU issuing commission Decision (EU) 2018/638 (2018) for emergency measures to prevent the introduction into, and the spread of FAW within, the EU15.

Typically, FAW control has been achieved using synthetic pesticides. However, this can require higher volume applications than those needed for other pest species12,16, often requiring multiple applications to manage established FAW populations17. This excessive use of synthetic pesticides has led to resistance against pyrethroids, organophosphates and carbamates1820. This control model is responsible for substantial environmental impacts, diminishing beneficial insect populations, and threatening food safety.

Environmentally benign pest management options for FAW control exist, however FAW has evaded both conventional and integrated pest management (IPM) strategies in many countries21. Options include the entomopathogenic fungi (EPF) Metarhizium anisopliae s.l. and Beauveria bassiana. However, EPF have been found to be most effective against eggs (with mortality between 79 and 87%) and newly emerged larvae (50–70% for B. bassiana) with a significant drop in efficacy reported when tested against 2nd instar larvae (< 10% for B. bassiana)22. This is consistent with most pest control approaches, with earlier stage larvae more susceptible to EPF12. Although EPF use as biopesticides are promising and has many advantages, commercialisation has suffered from the increased lag time between application and effective population control when compared to conventional synthetic pesticides23.

Botanical insecticides offer another potential environmentally benign pest control option for FAW. Recently, Rioba and Stevenson24, reported efficacy results for 69 plant extracts against FAW, with high mortality reported from multiple plant species. Chawanda et al.25 also report effective control of FAW using soil and plant extracts. While this imposes greater costs and additional labour, they have reduced impacts on beneficial insects compared to synthetic pyrethroids26 and are economically viable27. More generally, botanical insecticides require higher frequency applications than synthetic pesticides due to the active components being UV labile2830. One of the oldest botanical insecticides is pyrethrum, which continues to be the most prevalent biopesticide on the market31, which, like other botanical pesticides, is UV-labile30. Although this non-persistent nature of pyrethrum is in some ways a drawback, it has a reduced environmental damage impact profile compared to conventional treatments32,33 and additionally pyrethrum has a lower mammalian toxicity than synthetic pyrethroids34.

To mitigate the inherent limitations of EPF and botanical insecticides, attempts have been made to combine these treatments3539 against a range of pest species, using a variety of botanicals and EPF strains. However, these have had contrasting results. Generally, combination treatments can be described as either antagonistic, additive, or synergistic with a focus on the performance of the EPF while in the presence of the botanical insecticide.

In the present study, we assessed the efficacy of the combination of pyrethrum and B. bassiana against FAW. In vitro radial growth assays were also performed to assess the compatibility of B. bassiana with pyrethrum, with the potential for this combination treatment to be utilised in the control of FAW discussed.

Materials and methods

Insect rearing

FAW were collected from wild populations around Fujian, China and brought to Natural Resources Institute (University of Greenwich, UK) for rearing and experimental work. Larvae were maintained on potted barley plants (Hordeum vulgare L.) and supplemented with an artificial diet in a controlled environment laboratory at 27 °C ± 2 °C, on a 12 h, L:D cycle. The artificial diet consisted of soya flour (100 g), brewers’ yeast (15 g), l-ascorbic acid (1.5 g), methyl 4-hydroxybenzoate (1 g), sorbic acid (0.5 g), formaldehyde (1.2 mL), Agar (6 g), deionised water (375 mL). At instar 6 or 7 the insect pupates for 7–10 days, at which point they were transferred to a BugDorm™ (47.5 × 47.5 × 93.0 cm, 165 µm mesh) with a relative humidity of 60–80%. Adults that emerged were provided with a 20% sucrose solution as a food source. Potted barley plants were placed in the bug dorm for natural oviposition and were replaced at timed intervals with the previous plant transferred to a sealed plastic container (15 × 28 × 9 cm), ensuring approximately equivalent age of hatched larvae. Final determination of FAW instar for all experiments was achieved by measuring head capsule width for each individual larva40.

B. bassiana conidia suspensions

Commercially available B. bassiana Naturalis-L (strain ATCC 74040) was obtained from Fargro Ltd, UK. This strain was cultured on Potato Dextrose agar (PDA) in 90 × 15 mm Petri dishes and maintained at 25 ± 2 °C in darkness for 7–14 days until sporulation. A suspension of conidia was harvested by pipetting 10 mL of 0.01% Triton X-100 (BDH Chemicals, VWR, Poole, UK), onto the PDA plate containing conidia and was gently agitated using an L-shaped spreader (Fisher Scientific) for approximately 2 min. The suspension was then filtered through two layers of sterile milk filter paper (Goat Nutrition LTD, Kent, UK) to remove mycelial fragments.

The conidial suspension was vortexed for 2 min using a vortex mixer (Whirlimixer, Fisher Scientific© UK Ltd, Leicestershire, UK), then diluted 1 in 10 in 0.01% Triton X-100. Conidia were counted under a light microscope (Dialux 20L EB, Leitz microsystems, Germany) using an improved Neubauer haemocytometer (Hawksley, Sussex, UK). At least three ‘C’ cell frames were counted, with individual counts showing between 20 and 100 conidia per square, this process continued until at least 300 conidia had been counted41. The mean number of conidia per square was determined and the concentration of conidia calculated. Aliquots of this stock solution were then diluted to the required concentration in 0.01% Triton X-100 for subsequent experiments.

Pyrethrum quantification

Pyrethrum was provided by AgroPy (AgroPy Ltd., UK, Batch No: 20190101) as a refined non-commercial solution and compared with an analytical standard purchased from Sigma Aldrich. This refined product was used to reduce any confounding effects of synthetic synergists such as piperonyl butoxide (PBO) and stabilizers such as butylated hydroxy toluene (BHT) which are used in commercial formulations42.

The concentration of pyrethrins in the AgroPy product was determined using an Agilent LC–MS system (Agilent Technologies, Santa Clara, United States) consisting of a 1260 series quaternary pump, 1260 series autosampler, 1200 series column oven, 1200 series photodiode detector and an LC/MSD XT single quadrupole mass spectrometer.

The pyrethrum solution was injected as a 10 μL aliquot onto a Waters X-Select T3 column (250 mm × 4.6 mm i.d., 3.5 μm particle size) at 25 °C with a guard column and pyrethrins separated with a flow rate of 1 mL min−1, and mobile phases; A (100% H2O), B (100% Acetontitrile) and C (1% formic acid in Acetonitrile). The solvent ratio, 27/68/5 (A/B/C), was held for 2 min, raised to 5/90/5 over 22 min (24 min total), followed by wash and re-equilibration steps.

Individual pyrethrins in each sample were identified by comparing their retention times and UV and mass spectra with those of a 52% pyrethrum standard (sum of pyrethrins; Sigma-Aldrich, UK). Quantitative determination of the target compounds in the extracts was performed using external calibration curves at 225 nm on a 5-point calibration of 0.125, 0.25, 0.5, 1 and 2 mg mL−1 (total weight of pyrethrins mL−1). The experimental product was diluted in 0.01% Triton-X-100 to make a stock solution (5000 ppm). The subsequent concentrations of pyrethrum for treatments were made by dilution of this stock solution with Triton-X-100.

Formulation of combination treatments

The B. bassiana stock solution and the 5000 ppm pyrethrum stock solution was prepared as described in “B. bassiana conidia suspensions” and “Pyrethrum quantification”. For treatments including B. bassiana, serial dilutions were made from a 1 × 106 conidia mL−1 solution, which was attained via dilution from the stock solution. The process of serial dilutions involved vortex mixing the solution and dispensing 1 mL into a 10 mL sterile vial and diluting with 0.01% Triton-X-100 to achieve a 10 mL final volume. This process was repeated until the desired final concentrations of 1 × 105 and 1 × 104 conidia mL−1 of B. bassiana were achieved. The pyrethrum was dispensed directly into the sterile vials from the stock solution to achieve the desired concentrations after dilution to 10 mL, 50 µL for 25 ppm and 200 µL for 100 ppm. For the combination treatments, the same process was followed with both treatments combined before dilution to 10 mL with Triton-X-100.

Mortality assays

The effect of products was determined using a topical bioassay, a method chosen because both Naturalis-L and pyrethrum insecticides are typically applied via traditional spraying methods. The subsequent methodology, which was used for all mortality assays, has also been previously used for accurate topical exposure of pesticides when examining effects of synthetic pesticides and biopesticides43,44.

General procedure for mortality assays

Ten third instar larvae per treatment were placed in a Petri dish and cooled on ice for 10 min before application. All treatments were applied as 4 mL aliquots onto prepared larvae using a Potter air atomising spray tower (Burkhard Agronomic Instruments, UK) at 5–10 bar pressure (0.34 atm). The tower was cleaned with 70% EtOH solution and 0.01% Triton between treatments.

Three 1 cm3 portions of artificial feed were placed in each Petri dish (90 × 15 mm) containing the treated FAW. These dishes were sealed with Parafilm and kept in an incubator at 25 ± 2 °C, relative humidity 60–80%, and a 12L:12D photoperiod for 24 h. Subsequently, the FAW were separated into individual 1 oz portion control pots (Go-Pak UK Ltd, UK). A 1.5 cm3 portion of artificial feed was placed in each pot before its lid was applied. The pots were arranged in a matrix and kept in an incubator under the same conditions as previously described for insect culturing.

Larval mortality was checked at different time points for treatments and is detailed in the following sections. Any dead larvae were transferred to damp filter paper and sealed with Parafilm within a Petri dish for assessment of hyphal growth 14 days after death.

FAW mortality assays for B. bassiana only treatments

Mortality assays were conducted to compare efficacies of different doses of B. bassiana against FAW. This data was used to calculate both dose response curves and median lethal dose rates at day 14, as well as to identify suitable doses for later use in combination treatments. Median lethal dose survival assays for B. bassiana were performed using concentrations of 1 × 103, 1 × 104, 1 × 105, 1 × 106 and 1 × 107 conidia mL−1, with a control treatment of 0.01% Triton. All treatments were tested, each with 10 FAW for a given replicate to ensure there was no bias introduced by a specific FAW cohort. The experiment was repeated 3 times, providing a total of 30 individuals tested for each treatment. Mortality was recorded 1, 2, 4, 7, 10 and 14 days after exposure.

The DRC package in R was used to fit dose response curves and estimate the proportional survival of larvae treated with B. bassiana at day 1445. The dose-responses models were selected by comparing the fit of commonly used dose response models (Log-logistic models, Weibull-1 and Weibull-2) to the data using a goodness-of-fit test, selecting the model with the highest p-value.

FAW mortality assays for pyrethrum only treatments

Mortality assays were conducted to compare efficacies of different doses of pyrethrum against FAW. This data was used to calculate both dose response curves and median lethal dose rates at day 14, as well as to identify suitable doses for later use in combination treatments. Median lethal dose survival assays for pyrethrum were conducted with ppm concentrations of 50, 100, 200, 400 and 800 and a 0.01% Triton control. All treatments were tested, each with 10 FAW for a given replicate to ensure there was no bias introduced by a specific FAW cohort. The experiment was repeated 3 times, providing a total of 30 individuals tested for each treatment. Mortality was recorded 1, 2 and 4 days after exposure.

The DRC package in R was used to fit dose response curves and estimate the proportional survival of larvae treated with B. bassiana at day 445. The same statistical models were used to analyse survival as described in “FAW mortality assays for B. bassiana only treatments”. FAW mortality assays for combination treatments.

FAW mortality assays for combination treatments

Mortality assays were conducted to compare efficacies of different doses of pyrethrum and B. bassiana, individually and combined against FAW. This data was used to generate Kaplan–Meier survival curves, calculate differences between expected and observed mortality, and assess the effect of the combination (antagonistic, additive, or synergistic). The combination mortality treatments were applied in concentrations based on the levels of mortality observed in the median lethal dose survival assays. The concentrations chosen for these treatments were those that had resulted in a low (approximately LC20) and medium (approximately LC40) levels of mortality. These concentrations (ppm = pyrethrum; conidia mL−1 = B. bassiana) were a 0.01% triton control, 50 ppm, 100 ppm, 1 × 10–4 conidia mL−1, 1 × 10–5 conidia mL−1, 50 ppm + 1 × 10–4 conidia mL−1, 100 ppm + 1 × 10–4 conidia mL−1, 50 ppm + 1 × 10–5 conidia mL−1, 100 ppm + 1 × 10–5 conidia mL−1 (Table 1). All treatments were tested, each with 10 FAW for a given replicate to ensure there was no bias introduced by a specific FAW cohort. The experiment was repeated 4 times, providing a total of 40 individuals tested for each treatment. FAW mortality was recorded 1, 2, 4, 7, 10 and 14 days after exposure to the treatments.

Table 1.

Expected versus observed corrected mortality at day 14 for combination treatments.

Pyrethrum (ppm) B. bassiana (conidia mL−1) Observed proportional mortality (median ± quartiles)a Observed corrected mortality (median ± quartiles)b Expected corrected mortality (median ± quartiles)c Effect typed
Control Control 0.20 (0.18–0.23)
25 0.30 (0.28–0.35) 0.12 (0.08–0.19)
100 0.40 (0.40–0.50) 0.29 (0.22–0.44)
1 × 104 0.50 (0.33 -0.65) 0.42 (0.18–0.56)
1 × 105 0.55 (0.48–0.60) 0.44 (0.38–0.46)
25 1 × 104 0.40 (0.35–0.43) 0.20 (0.13–0.28) 0.54 (0.23–0.71) 21.41 (Antagonistic)
100 1 × 104 0.60 (0.48–0.70) 0.53 (0.37–0.63) 0.68 (0.39–0.83) 3.76 (Additive)
25 1 × 105 0.60 (0.50–0.60) 0.50 (0.34–0.51) 0.52 (0.49–0.54) 0.08 (Additive)
100 1 × 105 0.75 (0.60–0.83) 0.71 (0.50–0.78) 0.63 (0.60–0.68) 1.02 (Additive)

an = 4, bcalculated following Schneider–Orelli’s formula48, c1 − ((1 − A) × (1 − B)), where A and B are the corrected proportional mortality due to EPF and pyrethrum treatments alone. dCalculated from Chi-squared test against expect mortality from individual treatments.

Kaplan–Meier survival curves were generated for each treatment in R46. Curves were compared through a global log rank test followed by pairwise tests with Bonferroni adjustment to P values for multiple comparisons47. To further examine possible antagonistic or synergistic interactions between treatments in proportion of FAW killed after 14 days, data were first corrected for control mortality in each replicate following Schneider–Orelli’s formula48. Expected mortality for each combination treatment were calculated as 1 − ((1 − A)*(1 − B)), where A and B are the corrected proportional mortality due to EPF and pyrethrum treatments alone. A Chi-squared test was performed to identify significant differences between observed and expected mortalities49. Chi-squared values were calculated using the observed corrected percentage mortality (Mo) and expected corrected percentage mortality (Me) using the following equation x2=(Mo-Me)2Me. These values were compared to the Chi-squared critical value for 1° degree of freedom at 0.05 significance (3.841). Values higher than this indicates synergistic or antagonistic interactions, while values lower than this suggests additive effects.

Binomial logistic regression in R was used to compare proportions of dead FAW which produced hyphae between treatments50.

Beauveria bassiana radial growth assays

Radial growth assays were performed to quantify any inhibition in B. bassiana growth resulting from application of different concentrations of pyrethrum.

Conidia suspensions of Naturalis-L were prepared by diluting the commercial product in 0.01% Triton X-100 to give a final concentration of 1 × 107 conidia mL−1. Then 100 µl of the suspension was spread over a PDA plate using a sterile ‘L’ shaped spreader and left for 48 h at 25 °C.

PDA plates were prepared containing different concentrations of pyrethrum (800 ppm, 400 ppm, 200 ppm, 100 ppm, 50 ppm, 0 ppm) by adding the appropriate volumes of the pyrethrum stock (5000 ppm) to cooled molten PDA just prior to pouring.

A metal cork-borer was used to take 1 cm plugs from the prepared Naturalis plate, which were then inverted into the centre of a 90 mm Petri dish containing the prepared PDA. Three plates were prepared for each concentration of pyrethrum at each incubation temperature (15 °C, 20 °C, 25 °C). This range of temperatures was selected as it has been used previously to measure the effect of herbicides and fungicides on mycelial growth of B. bassiana (strain ATCC 74040)51. Radial growth on these plates was monitored by measuring the pre-drawn x and y axis then calculating the mean growth for each plate. Growth was measured at least once a week for either 33 days or until the growth had reached the edge of the plate. As such, for plates incubated at 25 °C growth was last measured at day 14, for 20 °C at day 19, and for 15 °C at day 33. The whole experiment was repeated three times (nine plates per temperature treatment).

General linear mixed models (GLMMs) were used to examine the effect of pyrethrum concentration on radial growth rate at each temperature tested52. Radial growth was entered as the dependent variable, with time (days) entered as a continuous independent variable and pyrethrum concentration entered as a six-level factor. Effect of pyrethrum concentration on growth rate was tested through significance of a time by pyrethrum interaction in the model. Replicate and plate within replicate were entered as random effects. Significance of the time by pyrethrum concentration interaction in each model was assessed through χ2 tests of change in residual deviance following deletion from the model. Post hoc comparisons between growth rates at each pyrethrum concentration were made using Tukey’s tests (Lenth et al. 2022)50. Modelling was conducted in R 4.2.153,54.

Results

FAW median lethal dose survival assays for individual treatments

FAW median lethal dose survival assays for B. bassiana

There was a positive relationship between FAW mortality and the concentration of B. bassiana applied to larvae (Fig. 1). The response was best described by a two-parameter log-logistic function55. On day 14 after treatment, the mean mortality of FAW treated with the highest concentration (1 × 107 conidia mL−1) of B. bassiana was 70% and lowest concentration (1 × 103 conidia mL−1) was 20%. The median lethal dose was calculated on day 14 after treatment and found to be 1.48 × 106 conidia mL−1 which was higher than the recommended field application concentration of 3.45 × 104 conidia mL−1, indicating that B. bassiana may not be at peak efficiency as a control agent when used in isolation at field realistic concentrations.

Figure 1.

Figure 1

Proportion mortality of FAW (n = 30 for each concentration) following treatment with B. bassiana (ATCC 74040) on day 14 after treatment. A two-parameter log-logistic model is fitted to the responses.

FAW median lethal dose survival assays for pyrethrum

There was a positive relationship between FAW mortality and the concentration of pyrethrum applied to larvae (Fig. 2). The response was best described by a two-parameter Weibull function55. On day 14 after treatment the mean mortality of larvae treated with the highest concentration of pyrethrum (400 ppm) was 80% and with the lowest concentration (25 ppm) was 10%. The median lethal dose on day 14 was found to be 193 ppm.

Figure 2.

Figure 2

Proportion mortality (n = 30 for each concentration) of FAW following treatment with pyrethrum on day 14 after treatment. A two-parameter Weibull model is fitted to the responses.

FAW mortality assay combination treatments

An overall significant difference was found between survival curves of FAW exposed to different individual and combination treatments (χ2 = 27.2, df = 8, P < 0.001, Fig. 3). Control mortality (Fig. 3, top left), was characterised by a linear decline in survival, with mortality reaching 20% by day 14. Pairwise significant differences (log rank test with Bonferroni correction, P < 0.05) were identified between the control treatment and pyrethrum at 100 ppm (Fig. 3, top right), and the control treatment and B. bassiana at 1 × 105 conidia mL−1 (Fig. 3, bottom right). The survival curve for the intermediate combination treatment (pyrethrum at 100 ppm plus B. bassiana (1 × 104 conidia mL−1), Fig. 3, middle) was not significantly different from the control. None of the other combination treatments resulted in significantly different survival compared to pyrethrum 100 ppm and B. bassiana (1 × 105 conidia mL−1) presented individually (Fig. 3).

Figure 3.

Figure 3

Kaplan–Meier survival curves of effects of pyrethrum (parts per million) and B. bassiana (conidia mL−1) combination treatments on S. frugiperda survival. Different letters indicate significance differences between curves (log-rank test with Bonferroni corrections for multiple comparisons).

Survival curves for treatments containing pyrethrum (100 ppm) were characterized by a 20% drop in mortality at day 1 (Fig. 3, right hand side). However, decline in daily survival then appeared reduced (compared to other treatments) until day 10.

Comparison of expected versus observed corrected mortality for combination treatments suggest there may be some additive and antagonistic interactions between the two biopesticides (Table 1). When pyrethrum was applied at 25 ppm in combination with B. bassiana at 1 × 104 conidia mL−1, observed corrected mortality was significantly lower than expected for the combination treatments (chi-squared test, P < 0.05), suggesting that there may be antagonistic interactions between these treatments. However, when B. bassiana was applied at 1 × 104 conidia mL−1 with 25 ppm pyrethrum, 1 × 105 conidia mL−1 with 25 ppm pyrethrum or 1 × 105 conidia mL−1 with 100 ppm pyrethrum, corrected mortality for the combination treatment was not significantly different from the expected mortality. Therefore, at these concentrations B. bassiana and pyrethrum had an additive effect on FAW mortality (Table 1).

Hyphal growth on insect surface

The percentage of dead FAW producing hyphae in each treatment varied between 40 and 78% (Table 2). None of the dead FAW which had not been treated with EPF (control, 25 ppm pyrethrum and 100 ppm pyrethrum treatments) produced hyphae 14 days after exposed to treatment or 7 days after death (Table 2). No significant overall difference was found between the remaining EPF and EPF plus pyrethrum treatments in proportion of dead FAW producing hyphae (binomial logistic regression, χ2 = 8.0, df = 5, P = 0.16).

Table 2.

Percentage of dead FAW treated with B. bassiana and pyrethrum which produced fungal hyphae.

B. bassiana (conidia mL−1) Pyrethrum (PPM) Total dead FAW No. dead FAW which produced hyphae Percentage dead FAW which produced hyphae (%)
0 0 8 0 0
0 25 13 0 0
0 100 20 0 0
1 × 104 0 19 10 53
1 × 104 25 15 6 40
1 × 104 100 23 16 70
1 × 105 0 21 12 57
1 × 105 25 20 14 70
1 × 105 100 27 21 78

B. bassiana radial growth assay

Significant effects of pyrethrum on EPF growth rate were found at all temperatures tested (GLMMs: df = 5, P < 0.001, 15 °C: χ2 = 102.7, df = 5, P < 0.001; 20 °C: χ2 = 75.2, df = 5, P < 0.001, 25 °C: χ2 = 27.5, df = 5, P < 0.001, Fig. 4). EPF growth rate was significantly (Tukey’s test, P < 0.05) reduced compared to the control (0 ppm pyrethrum) at all pyrethrum concentrations except: 50 ppm (15 °C), 50 ppm (25 °C) and 100 ppm (25 °C) (Fig. 4).

Figure 4.

Figure 4

Radial growth rates of EPF treated with pyrethrum at five temperatures. Lines are predictions of fixed effects from generalized linear models. Treatments labelled with different letters have significantly different radial growth rates (Tukey’s tests on line slopes, P < 0.05).

Discussion

Used in isolation pyrethrum showed good efficacy against FAW with a median dose of 193 ppm which is approximately half the recommended concentration for field application (364 ppm), indicating that pyrethrum is likely an effective biopesticide against 1st to 3rd instars. Conversely, the strain of B. bassiana used here did not give high levels of mortality with median lethal dose, when tested in isolation, of 1.48 × 106 conidia mL−1, which was orders of magnitude higher than the recommended field application of 3.45 × 104 conidia mL−1, with a high degree of variation between replicates seen. These findings do indicate that B. bassiana in isolation could be an ineffective population control technique for FAW larvae. These findings were in keeping with the results reported by *Akutse et al.22 who found that several strains of B. bassiana were ineffective on FAW larvae past the 2nd instar with similar findings for M. anisopliae. This low efficacy from EPF strains is likely linked to the relatively short duration of instars, an inherent defence mechanism of FAW larvae. Each time the larvae progress to a new instar it offers a chance for any attached infective conidia to be “moulted off” thus rendering the fungi ineffective56.

When used in combination, the biopesticides appear to have an antagonistic relationship at the lowest concentrations of B. bassiana and pyrethrum (1 × 104 conidia mL−1 with 25 ppm) and an additive effect for the other 3 combined treatments (1 × 104 conidia mL−1 with 100 ppm and 1 × 105 conidia mL−1 with 25 ppm and 100 ppm pyrethrum, Table 1). However, some caution should be applied to these results due to the low number of replicates in this study, especially for the combination treatment of 1 × 104 conidia mL−1 with 100 ppm, which had lower observed mortality than expected although this was not significant. However, it does seem clear that there are some negative interactions affecting efficacy when combining the two biopesticides, B. bassiana and pyrethrum, for control of FAW.

The reason for an antagonistic effect could be attributed to impediment of growth which was seen in the radial growth assays where the growth rate of B. bassiana was significantly reduced by pyrethrum. However, the concentrations of pyrethrum used, which went as high as double the recommended concentration for field use (800 ppm), were not enough to completely impede the fungus in these trials. If a minimum dose of colony forming units (CFU) is required for effective B. bassiana control, and the pyrethrum only causes a proportional reduction in colony growth, then it may be that the EPF needs to exceed a critical threshold before the total CFU are adequate for the benefits to be seen. The Kaplan–Meier survival curves also appear to show this effect, with the pathogenic effect of the EPF seemingly being ‘delayed’, which was especially evident when comparing the highest concentration of B. bassiana tested in isolation (1 × 105 conidia mL−1) with the equivalent concentration combined with the higher pyrethrum (100 ppm). This combined treatment had a mortality effect at day 1 (likely due to the pyrethrum) but with little additional mortality seen until day 10, which is in contrast to the B. bassiana alone which showed a more continuous effect from day 4, but did not have the same initial mortality effect. Litwin et al.57 identified that pyrethroids changed the phospholipid profile of B. bassiana and had a detrimental effect by increasing the cell membrane permeability, accumulation of the pyrethroids within cells, and an overall increase in oxidative stress. Furthermore, Litwin et al. found a decrease in production of oosporein (a secondary metabolite toxin produced by B. bassiana), which is known to have immunomodulation properties58. Although not perfectly analogous, pyrethrum and pyrethroids have similar modes of action and thus it is reasonable to assume that pyrethrum would have a similar effect on B. bassiana as the pyrethroids tested by Litwin et al. (λ-cyhalothrin, α-cypermethrin, and deltamethrin). A reduction in oosporein production would at least partially explain why there is an apparent delay to the pathogenic effect of B. bassiana, as it would take longer for the fungi to overcome the immune system of the insect. However, this effect did not seem to impede further propagation of the fungi, with no significant differences seen in the proportion of cadavers producing hyphae between the B. bassiana alone and the equivalent B. bassiana + pyrethrum treatments. This secondary cycling of the pathogen within the pest population is a key benefit of EPF’s use as a biopesticide and any reduction in this effect would result in reduced efficacy.

The beneficial effect of the combined treatment is likely linked to the short period of time between instars mentioned previously53. Stunting of the development of FAW has previously been shown in FAW larvae when exposed to sublethal concentrations of synthetic pyrethroids59. When used in combination with EPF, any stunting effect would allow more time for the EPF infection to progress beyond the point where the moulting remains effective in shedding fungi. Additionally, this effect will increase the spore to larval size ratio compared to larvae that are not stunted thus increasing the former’s susceptibility. Taken in conjunction, these factors could go some way to explaining some of the conflicting results seen in both our own work, and results seen in previous work on similar interactions between pathogens60. We demonstrate that combining EPF and a botanical pesticide has potential in control solutions by providing a greater level of mortality than either component independently. However, the work supports previous findings that the compatibility between the components varies between EPF species61 and isolates62, botanical component used37, and, as our own work highlights, the dosage applied.

Irrespective of the classification of the interactions between the biopesticides used here (synergistic, additive or antagonistic), this type of combination has potential benefits for control of FAW. Similar levels of mortality were found at Day 14 in one of the combined treatments (100 ppm pyrethrum and 1 × 105 conidia mL−1) to the 400 ppm pyrethrum in isolation which is roughly equivalent to the recommended field application of 364 ppm. This result represents a significant decrease in the application levels of the insecticidal component, which in this study was pyrethrum, which is already environmentally preferable to synthetic pyrethroids due to the higher decay rate in field conditions and lower mammalian toxicity30,34,63. Furthermore, the natural source of pyrethrum, Tanacetum cinerariifolium, can be grown locally in many of the environments where FAW is considered an invasive pest species64. Reducing quantities of pyrethrum required for effective control may not only reduce the impact on non-target species but may also lead to more economic solutions for growers.

The additive effect seen here, at one concentration of B. bassiana, does indicate that combining EPF with pyrethrum may have merit. Further work could be undertaken to identify the optimal dose rate for the two treatments and investigate the merit of applying B. bassiana at different time periods after applying pyrethrum. Alternately, a more effective EPF strain against FAW, which has growth less impeded by pyrethrum, could allow for synergy and, therefore, a more effective IPM approach.

Conclusion

Dose-dependent interactions between B. bassiana and pyrethrum were observed in this study. A delay in the pathogenicity of B. bassiana against FAW is not universally beneficial or detrimental to pest control strategies. However, the results shown here highlight several of the beneficial effects that this approach can have, the immediate knockdown from the botanical pesticide combined with the longer lasting effect from the EPF and a reduced environmental impact from the lower concentration of insecticidal component required.

Author contributions

S.H. wrote the main manuscript text and performed the mortality experiments. V.N-W. performed the radial growth assay experiments and prepared Figs. 1 and 2. D.B. performed the statistical analysis and prepared Figs. 3 and 4. P.S. and M.F-G. were involved in project conceptualisation and funding acquisition. All authors reviewed the manuscript.

Funding

This article was funded by Biotechnology and Biological Sciences Research Council (Swindon,GB) (Grant no. BB/S02087X/1).

Data availability

The datasets used and/or analysed during the current study available from the corresponding author on reasonable request.

Competing interests

The authors declare no competing interests.

Footnotes

Publisher's note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

References

  • 1.Blanco CA, et al. Current situation of pests targeted by Bt crops in Latin America. Curr. Opin. Insect Sci. 2016;15:131–138. doi: 10.1016/j.cois.2016.04.012. [DOI] [PubMed] [Google Scholar]
  • 2.Westbrook JK, Nagoshi RN, Meagher RL, et al. Modeling seasonal migration of fall armyworm moths. Int. J. Biometeorol. 2016;60:255–267. doi: 10.1007/s00484-015-1022-x. [DOI] [PubMed] [Google Scholar]
  • 3.Goergen G, Kumar PL, Sankung SB, et al. First report of outbreaks of the fall armyworm Spodoptera frugiperda (J E Smith) (Lepidoptera, Noctuidae), a new alien invasive pest in West and Central Africa. PLoS One. 2016;11(10):e0165632. doi: 10.1371/journal.pone.0165632. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Lamsal S, Sibi S, Yadav S. Fall armyworm in South Asia: Threats and management. Asian J. Adv. Agric. Res. 2020;13:21–34. doi: 10.9734/ajaar/2020/v13i330106. [DOI] [Google Scholar]
  • 5.Bhusal S, Chapagain E. Threats of fall armyworm (Spodoptera frugiperda) incidence in Nepal and it’s integrated management—a review. J. Agric. Nat. Resour. 2020;3(1):345–359. doi: 10.3126/janr.v3i1.27186. [DOI] [Google Scholar]
  • 6.Padhee A, Prasanna B. The emerging threat of Fall Armyworm in India. Indian Farm. 2019;69(1):51–54. [Google Scholar]
  • 7.Chhetri LB, Bikram A. Fall armyworm (Spodoptera frugiperda): A threat to food security for south Asian country: Control and management options: A review. Farm. Manage. 2019;4(1):38–44. doi: 10.31830/2456-8724.2019.004. [DOI] [Google Scholar]
  • 8.Kumela T, Simiyu J, Sisay B, Likhayo P, Mendesil E, Gohole L, Tefera T. Farmers' knowledge, perceptions, and management practices of the new invasive pest, fall armyworm (Spodoptera frugiperda) in Ethiopia and Kenya. Int. J. Pest Manage. 2019;65(1):1–9. doi: 10.1080/09670874.2017.1423129. [DOI] [Google Scholar]
  • 9.Baudron F, Zaman-Allah MA, Chaipa I, et al. Understanding the factors influencing fall armyworm (Spodoptera frugiperda J.E. Smith) damage in African smallholder maize fields and quantifying its impact on yield. A case study in Eastern Zimbabwe. Crop. Prot. 2019;120:141–150. doi: 10.1016/j.cropro.2019.01.028. [DOI] [Google Scholar]
  • 10.Abrahams, P, et al. (2017) Fall armyworm status: Impacts and control options in Africa: Preliminary evidence note. CABI, UK. https://www.cabi.org/Uploads/isc/Dfid%20Faw%20Inception%20Report04may2017final.pdf. Accessed 22 March 2023
  • 11.Day R, Abrahams P, Bateman M, et al. Fall armyworm: Impacts and implications for Africa. Outlooks Pest Manage. 2017;28(5):196–201. doi: 10.1564/v28_oct_02. [DOI] [Google Scholar]
  • 12.Assefa F, Ayalew D. Status and control measures of fall armyworm (Spodoptera frugiperda) infestations in maize fields in Ethiopia: A review. Cogent Food Agric. 2019;5(1):1641902. doi: 10.1080/23311932.2019.1641902. [DOI] [Google Scholar]
  • 13.Wightman JA. Can lessons learned 30 years ago contribute to reducing the impact of the fall army worm Spodoptera frugiperda in Africa and India? Outlook Agric. 2018;47(4):259–269. doi: 10.1177/00307270188148. [DOI] [Google Scholar]
  • 14.Ge SS, He LM, Wei HE, Ran YA, Wyckhuys KA, Wu KM. Laboratory-based flight performance of the fall armyworm, Spodoptera frugiperda. J. Integr. Agric. 2021;20(3):707–714. doi: 10.1016/S2095-3119(20)63166-5. [DOI] [Google Scholar]
  • 15.Commission Implementing Decision (EU) 2018/638 of 23 April 2018 Establishing emergency measures to prevent the introduction into and the spread within the Union of the harmful organism Spodoptera frugiperda (Smith) 105, 25.4.2018, 31–34. https://eur-lex.europa.eu/eli/dec_impl/2018/638/oj.
  • 16.Hardke JT, Temple JH, Leonard BR, Jackson RE. Laboratory toxicity and field efficacy of selected insecticides against fall armyworm (Lepidoptera: Noctuidae) Fla Entomol. 2011;94(2):272–278. doi: 10.1653/024.094.0221. [DOI] [Google Scholar]
  • 17.Sullivan, M. J., Turnipseed, S. G., & Robinson, D. Insecticidal efficacy against a complex of fall and beet armyworms and soybean looper in South Carolina Cotton. In Proceedings of Beltwide Cotton Conferences (1999).
  • 18.Yu SJ. Insecticide resistance in the fall armyworm, Spodoptera frugiperda (JE Smith) Pestic. Biochem. Physiol. 1991;39(1):84–91. doi: 10.1016/0048-3575(91)90216-9. [DOI] [Google Scholar]
  • 19.Zhang DD, Xiao YT, Xu PJ, Yang XM, Wu QL, Wu KM. Insecticide resistance monitoring for the invasive populations of fall armyworm, Spodoptera frugiperda in China. J. Integr. Agric. 2021;20(3):783–791. doi: 10.1016/S2095-3119(20)63392-5. [DOI] [Google Scholar]
  • 20.Al-Sarar A, Hall FR, Downer RA. Impact of spray application methodology on the development of resistance to cypermethrin and spinosad by fall armyworm Spodoptera frugiperda (JE Smith) Pest Manage. Sci. 2006;62(11):1023–1031. doi: 10.1002/ps.1241. [DOI] [PubMed] [Google Scholar]
  • 21.Feldmann F, Rieckmann U, Winter S. The spread of the fall armyworm Spodoptera frugiperda in Africa—what should be done next? J. Plant Dis. Prot. 2019;126:97–101. doi: 10.1007/s41348-019-00204-0. [DOI] [Google Scholar]
  • 22.Akutse KS, Kimemia JW, Ekesi S, Khamis FM, Ombura OL, Subramanian S. Ovicidal effects of entomopathogenic fungal isolates on the invasive Fall armyworm Spodoptera frugiperda (Lepidoptera: Noctuidae) J. Appl. Entomol. 2019;143(6):626–634. doi: 10.1111/jen.12634. [DOI] [Google Scholar]
  • 23.Rajula J, Karthi S, Mumba S, Pittarate S, Thungrabeab M, Krutmuang P. Current status and future prospects of entomopathogenic fungi: A potential source of biopesticides. Recent Adv. Microbial Biotechnol. 2021;1:71–98. doi: 10.1016/B978-0-12-822098-6.00013-6. [DOI] [Google Scholar]
  • 24.Rioba NB, Stevenson PC. Opportunities and scope for botanical extracts and products for the management of fall armyworm (Spodoptera frugiperda) for smallholders in Africa. Plants. 2020;9(2):207. doi: 10.3390/plants9020207. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 25.Chawanda G, Tembo TL, Donga TK, Kabambe VH, Stevenson PC, Belmain SR. Agroecological management of fall armyworm using soil and botanical treatments reduces crop damage and increases maize yield. Front. Agron. 2023;5:1114496. doi: 10.3389/fagro.2023.1114496. [DOI] [Google Scholar]
  • 26.Tembo Y, Mkindi AG, Mkenda PA, Mpumi N, Mwanauta R, Stevenson PC, Ndakidemi PA, Belmain SR. Pesticidal plant extracts improve yield and reduce insect pests on legume crops without harming beneficial arthropods. Front. Plant Sci. 2018;28(9):1425. doi: 10.3389/fpls.2018.01425. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 27.Amoabeng BW, Gurr GM, Gitau CW, Stevenson PC. Cost:benefit analysis of botanical insecticide use in cabbage: Implications for smallholder farmers in developing countries. Crop Prot. 2014;57:71–76. doi: 10.1016/j.cropro.2013.11.019. [DOI] [Google Scholar]
  • 28.Mkindi A, Mpumi N, Tembo Y, et al. Invasive weeds with pesticidal properties as potential new crops. Ind. Crops Prod. 2017;110:113–122. doi: 10.1016/j.indcrop.2017.06.002. [DOI] [Google Scholar]
  • 29.Martinez SS, van Emden HF. Growth disruption, abnormalities and mortality of Spodoptera littoralis (Boisduval) (Lepidoptera: Noctuidae) caused by azadirachtin. Neotrop. Entomol. 2001;30:113–125. doi: 10.1590/s1519-566x2001000100017. [DOI] [Google Scholar]
  • 30.Dickinson CM. Stability of individual natural pyrethrins in solution after separation by preparative high performance liquid chromatography. J. AOAC Int. 1982;65(4):921–926. doi: 10.1093/jaoac/65.4.921. [DOI] [Google Scholar]
  • 31.Hassan E, Gökçe A. Production and consumption of biopesticides. In: Singh D, editor. Advances in Plant Biopesticides. Springer; 2014. [Google Scholar]
  • 32.Diogo BS, Antunes SC, Rodrigues S. Are biopesticides safe for the environment? Effects of pyrethrum extract on the non-target species Daphnia magna. Environ. Toxicol. Pharmacol. 2023;1(99):104114. doi: 10.1016/j.etap.2023.104114. [DOI] [PubMed] [Google Scholar]
  • 33.Atkinson BL, Blackman AJ, Faber H. The degradation of the natural pyrethrins in crop storage. J. Agric. Food Chem. 2004;52(2):280–287. doi: 10.1021/jf0304425. [DOI] [PubMed] [Google Scholar]
  • 34.Satelle DB, Yamamoto D. Molecular targets of pyrethroid insecticides. Adv. Insect Physiol. 1988;20:147–213. doi: 10.1016/S0065-2806(08)60025-9. [DOI] [Google Scholar]
  • 35.Wu J, Yang B, Zhang X, Cuthbertson AGS, Ali S. Synergistic interaction between the entomopathogenic fungus akanthomyces attenuatus (Zare & gams) and the botanical insecticide matrine against Megalurothrips usitatus (bagrall) J. Fungi. 2021;7:7. doi: 10.3390/jof7070536. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 36.Sahayaraj K, Namasivayam SKR, Rathi JM. Compatibility of entomopathogenic fungi with extracts of plants and commercial botanicals. Afr. J. Biotechnol. 2011;10(6):933–938. doi: 10.5897/AJB10.252. [DOI] [Google Scholar]
  • 37.Ribeiro LP, Blume E, Bogorni PC, Dequech ST, Brand SC, Junges E. Compatibility of Beauveria bassiana commercial isolate with botanical insecticides utilized in organic crops in southern Brazil. Biol. Agric. Hortic. 2012;28(4):223–240. doi: 10.1080/01448765.2012.735088. [DOI] [Google Scholar]
  • 38.Ali S, Farooqi MA, Sajjad A, Ullah MI, Qureshi AK, Siddique B, Waheed W, Sarfraz M, Asghar A. Compatibility of entomopathogenic fungi and botanical extracts against the wheat aphid, Sitobion avenae (Fab) (hemiptera: Aphididae) Egypt J. Biol. Pest Control. 2018;28(1):1–6. doi: 10.1186/s41938-018-0101-9. [DOI] [Google Scholar]
  • 39.Fernández-Grandon GM, Harte SJ, Ewany J, Bray D, Stevenson PC. Additive effect of botanical insecticide and entomopathogenic fungi on pest mortality and the behavioral response of its natural Enemy. Plants. 2020;9(2):173. doi: 10.3390/plants9020173. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40.Goettel MS, Inglis GD. Manual of Techniques in Insect Pathology. Academic Press; 1997. [Google Scholar]
  • 41.Pyrethrum G-J. Pesticide Outlook. 2001;12(5):195–198. doi: 10.1039/B108601B. [DOI] [Google Scholar]
  • 42.Paramasivam M, Selvi C. Laboratory bioassay methods to assess the insecticide toxicity against insect pests—a review. J. Entomol. Zool. Stud. 2017;5:1441–1445. [Google Scholar]
  • 43.Rodríguez M, Gerding M, France A. Effectivity of entomopathogenic fungus strains on tomato moth Tuta absoluta Meyrick (Lepidoptera: Gelechiidae) larvae. Agric. Técnica. 2006;66(2):159–165. [Google Scholar]
  • 44.Ritz C, Baty F, Streibig JC, Gerhard D. Dose-response analysis using R. PLoS One. 2015;10(12):e0146021. doi: 10.1371/journal.pone.0146021. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 45.Harcourt DG. Biology of the Diamondback Moth, Plutella maculipennis (Curt) (Lepidoptera: Plutellidae), in Eastern Ontario. II. Life-history, behaviour, and host relationships. Can. Entomol. 1957;89(12):554–564. doi: 10.4039/Ent89554-12. [DOI] [Google Scholar]
  • 46.Therneau ,T. M. Survival analysis [R package survival version 3.5-5]. Comprehensive R Archive Network (CRAN) (2021).
  • 47.Kassambara, A., Kosinski, M., & Biecek, P. Survminer: Drawing survival curves using ‘ggplot2’. R package version 0.4.9. https://cran.r-project.org/web/packages/survminer/ (2021).
  • 48.Lenth, R. emmeans: Estimated Marginal Means, aka Least-Squares Means. R package version 1.7.5. https://CRAN.R-project.org/package=emmeans(2022).
  • 49.Koppenhöfer AM, Fuzy EM. Steinernema scarabaei for the control of white grubs. Biol. Control. 2003;28(1):47–59. doi: 10.1016/S1049-9644(03)00048-3. [DOI] [Google Scholar]
  • 50.Puntener W. Manual for Field Trials in Plant Protection. Ciba-Geigy Ltd; 1981. p. 205. [Google Scholar]
  • 51.Celar FA, Kos K. Effects of selected herbicides and fungicides on growth, sporulation and conidial germination of entomopathogenic fungus Beauveria bassiana. Pest Manage. Sci. 2016;72(11):2110–2117. doi: 10.1002/ps.4240. [DOI] [PubMed] [Google Scholar]
  • 52.Bates D, Mächler M, Bolker BM, Walker SC. Fitting linear mixed-effects models using lme4. J. Stat. Softw. 2015;67:i01. doi: 10.18637/jss.v067.i01. [DOI] [Google Scholar]
  • 53.Team RC. R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing. https://www.R-project.org (2021).
  • 54.Wickham H. Package ‘ggplot2’: Elegant Graphics for Data Analysis. Springer; 2016. [Google Scholar]
  • 55.Ritz C. Toward a unified approach to dose–response modeling in ecotoxicology. Environ. Toxicol. Chem. 2010;29(1):220–229. doi: 10.1002/etc.7. [DOI] [PubMed] [Google Scholar]
  • 56.Meekes ET, Fransen JJ, van Lenteren JC. Pathogenicity of Aschersonia spp. against whiteflies Bemisia argentifolii and Trialeurodes vaporariorum. J. Invertebr. Pathol. 2002;81(1):1–1. doi: 10.1016/S0022-2011(02)00150-7. [DOI] [PubMed] [Google Scholar]
  • 57.Litwin A, Bernat P, Nowak M, Słaba M, Różalska S. Lipidomic response of the entomopathogenic fungus Beauveria bassiana to pyrethroids. Sci. Rep. 2021;11(1):21319. doi: 10.1038/s41598-021-00702-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 58.Mc Namara L, Dolan SK, Walsh JM, Stephens JC, Glare TR, Kavanagh K, Griffin CT. Oosporein, an abundant metabolite in Beauveria caledonica, with a feedback induction mechanism and a role in insect virulence. Fungal Biol. 2019;123(8):601–610. doi: 10.1016/j.funbio.2019.01.004. [DOI] [PubMed] [Google Scholar]
  • 59.Gist GL, Pless CD. Effects of synthetic pyrethroids on growth and development of the fall armyworm, Spodoptera frugiperda. Flor. Entomol. 1985;1:450–456. doi: 10.2307/3495132. [DOI] [Google Scholar]
  • 60.Meyling NV, Arthur S, Pedersen KE, Dhakal S, Cedergreen N, Fredensborg BL. Implications of sequence and timing of exposure for synergy between the pyrethroid insecticide alpha-cypermethrin and the entomopathogenic fungus Beauveria bassiana. Pest Manage. Sci. 2018;74(11):2488–2495. doi: 10.1002/ps.4926. [DOI] [PubMed] [Google Scholar]
  • 61.Kivett JM, Cloyd RA, Bello NM. Evaluation of entomopathogenic fungi against the western flower thrips (Thysanoptera: Thripidae) under laboratory conditions. J. Entomol. Sci. 2016;51(4):274–291. doi: 10.18474/JES16-07.1. [DOI] [Google Scholar]
  • 62.Mohan MC, Reddy NP, Devi UK, Kongara R, Sharma HC. Growth and insect assays of Beauveria bassiana with neem to test their compatibility and synergism. Biocontrol Sci. Technol. 2007;17(10):1059–1069. doi: 10.1080/09583150701714551. [DOI] [Google Scholar]
  • 63.Barthel WF. Toxicity of pyrethrum and its constituents to mammals. In: Casida JE, editor. Pyrethrum: The Natural Insecticide. Academic Press; 1973. pp. 123–142. [Google Scholar]
  • 64.POWO. Plants of the World Online. Facilitated by the Royal Botanic Gardens, Kew. http://www.plantsoftheworldonline.org/. Accessed 15 March 2023 (2023).

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

The datasets used and/or analysed during the current study available from the corresponding author on reasonable request.


Articles from Scientific Reports are provided here courtesy of Nature Publishing Group

RESOURCES