Next Article in Journal
Diversity Survey of a Pine Leafhopper Genus Pinopona Viraktamath & Sohi (Hemiptera: Cicadellidae: Koebeliini: Grypotina) in Yunnan Province, with Description of Two New Species
Previous Article in Journal
The Mechanism of Damage to the Midgut by Low Concentration of Bacillus thuringiensis in the Silkworm, Bombyx mori
 
 
Font Type:
Arial Georgia Verdana
Font Size:
Aa Aa Aa
Line Spacing:
Column Width:
Background:
Article

Inheritance and Resistance Mechanisms of Field-Evolved Resistance to Pyrethroids in a Fall Armyworm (Spodoptera frugiperda J.E. Smith) (Lepidoptera: Noctuidae) Strain from Puerto Rico

by
Omar Alejandro Posos-Parra
1,
Barry R. Pittendrigh
2,
John C. Wise
1,
Christina DiFonzo
1,
Eric Patterson
3 and
David Mota-Sanchez
1,*
1
Department of Entomology, Michigan State University, East Lansing, MI 48824, USA
2
Department of Entomology, Purdue University, West Lafayette, IN 47907, USA
3
Department of Plant, Soil, and Microbial Sciences, Michigan State University, East Lansing, MI 48824, USA
*
Author to whom correspondence should be addressed.
Insects 2024, 15(12), 912; https://doi.org/10.3390/insects15120912
Submission received: 30 September 2024 / Revised: 7 November 2024 / Accepted: 14 November 2024 / Published: 21 November 2024
(This article belongs to the Section Insect Physiology, Reproduction and Development)

Simple Summary

Fall armyworm (FAW) is a pest that severely devastates corn and other crops in most of the continents. It has developed resistance to numerous synthetic insecticides, rendering its management increasingly challenging. This study investigates the resistance of FAW in Puerto Rico to the pyrethroids esfenvalerate and deltamethrin, which have become less effective, likely due to the pest’s ability to develop resistance. The research findings indicate that FAW had developed high levels of field-evolved resistance to pyrethroids, and the resistance was partially inherited and X-linked. Through the utilization of enzyme inhibitors of P450s, esterases, GSHs, and ABC transporters, it was determined that these enzymes play a crucial role in FAW’s defense against pyrethroids. These findings have global implications due to the invasion of FAW to Africa, Asia, Oceania, and Europe, where pyrethroids are commonly used to manage FAW. There is a critical need for strategies in FAW management, such as the rotation of different insecticides or the integration of alternative pest control methods, particularly in regions similar to Puerto Rico, where FAW pressure is very high, to ensure the stability of global food production, especially seed production, which is vital for food security globally and at the local scale.

Abstract

This study examines resistance inheritance to the pyrethroid insecticides esfenvalerate and deltamethrin in a Puerto Rican strain of fall armyworm (FAW), Spodoptera frugiperda, a major global pest of corn. The resistant strain (PPR) showed significantly higher resistance compared to a susceptible strain (SUS), with a 62-fold X-linked and 15-fold autosomal-linked resistance ratio (RR50) for esfenvalerate and deltamethrin, respectively. Resistance was incompletely dominant for both insecticides. Synergist bioassays revealed that detoxification enzymes play a key role in resistance, with PPR exhibiting increased toxicity across all tested synergists, especially with a 12-fold increase when all were combined. Deltamethrin assays confirmed the importance of these enzymes, with a 17-fold increase in PPR toxicity when combined with esterase inhibitors. These findings highlight the complexity of pyrethroid resistance, involving multiple non-target site mechanisms, and suggest that heterozygous individuals could survive in treated crops due to incomplete dominance. The results emphasize the need for diversified pest management strategies, including insecticide rotation, to effectively control FAW populations.

Graphical Abstract

1. Introduction

The fall armyworm (FAW), Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae), is one of the most economically significant pests of the twenty-first century, causing extensive damage to corn and various other crops. FAW possesses several formidable traits that contribute to its prominent pest status, including a high reproductive rate, multiple generations per year, lack of diapause, rapid adaptation to new environments, and a broad host range encompassing hundreds of species [1,2,3,4,5]. Additionally, FAW has evolved resistance to a wide variety of insecticides [6]. As of now, there are 194 reported cases of FAW resistance to 45 different active ingredients, spanning eight modes of action [7].
FAW is native to Latin America, the Caribbean islands, and the southernmost US, although it migrates annually as far north as the US Corn Belt and Canada [8,9]. However, in 2016, there was a pivotal shift in the FAW’s distribution and economic impact [10]. For the first time, infestations were reported in Africa [3,11], eventually expanding across the continent [12,13,14], then to Asia (Republic of Korea, India, China, Japan, Pakistan, and Vietnam) and Oceania (Australia) [15,16,17,18,19,20]. Most recently, it was found in Saudi Arabia, the Canary Islands, and Turkey.
FAW feeding can result in yield reductions of over 60% in corn, a critical crop for global food security [21,22]. It also poses an over-looked, but significant, challenge for the seed industry. Puerto Rico plays an essential role in agricultural seed production as both a research and bulk-seed production hub. Given its tropical climate, Puerto Rico can support up to four corn crops per season. Remarkably, approximately 85% of all certified field crop seeds used for global food consumption pass some stage of development in Puerto Rico’s fields and nurseries [23]. At the same time, the tropical conditions create an ideal environment for FAW, resulting in up to ten generations of persistent high pressure per year [6,24,25]. Since there is low tolerance for kernel damage in seedcorn production, the industry resorts to intensive pesticide usage, with up to thirty applications per season of products from at least nine modes of action [24]. Unfortunately, sustained pest pressure and extensive insecticide use have led to the evolution of broad-spectrum pesticide resistance in FAW populations in Puerto Rico. Notably, resistance has been observed to a range of synthetic insecticides, including pyrethroids [6,24,25].
Pyrethroids (Group 3, IRAC) have been integral components of integrated pest management (IPM) strategies since the 1970s, favored globally because of their lower mammalian toxicity compared to older conventional pesticide groups. Pyrethroids have an established safety profile because insects are intrinsically more susceptible than mammals [26]. However, recent publications have documented the potential risk of pyrethroids for human health [27]. Their activity arises from their interference with neurotransmission at insect voltage-gated Na+ channel recognition sites, blocking Na+ transport, extending the Na+ current duration during depolarization, and eliciting a lingering slow current (“tail current”). This chain of events culminates in instant paralysis [28,29,30,31].
Pyrethroids are classified in two distinct categories, Type I and Type II, based on chemical structure, sensory neuron activity, and the poisoning symptoms [31,32,33,34]. Type I pyrethroids lack an α-cyano group at the phenylbenzyl alcohol position, while Type II pyrethroids possess this group. Functionally, Type I pyrethroids prompt repetitive discharges in sensory neurons, without initiating neurotransmitter release. In contrast, Type II pyrethroids do not produce these repetitive discharges, leading to an extended tail current decay. Furthermore, Type I pyrethroids exhibit a negative temperature–toxicity correlation, with higher toxicity at lower temperature; Type II pyrethroids display the opposite trend [35,36].
True resistance only occurs when a structural genetic change that is heritable takes place [37]. This concept is exemplified by the resistance to pyrethroids in the fall armyworm (FAW), which has evolved across multiple regions (Table 1). In Puerto Rico, over a decade of continuous reliance on pyrethroids, particularly esfenvalerate and deltamethrin (both Type II pyrethroids), has driven the development of practical resistance, significantly reducing their effectiveness in controlling FAW populations in cornfields. The intensity of pesticide application creates substantial genetic selection pressure at the population level, fostering conditions where resistance can emerge and persist [6,24,38,39].
Research into the inheritance of resistance, supported by physiological and biochemical tests, has provided valuable insights into the microevolutionary processes involved, revealing unexpected complexities in arthropod resistance mechanisms [39]. This study elucidates the inheritance patterns and metabolic mechanisms associated with esfenvalerate and deltamethrin resistance in FAW populations in Puerto Rico. By shedding light on the genetic basis of resistance and understanding the role of synergists, this study contributes to a deeper understanding of FAW resistance and offers insights for the development of effective FAW management strategies in seed production in Puerto Rico and elsewhere.

2. Materials and Methods

2.1. Insect Populations

A FAW field strain from Ponce, Puerto Rico (PPR), originated from a collection of larvae from an infested cornfield. The larvae were shipped in cups with diet to Michigan State University, where they were identified [54,55,56,57,58] and separated to initiate the rearing process. A susceptible FAW colony (SUS) was provided by Bayer USA from their research facilities in Memphis, Tennessee. We have utilized this susceptible strain continuously for over eight years.
Throughout all larval cycles, colonies were maintained in 60 mL cups with 10 mL of artificial FAW diet (Southland Products Inc., Lake Village, AR, USA). After pupation, thirty reciprocal pairs were placed in 5 L paper brown bags for mating, and the bags were placed inside mesh cages. To feed adults, 10 ml cups with cotton balls impregnated with a liquid solution of Gatorade® lime or orange flavor were placed in the bags. The bags were checked twice weekly for food maintenance and oviposition of egg masses on the bag surface. Egg masses were placed in cups with an artificial diet until they hatched; then, first instars were placed into individual cups using a paintbrush to avoid damage. Temperature and photoperiod conditions of 26 ± 2 °C and 16:10 h (L:D), respectively, were used for both the PPR and SUS colonies. All insects were checked daily to confirm the correct and healthy development of both strains [6].

2.2. Chemicals and Insecticides

For all bioassays, commercial formulations of the pyrethroids esfenvalerate (Asana XL EC, 8.4%, 79 g a.i./L, Valent USA Corporation, Walnut Creek, CA, USA) and deltamethrin (Battalion™ 0.2 EC, 2.86%, 23.96 g a.i./L, Arysta LifeScience, Cary, NC, USA) were used. Analytic-grade synergist compounds and organic solvents were purchased from (Sigma-Aldrich, St. Louis, MO, USA).

2.3. Pyrethroid Bioassays

Concentration–response bioassays of esfenvalerate and deltamethrin were carried out via diet overlay bioassays in 24-well trays (ProCell, Alkali Scientific Inc., Fort Lauderdale, FL, USA). Each well was filled with 1 mL of the FAW artificial diet (Southland Products Inc., Lake Village, AR, USA) treated with 30 μL of each insecticide solution to cover a surface area of 2.0 cm2. The concentrations of the insecticides varied to cover a range of mortality from 5% to 95%, with five to nine concentrations per insecticide and four replicates per concentration. The control treatment consisted of 30 μL of distilled water with a surfactant at 0.05% (v/v).
Each replicate included 12 wells, with one third instar per well. After the application of the solution, the trays were left to dry for approximately one hour before introducing FAW larvae to the treated surface. After four days, mortality was recorded. Individuals showing acute intoxication symptoms (necrotic tissue, slow movement, or interrupted molting) or those that did not respond to stimulation with a small paintbrush or forceps were considered dead.

2.4. Inheritance of Resistance

Using sexual dimorphism, we collected and separated pupae from both populations into female and male groups [59]. Then, reciprocal crosses were made using thirty pairs of adult FAWs per each F1 crosses were defined as H1 (♂ SUS × ♀ PPR) and H2 (♀ SUS × ♂ PPR).
To evaluate the dominance of resistance, larvae from the reciprocal crosses were subjected to the same susceptibility bioassays used for the SUS and PPR populations in Section 2.3. The degree of dominance was estimated using the equation from Bourguet et al. [60].
DM = (MRS − MSS)/(MRR − MSS)
where MSS, MRS, and MRR were the mortalities expressed in µg/cm2 of the SUS, reciprocal crosses (H1 or H2), and PPR population, respectively, at different pyrethroid concentrations. DM values close to 1 were considered completely dominant inheritance, whereas values close to 0 were deemed completely recessive inheritance. To understand the trend of resistance dominance versus concentration, a range of concentrations covering both reciprocal crosses was established, where mortalities were found (2–98%). Data were further analyzed using Stone’s equation [61] to determine the degree of dominance at the LC50.
D = (2Y2 − Y1 − Y3)/(Y1 − Y3)
where Y1 and Y2 represent the log10 LC50 values for the reciprocal crosses (H1 or H2 heterozygotes) and Y3 corresponds to the log10 LC50 for the parental populations (PPR and SUS), respectively. D values were interpreted as follows: −1, completely recessive; −1 < D < 0, incompletely recessive; 0 < D < 1, incompletely dominant; and D = 1, completely dominant.

2.5. Synergist Bioassays

Bioassays combining pyrethroids and synergists were conducted to investigate the function of detoxification enzymes. The following compounds were tested: (1) the cytochrome P450 inhibitor piperonyl butoxide (PBO 91.3%, SynerProTM Control Solutions Inc. Pasadena, TX, USA); (2) the esterase inhibitor S,S,S-tributyl phosphorotrithioate (DEF 98.1%, Sigma-Aldrich, Saint Louis, Missouri, USA); (3) the glutathione S-transferase inhibitor diethyl maleate (DEM 97%, Sigma-Aldrich, St. Louis, MO, USA); and (4) the ABC transporter inhibitor (±)-verapamil hydrochloride (VER 99%, Sigma-Aldrich, St. Louis, MO, USA). To determine the synergist concentration to use in the combined assay, separate diet overlay bioassays were performed to find the maximum non-lethal concentration for each synergist alone in the third instar. The highest concentrations of each compound that did not cause mortality or loss of fitness in the larvae 96 h after application were 4.5 μg/cm2, 1.5 μg/cm2, 0.45 μg/cm2, and 0.45 μg/cm2 for PBO, DEF, DEM, and VER, respectively.
Pyrethroid + synergist bioassays were conducted using the same procedure as the pyrethroid bioassays in Section 2.3, with mortality rates assessed at four days after application. Mortality probit analyses and data plotting were also estimated, with synergist ratios (SR50 and SR90) calculated by dividing the LC50 and LC90 values of the pyrethroid alone by the LC50 and LC90 values of the pyrethroid with synergist concentration. Each set included four replicates, and each replicate consisted of 12 wells with five to seven concentrations each. Every well contained a single third-instar larva, resulting in a total of 48 wells per bioassay.

2.6. Statistical Analysis

Probit analysis [62] was used to analyze bioassay results using the PROC PROBIT procedure from SAS version 9.4 [63]. This analysis estimated the slope values, standard error, lethal concentrations at 50% (LC50) and 90% (LC90), fiducial limits (95%), and χ2 for each population. The resistance ratios (RR50 and RR90) were obtained by dividing the LC50 and LC90 values of the PPR population by those of the susceptible population (SUS). Mortality data were adjusted using Abbott’s equation [64]. The log concentration detoxification responses of both populations were compared using parallelism and equality tests (p < 0.05) with PoloJR [65]. Graphs and log concentration responses were generated using Prism GraphPad Software version 10 [66].

3. Results

3.1. Bioassays and Inheritance of Resistance

The PPR population exhibited a 62-fold RR50 for esfenvalerate and 15-fold RR50 for deltamethrin compared to the SUS strain. For esfenvalerate, there was no overlap in confidence intervals for LC50 (95% CI) between the H1 and H2 populations (Table 2). The absence of overlapping LC50 values suggests an X-linked inheritance of resistance. For deltamethrin, the LC50 (95% CI) did overlap, suggesting an autosomal inheritance of resistance (Figure 1). Compared to the SUS strain, the RR50 values for esfenvalerate were 13-fold and 34-fold for H1 and H2, and they were 7-fold and 15-fold for H1 and H2 for deltamethrin. A comparison of detoxification using parallelism (χ2 = 157, d.f. = 3, p < 0.05) and equality (χ2 = 152.7, d.f. = 4, p < 0.05) revealed a unique response for each pyrethroid in the field-evolved strain from PPR.
Based on Stone’s method [61], the degree of dominance D at the LC50 for esfenvalerate was 0.249 and 0.741 and for deltamethrin 0.791 and 0.986 for H1 and H2, respectively. These results suggest that the resistance was incompletely dominant for H1 and H2 strains for both active ingredients.
The degree of dominance calculated from the equation in Bourguet et al. [60] for both active ingredients followed a similar trend between crosses. In the H1 progeny (♂ SUS × ♀ PPR), the response to esfenvalerate shows an initial increase in dominance with concentration, reaching its peak at DM values just below 0.75 (0.10 μg/cm2). Beyond this concentration, the dominance level decreases, stabilizing around DM = 0.5, indicating a shift from complete to incomplete dominance. For deltamethrin in the H1 progeny, a different pattern emerges, with dominance levels approaching complete dominance (DM close to 1.0) across all concentrations, except at the highest tested concentration, where it shows a slight reduction. In the H2 progeny (♀ SUS × ♂ PPR), the dominance pattern for both esfenvalerate and deltamethrin is more uniform. For deltamethrin, the DM values are consistently close to 1.0 across all concentrations, indicating a strong, almost completely dominant inheritance. Similarly, for esfenvalerate in H2, dominance also approaches complete dominance (DM close to 1.0) across all concentrations, except at the highest tested dose, where it deviates slightly.
Thus, for deltamethrin, both H1 and H2 progeny exhibit a trend towards complete dominance across the range of concentrations, with a minor exception at the highest dose. For esfenvalerate, while H1 progeny show a trend towards incomplete dominance at higher concentrations, H2 progeny maintain a pattern of complete dominance across most concentrations (Figure 2).

3.2. Synergism Bioassay

The results of the esfenvalerate synergist bioassays demonstrated that both SUS and PPR strains used a detoxification enzyme system to metabolize pyrethroids. In the SUS strain, the P450s inhibitor (PBO) was the most effective, resulting in a 4.6-fold increase in synergism (SR50), followed by the esterase inhibitor (DEF), with a 1.4-fold increase. The glutathione S-transferase inhibitor (DEM) and ABC transporter inhibitor (VER) showed no synergism (<1-fold).
In the PPR strain, all four synergists caused synergism combined with esfenvalerate, indicating the presence of detoxification enzymes. The PBO bioassays showed a 3.5-fold increase in synergism, whereas the VER bioassays showed a 4.7-fold increase. The DEF and DEM bioassays showed a similar trend, with the highest increase in synergism of almost 8-fold. When all synergists were combined in an additional bioassay, there was an accumulative effect, resulting in a 12-fold increase in SR50 in the field strain (Table 3).
The results of the deltamethrin synergist bioassays indicated similar detoxification enzyme roles. In the SUS strain, the most significant synergism was found in bioassays with the presence of PBO, with a SR50 of 3-fold, followed by DEF bioassays with 1.3-fold. In the DEM and VER bioassays, a minor antagonism was found in the presence of such synergists (<1-fold). However, in the PPR population, higher synergism was found in DEF, with a 17-fold increase, followed by VER with a 4-fold increase, and PBO and DEM bioassays with a 2-fold increase (Table 4). These findings suggest that both strains (SUS and PPR) have different detoxification mechanisms for esfenvalerate and deltamethrin and that the presence of detoxification enzymes can significantly affect the toxicity of both pyrethroids.

4. Discussion

In this study, we investigated the inheritance of resistance to two pyrethroids in a field-evolved resistant FAW population from Puerto Rico and the contribution of detoxifying enzymes to pesticide resistance. The resistance of FAW to esfenvalerate (62-fold) and deltamethrin (15-fold) resulted in “practical resistance”. This is the first report of resistance to esfenvalerate in Puerto Rico. Prior studies on field-evolved resistance to pyrethroids in an FAW strain from the same geographical location in indicated resistance to permethrin, deltamethrin, and zeta-cypermethrin [6]. The continuous use of esfenvalerate to manage FAW over the last decade in all cropping seasons has resulted in high levels of resistance [67]. Practical resistance to pyrethroids in the field has been reported, prompting a re-formulation of strategies to rotate action modes and explore innovative IPM programs that utilize all accessible resources.
Reciprocal crosses revealed a noteworthy pattern: heterozygous individuals exhibited an incomplete dominant response to esfenvalerate and deltamethrin, as shown in Figure 1A,B. These data suggest that heterozygous larvae can tolerate concentrations akin to their homozygous resistant counterparts, subsequently increasing the gene frequency in field populations (Figure 2). This observed resistance becomes even more pronounced as pesticide residue decays; heterozygous resistant larvae seem to endure and thrive, leading to a swift evolution of resistance in the field. The dynamics of this resistance pattern are especially significant when considering the ubiquity of pyrethroids; they stand out not only for their cost-effectiveness, especially when compared to newer materials such as diamides [16], but also their frequent integration into IPM programs [32,68]. This widespread reliance could intensify selection pressure, resulting in individuals experiencing indirect exposure to sublethal doses at various stages.
With its tropical conditions, Puerto Rico presents a unique environment in which continuous oviposition leads to an ever-present cycle of six larval stages and overlapping FAW generations. Within this context, a compelling hypothesis emerges: the pesticide resistance landscape in Puerto Rico might align with a broader theme of intra-island variation in susceptibility. This pattern implies that the island’s gene flow might be insufficient to balance out differences in insecticide susceptibility, a phenomenon echoed in species such as the green aphis (Aphis gossypii) [69], whitefly (Bemisia tabaci) [70], and diamondback moth (Plutella xylostella) [71], predominantly from Hawaii. However, in order to test this hypothesis, it would be imperative to carry out bioassays involving diverse FAW strains from Puerto Rico.
Resistance to pyrethroids (esfenvalerate and deltamethrin), which is inherited in an incompletely dominant manner, is commonly observed in several species. For instance, a similar inheritance trend has been found in species closely related to the diamondback moth [72], the predator lady beetle (Eriopis connexa) to deltamethrin [73], the cotton bollworm (Helicoverpa armigera) to cypermethrin [74] and fenvalerate [75,76], the soybean looper (Chrysodeixis includens) to lambda-cyhalothrin [77], the two spotted spider mite (Tetranychus urticae) to lambda-cyhalothrin as well [78], the tobacco budworm (Heliothis virescens) to permethrin [79], and the horn fly (Haematobia irritans) to cypermethrin.
The inheritance of resistance indicated a sex-linked inheritance pattern for resistance to esfenvalerate in the FAW population from Ponce, Puerto Rico, suggesting that males predominantly transmit this resistance. This type of inheritance pattern is rare in FAW, since we have not found a publication indicating this pattern of resistance. A previous example included a field-evolved resistant strain of the convergent lady beetle (Hippodamia convergens) from Georgia, USA, which demonstrated a sex-linked recessive inheritance pattern for resistance to lambda-cyhalothrin [80]. A similar pattern was observed in the two-spotted spider mite from Antalya, Turkey [78]. More recently, evidence of a sex-linked flubendiamide resistance pattern has been observed in a population from the same geographic area [81].
In contrast, resistance to deltamethrin in FAW appears to be autosomally inherited, a finding corroborated by studies on a lab-selected FAW population resistant to lambda-cyhalothrin from Guaría, Sao Paulo [44]. Previous reports also identified autosomal resistance traits in FAW from other regions of the Americas to a range of other insecticides, including carbamates (carbaryl) [82], organophosphates (chlorpyrifos) [83], pyrethroids (lambda-cyhalothrin) [44], nicotinic acetylcholine receptor (nAChR) allosteric modulators, spinosyns (spinosad and spinetoram) [84,85], glutamate-gated chloride channel (GluCl) allosteric modulators, avermectins and milbemycins (emamectin benzoate) [86], and inhibitors of chitin biosynthesis, benzoylureas (novaluron and teflubenzuron) [87,88]. Autosomal inheritance of deltamethrin resistance has also been documented in other species. These include the diamondback moth [89], house fly (Musca domestica) [90], common lacewing (Chrysoperla carnea) [91], tobacco cutworm (Spodoptera litura) [89,92], and codling moth (Cydia pomonella) [93].
The use of synergists plus pyrethroids indicated the crucial role of detoxification enzymes in resistance mechanisms. This research particularly underscores the importance of a variety of detoxification enzymes when studying esfenvalerate resistance. Enzymes, such as P450s, esterases, glutathione S-transferase enzymes, and ABC transporters, are integral components of the resistance mechanism. Similar detoxification mechanisms have been observed in other instances, such as the soybean aphid’s response to lambda-cyhalothrin [94], the western flower trips (Frankliniella occidentalis) to tau-fluvalinate [95], and the cotton bollworm to fenvalerate [76] and cypermethrin [96,97].
Resistance to pyrethroids in FAW is characterized by metabolic enzymes and mutations at the target site [37,45]. Owing to their unique chemical structure, pyrethroids undergo phase I detoxification reactions, such as hydrolysis [32]. Enzymes such as cytochrome P450s and esterases play critical roles in detoxification in insects. The use of inhibitors of these enzymes, such as PBO for P450s and DEF for esterases, enhances the toxicity of pyrethroids, thereby increasing their susceptibility [98]. Some of the resistance mechanisms may be triggered by genetic mutations.
The use of synergists with esfenvalerate suggested a high involvement of P450s, esterases, glutathione S-transferases, and ABC transporters in the suppression of resistance, with the combination of all synergists being the most promising factor of resistance (Table 3). For deltamethrin, synergist bioassays indicated reduced involvement of P450s, glutathione S-transferases, and ABC transporters but also a significant presence of esterases in the detoxification process. Considering the complexity of these biochemical interactions, it is plausible to hypothesize that the resistance observed in response to both pyrethroids may be polygenic in nature. However, this study’s scope did not extend to performing backcross tests with the field-derived PPR colony, representing a key limitation. Future research should address this gap to uncover a more detailed genetic foundation underlying these resistance patterns, potentially clarifying the polygenic factors involved.
Furthermore, the metabolic effort required to sustain a high level of metabolic defense likely imposes a fitness cost. Such a cost could be disadvantageous in the absence of selective pressure, suggesting that resistance may wane when artificial selection is no longer applied, thereby influencing population dynamics and resistance sustainability.
More detailed molecular analysis is needed to elucidate other roles in the resistance mechanism of FAW from Puerto Rico [99], since the synergists in mix with pyrethroids were not able to fully suppress the resistance levels in this study. Mutations at the target site have been extensively studied because of the mode of action of pyrethroids in voltage-gated sodium channels [26,100,101]. Knockdown (kdr) resistance has been investigated since it was first observed in a strain of houseflies that survived DDT exposure [102,103,104]. Cases of pyrethroid resistance featuring kdr-type mutations have been elucidated, and scientists have found strong associations with point mutations in the para-type sodium channel gene [105,106]. Point mutations have also been reported in other species, such as whiteflies, German cockroaches (Blattella germanica), and tobacco budworms [107]. Given the scope of the present study, we cannot draw conclusions about the hypothesis that the presence of point mutations results in site-of-action resistance in conjunction with the observed enzyme-mediated metabolic resistance. Nevertheless, unraveling the resistance mechanisms exhibited by this FAW strain is paramount for the re-evaluation and reformulation of current integrated resistance management (IRM) programs in Puerto Rico.

Implications

It is increasingly clear that areas experiencing recent FAW invasions face a heightened risk of pyrethroid resistance, as suggested by [108]. This risk is compounded by a lack of established knowledge and resources necessary for implementing effective IRM strategies [109,110]. Consequently, immediate and concerted efforts are needed to equip these regions with the tools and expertise required to mitigate the rapid evolution of resistance and safeguard agricultural outputs. By addressing these challenges proactively, we can better prepare these vulnerable regions to manage the threat of FAW globally more effectively.
Puerto Rico is a globally significant location for plant breeding research because of its year-round favorable climate, thereby enabling continuous farming, regulatory frameworks, and a science-friendly environment for biotechnology [25,38,111]. However, these assets also create conditions conducive to high pest pressure, leading to the extensive use of synthetic pest management tools and subsequent resistance development, especially in FAW. To enhance IPM and IRM strategies, IRAC-US and PRABIA [23] have implemented an area-wide resistance management program comprising five work streams: field trials, rotation programs, scouting practices, implementation, and resistance monitoring. Research on pyrethroid resistance in FAW supports the need for these efforts and may contribute to improved IPM practices. Collaborative workshops with the seed industry further aim to address FAW pyrethroid resistance issues [67]. While improving area-wide resistance management programs may take time, such actions are necessary given the broad implications for the global food system posed by pesticide resistance in FAW in Puerto Rico. Climate change may potentially expand the geographical distribution of FAW, establishing conditions conducive to an increased number of generations and progeny, consequently resulting in heightened artificial selection [20].

Author Contributions

Conceptualization, O.A.P.-P., D.M.-S. and B.R.P.; methodology, O.A.P.-P. and D.M.-S.; software, O.A.P.-P. and D.M.-S.; validation, O.A.P.-P., D.M.-S. and B.R.P.; formal analysis, O.A.P.-P., D.M.-S. and B.R.P.; investigation, O.A.P.-P., D.M.-S. and B.R.P.; resources, D.M.-S. and B.R.P.; data curation, O.A.P.-P. and D.M.-S.; writing—original draft preparation, O.A.P.-P., D.M.-S. and B.R.P.; writing—review and editing, O.A.P.-P., D.M.-S., B.R.P., C.D., J.C.W. and E.P.; visualization, O.A.P.-P., D.M.-S., B.R.P., C.D., J.C.W. and E.P.; supervision, D.M.-S. and B.R.P.; project administration, D.M.-S.; funding acquisition, D.M.-S. and B.R.P. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by support for the PhD program of the student Omar Alejandro Posos-Parra from the National Council of Sciences and Technology and a Hutson Research Proposal Award from the Department of Entomology, MSU. The funders had no role in the study design, data collection and analysis, decision to publish, or preparation of the manuscript. Omar Posos-Parra received a scholarship from the National Council of Science and Technology-Mexico.

Data Availability Statement

The data presented in this study is available in the article.

Acknowledgments

We extend our sincere gratitude to Bayer USA for providing the FAW colony used as the reference susceptible population in this study. Our appreciation also goes to Corteva for their support in acquiring FAW from Puerto Rico, with special thanks to Henry Teran-Santofimio and his research team. We are grateful to Chris Vandervoort from the Pesticides Analytical MSU Lab for supplying the insecticides. We would also like to acknowledge and recognize the valuable contributions of the following undergraduate students: Caylor Sims, Nick Castiglione, Brianna Rice, Jose Carlos Beas-Zarate, and Chris Coussens.

Conflicts of Interest

The authors declare no conflicts of interest.

References

  1. Barros, E.; de Freitas Bueno, A. Oviposition, development, and reproduction of Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae) fed on different hosts of economic importance. Neotrop. Entomol. 2010, 39, 996–1001. [Google Scholar] [CrossRef] [PubMed]
  2. Nagoshi, R.N.; Rosas-Garcia, N.M.; Meagher, R.L.; Fleischer, S.J.; Westbrook, J.K.; Sappington, T.W.; Hay-Roe, M.; Thomas, J.M.G.; Murua, G.M. Haplotype profile comparisons between Spodoptera frugiperda (Lepidoptera: Noctuidae) populations from Mexico with those from Puerto Rico, South America, and the United States and their implications to migratory behavior. J. Econ. Entomol. 2015, 108, 135–144. [Google Scholar] [CrossRef]
  3. Goergen, G.; Kumar, P.L.; Sankung, S.B.; Togola, A.; Tamò, M. 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, e0165632. [Google Scholar] [CrossRef]
  4. Montezano, D.; Specht, A.; Sosa-Gómez, D.; Roque-Specht, V.; Sousa-Silva, J.; Paula-Moraes, S.; Peterson, J.; Hunt, T. Host plants of Spodoptera frugiperda (Lepidoptera: Noctuidae) in the Americas. Afr. Entomol. 2018, 26, 286–300. [Google Scholar] [CrossRef]
  5. Johnson, S.J. Migration and the life history strategy of the fall armyworm, Spodoptera frugiperda in the Western Hemisphere. Int. J. Trop. Insect Sci. 1987, 8, 543–549. [Google Scholar] [CrossRef]
  6. Gutierrez-Moreno, R.; Mota-Sanchez, D.; Blanco, C.A.; Whalon, M.E.; Teran-Santofimio, H.; Rodriguez-Maciel, J.C.; DiFonzo, C. Field-evolved resistance of the fall armyworm (Lepidoptera: Noctuidae) to synthetic insecticides in Puerto Rico and Mexico. J. Econ. Entomol. 2019, 112, 792–802. [Google Scholar] [CrossRef]
  7. Mota-Sanchez, D.; Wise, J.C. The Arthropod Pesticide Resistance Database (APRD). 2023. Available online: http://www.pesticideresistance.org/ (accessed on 10 June 2023).
  8. Biondi, A.; Guedes, R.N.C.; Wan, F.-H.; Desneux, N. Ecology, worldwide spread, and management of the invasive South American tomato pinworm, Tuta absoluta: Past, present, and future. Annu. Rev. Entomol. 2018, 63, 239–258. [Google Scholar] [CrossRef]
  9. Kasoma, C.; Shimelis, H.; Laing, M.D. Fall armyworm invasion in Africa: Implications for maize production and breeding. J. Crop Improv. 2021, 35, 111–146. [Google Scholar] [CrossRef]
  10. FAO. The Global Action for Fall Armyworm Control: A Resource Mobilization Guide; FAO: Rome, Italy, 2022. [Google Scholar]
  11. Nagoshi, R.N.; Koffi, D.; Agboka, K.; Tounou, K.A.; Banerjee, R.; Jurat-Fuentes, J.L.; Meagher, R.L. Comparative molecular analyses of invasive fall armyworm in Togo reveal strong similarities to populations from the eastern United States and the Greater Antilles. PLoS ONE 2017, 12, e0181982. [Google Scholar] [CrossRef] [PubMed]
  12. Dai, P.; Sun, J.; Chen, Y.; Bao, H.; Zhang, L.; Nkunika, P.O.Y.; Zang, L. Discovery of three egg parasitoid species for the control of Spodoptera frugiperda (Smith). J. Jilin Agric. Univ. 2019, 41, 505–509. [Google Scholar]
  13. Wennmann, J.T.; Tepa-Yotto, G.T.; Jehle, J.A.; Goergen, G. Genome sequence of a Spodoptera frugiperda multiple nucleopolyhedrovirus isolated from fall armyworm (Spodoptera frugiperda) in Nigeria, West Africa. Microbiol. Resour. Ann. 2021, 10, 10–1128. [Google Scholar] [CrossRef]
  14. Feldmann, F.; Rieckmann, U.; Winter, S. The spread of the fall armyworm Spodoptera frugiperda in AfricaWhat should be done next? J. Plant Dis. Prot. 2019, 126, 97–101. [Google Scholar] [CrossRef]
  15. NATESC—National Agricultural Technology Extension Service Center. Recent reports of fall armyworm in China and neighboring countries. In Plant Pathogen and Pest Information; NATESC: Beijing, China, 2019; pp. 4–26. [Google Scholar]
  16. Richardson, E.B.; Troczka, B.J.; Gutbrod, O.; Davies, T.G.E.; Nauen, R. Diamide resistance: 10 years of lessons from lepidopteran pests. J. Pest Sci. 2020, 93, 911–928. [Google Scholar] [CrossRef]
  17. Tepa-Yotto, G.T.; Tonnang, H.E.Z.; Goergen, G.; Subramanian, S.; Kimathi, E.; Abdel-Rahman, E.M.; Flø, D.; Thunes, K.H.; Fiaboe, K.K.M.; Niassy, S.; et al. Global habitat suitability of Spodoptera frugiperda (JE Smith) (Lepidoptera, Noctuidae): Key parasitoids considered for its biological control. Insects 2021, 12, 273. [Google Scholar] [CrossRef]
  18. Qi, G.-J.; Ma, J.; Wan, J.; Ren, Y.-L.; McKirdy, S.; Hu, G.; Zhang, Z.-F. Source regions of the first immigration of fall armyworm, Spodoptera frugiperda (Lepidoptera: Noctuidae) invading Australia. Insects 2021, 12, 1104. [Google Scholar] [CrossRef]
  19. Deshmukh, S.; Kalleshwaraswamy, C.M.; Asokan, R.; Mahadeva Swamy, H.M.; Maruthi, M.S.; Pavithra, H.B.; Hegde, K.; Navi, S.; Prabhu, S.T.; Goergen, G. First report of the fall armyworm, Spodoptera frugiperda (J E Smith) (Lepidoptera: Noctuidae), an alien invasive pest on maize in India. Pest Manag. Hortic. Ecosyst. 2018, 24, 23–29. [Google Scholar]
  20. Kenis, M.; Benelli, G.; Biondi, A.; Calatayud, P.A.; Day, R.; Desneux, N.; Harrison, R.; Kriticos, D.; Rwomushana, I.; Van den Berg, J.; et al. Invasiveness, biology, ecology, and management of the fall armyworm, Spodoptera frugiperda. Entomol. Gen. 2023, 43, 187–241. [Google Scholar] [CrossRef]
  21. Davis, F.M.; Ng, S.S.; Williams, W.P. Visual rating scales for screening whorl-stage corn for resistance to fall armyworm. Tech. Bull.—Miss. Agric. For. Exp. Stn. 1992, 186, 1–9. [Google Scholar]
  22. Hruska, A.J.; Gladstone, S.M. Effect of Period and Level of Infestation of the Fall Armyworm, Spodoptera frugiperda, on Irrigated Maize Yield. Fla. Entomol. 1988, 71, 249–254. [Google Scholar] [CrossRef]
  23. PRABIA. Agricultural Biotechnology in Puerto Rico. Available online: https://www.prabia.org/agbio-puerto-rico (accessed on 10 June 2023).
  24. Head, G. IRAC-US Efforts in Puerto Rico. Available online: www.irac-online.org/documents/puerto-rico-task-team/ (accessed on 10 June 2023).
  25. Storer, N.P.; Babcock, J.M.; Schlenz, M.; Meade, T.; Thompson, G.D.; Bing, J.W.; Huckaba, R.M. Discovery and characterization of field resistance to Bt maize: Spodoptera frugiperda (Lepidoptera: Noctuidae) in Puerto Rico. J. Econ. Entomol. 2010, 103, 1031–1038. [Google Scholar] [CrossRef] [PubMed]
  26. Bradberry, S.M.; Cage, S.A.; Proudfoot, A.T.; Vale, J.A. Poisoning due to pyrethroids. Toxicol. Rev. 2005, 24, 93–106. [Google Scholar] [CrossRef]
  27. Andersen, H.R.; David, A.; Freire, C.; Fernández, M.F.; D’Cruz, S.C.; Reina-Pérez, I.; Fini, J.-B.; Blaha, L. Pyrethroids and developmental neurotoxicity—A critical review of epidemiological studies and supporting mechanistic evidence. Environ. Res. 2022, 214, 113935. [Google Scholar] [CrossRef]
  28. Zhu, Q.; Yang, Y.; Zhong, Y.; Lao, Z.; O’Neill, P.; Hong, D.; Zhang, K.; Zhao, S. Synthesis, insecticidal activity, resistance, photodegradation and toxicity of pyrethroids (A review). Chemosphere 2020, 254, 126779. [Google Scholar] [CrossRef]
  29. Ware, G.W. The Pesticide Book; Thomson Publications: Stamford, CT, USA, 1989. [Google Scholar]
  30. Du, Y.; Nomura, Y.; Zhorov, B.S.; Dong, K. Sodium channel mutations and pyrethroid resistance in Aedes aegypti. Insects 2016, 7, 60. [Google Scholar] [CrossRef]
  31. Bloomquist, J.R. Toxicology, mode of action and target site-mediated resistance to insecticides acting on chloride channels. Comp. Biochem. Physiol. Part C Pharmacol. Toxicol. Endocrinol. 1993, 106, 301–314. [Google Scholar] [CrossRef]
  32. Yu, S.J. The Toxicology and Biochemistry of Insecticides; CRC Press: Boca Raton, FL, USA, 2014. [Google Scholar]
  33. Yan, R.; Zhou, Q.; Xu, Z.; Zhu, G.; Dong, K.; Zhorov, B.S.; Chen, M. Three sodium channel mutations from Aedes albopictus confer resistance to Type I, but not Type II pyrethroids. Insect Biochem. Mol. Biol. 2020, 123, 103411. [Google Scholar] [CrossRef]
  34. Narahashi, T. Toxins that modulate the sodium channel gating mechanisma. Ann. N. Y. Acad. Sci. 1986, 479, 133–151. [Google Scholar] [CrossRef]
  35. Corbett, J.R.; Wright, K.; Baillie, A.C. The Biochemical Mode of Action of Pesticides; Academic Press: Cambridge, MA, USA, 1984. [Google Scholar]
  36. Matsumura, F. Toxicology of Insecticides; Springer: New York, NY, USA, 2012. [Google Scholar]
  37. Yu, S.J.; Nguyen, S.N.; Abo-Elghar, G.E. Biochemical characteristics of insecticide resistance in the fall armyworm, Spodoptera frugiperda (J.E. Smith). Pestic. Biochem. Physiol. 2003, 77, 1–11. [Google Scholar] [CrossRef]
  38. Belay, D.K.; Huckaba, R.M.; Foster, J.E. Susceptibility of the fall armyworm, Spodoptera frugiperda (Lepidoptera: Noctuidae), at Santa Isabel, Puerto Rico, to different insecticides. Fla. Entomol. 2012, 95, 476–478. [Google Scholar] [CrossRef]
  39. Tabashnik, B.E.; Mota-Sanchez, D.; Whalon, M.E.; Hollingworth, R.M.; Carrière, Y. Defining Terms for Proactive Management of Resistance to Bt Crops and Pesticides. J. Econ. Entomol. 2014, 107, 496–507. [Google Scholar] [CrossRef] [PubMed]
  40. Yu, S.J. Insecticide resistance in the fall armyworm, Spodoptera frugiperda (J. E. Smith). Pestic. Biochem. Physiol. 1991, 39, 84–91. [Google Scholar] [CrossRef]
  41. Mao, K.-K.; Li, H.-R.; Zhu, J.-Y.; Jin, M.-H.; Wang, P.; Peng, Y.; Xiao, Y.-T. Rapid test to detect insecticide resistance in field populations of Spodoptera frugiperda (Lepidoptera: Noctuidae). Front. Physiol. 2023, 14, 1254765. [Google Scholar] [CrossRef]
  42. León-García, I.; Rodríguez-Leyva, E.; Ortega-Arenas, L.D.; Solís-Aguilar, J.F. Susceptibilidad de Spodoptera frugiperda (J. E. Smith) (Lepidoptera: Noctuidae) a insecticidas asociada a Césped en Quintana Roo, México. Agrociencia 2012, 46, 279–287. [Google Scholar]
  43. Morillo, F.; Notz, A. Resistencia de Spodoptera frugiperda (Smith) (Lepidoptera: Noctuidae) a lambdacihalotrina y metomil. Entomotropica 2001, 16, 79–87. [Google Scholar]
  44. Diez-Rodriguez, G.; Omoto, C. Herança da resistencia de Spodoptera frugiperda (J.E. Smith) (Lepidoptera: Noctuidae) a lambda-cialotrina. Neotrop. Entomol. 2001, 30, 311–316. [Google Scholar] [CrossRef]
  45. Carvalho, R.A.; Omoto, C.; Field, L.M.; Williamson, M.S.; Bass, C. Investigating the molecular mechanisms of organophosphate and pyrethroid resistance in the fall armyworm Spodoptera frugiperda. PLoS ONE 2013, 8, e62268. [Google Scholar] [CrossRef] [PubMed]
  46. Ríos-Díez, J.D.; Saldamando-Benjumea, C.I. Susceptibility of Spodoptera frugiperda (Lepidoptera: Noctuidae) strains from central Colombia to two insecticides, methomyl and lambda-cyhalothrin: A study of the genetic basis of resistance. J. Econ. Entomol. 2011, 104, 1698–1705. [Google Scholar] [CrossRef]
  47. Hafeez, M.; Li, X.; Zhang, Z.; Huang, J.; Wang, L.; Zhang, J.; Shah, S.; Khan, M.M.; Xu, F.; Fernández-Grandon, G.M.; et al. De novo transcriptomic analyses revealed some detoxification genes and related pathways responsive to Noposion Yihaogong® 5% EC (lambda-cyhalothrin 5%) exposure in Spodoptera frugiperda third-instar larvae. Insects 2021, 12, 132. [Google Scholar] [CrossRef]
  48. Zhang, D.-d.; Xiao, Y.-t.; Xu, P.-j.; Yang, X.-m.; Wu, Q.-l.; Wu, K.-m. Insecticide resistance monitoring for the invasive populations of fall armyworm, Spodoptera frugiperda in China. J. Integr. Agric. 2021, 20, 783–791. [Google Scholar] [CrossRef]
  49. Do Nascimento, A.R.B.; Rodrigues, J.G.; Kanno, R.H.; de Amaral, F.; Malaquias, J.B.; Silva-Brandao, K.L.; Consoli, F.L.; Omoto, C. Susceptibility monitoring and comparative gene expression of susceptible and resistant strains of Spodoptera frugiperda to lambda-cyhalothrin and chlorpyrifos. Pest Manag. Sci. 2023, 79, 2206–2219. [Google Scholar] [CrossRef]
  50. Yu, S.J. Detection and biochemical characterization of insecticide resistance in fall armyworm (Lepidoptera: Noctuidae). J. Econ. Entomol. 1992, 85, 675–682. [Google Scholar] [CrossRef]
  51. Al-Sarar, A.; Hall, F.R.; Downer, R.A. Impact of spray application methodology on the development of resistance to cypermethrin and spinosad by fall armyworm Spodoptera frugiperda (J.E. Smith). Pest Manag. Sci. 2006, 62, 1023–1031. [Google Scholar] [CrossRef] [PubMed]
  52. Boaventura, D.; Buer, B.; Hamaekers, N.; Maiwald, F.; Nauen, R. Toxicological and molecular profiling of insecticide resistance in a Brazilian strain of fall armyworm resistant to Bt Cry1 proteins. Pest Manag. Sci. 2021, 77, 3713–3726. [Google Scholar] [CrossRef] [PubMed]
  53. Wood, K.A.; Wilson, B.H.; Graves, J.B. Influence of host plant on the susceptibility of the fall armyworm to insecticides. J. Econ. Entomol. 1981, 74, 96–98. [Google Scholar] [CrossRef]
  54. Luginbill, P. The Fall Armyworm; U.S. Deptartment of Agriculture: Washington, DC, USA, 1928.
  55. Oliver, A.D.; Chapin, J.B. Biology and Illustrated Key for the Identification of Twenty Species of Economically Important Noctuid Pests; Louisiana State University Agricultural Experiment Station: Baton Rouge, LA, USA, 1981. [Google Scholar]
  56. Smith, J.E. The Natural History of the Rarer Lepidopterous Insects of Georgia Including Their Systematic Characters, the Particulars of Their Several Metamorphoses, and the Plants on Which They Feed: Collected from the Observations of Mr John Abbot, Many Years Resident in that Country; BHL: London, UK, 1797. [Google Scholar]
  57. Mahmoud, Y.H.H.; Neven, E.E. Identification and taxonomic notes of Spodoptera species (Lepidoptera: Noctuidae) known to occur In Egypt. Egypt. Acad. J. Biol. Sci. A Entomol. 2020, 13, 161–175. [Google Scholar]
  58. Hallman, G. Taxonomic keys for the species of Heliothis lepidoptera Noctuidae in Colombia. Rev. Colomb. Entomol. 1978, 4, 61–69. [Google Scholar] [CrossRef]
  59. Guzmán-Prada, D.A.; Rodríguez-Chalarca, J.; Valencia-Cataño, S.J. Identification of Lepidoptera Larval Stages—A Maize Pest; CIAT Publication: Cali, Colombia, 2018; p. 48. [Google Scholar]
  60. Bourguet, D.; Genissel, A.; Raymond, M. Insecticide Resistance and Dominance Levels. J. Econ. Entomol. 2000, 93, 1588–1595. [Google Scholar] [CrossRef]
  61. Stone, B.F. A formula for determining degree of dominance in cases of monofactorial inheritance of resistance to chemicals. Bull. World Health Organ. 1968, 38, 325–326. [Google Scholar]
  62. Finney, D.J. Probit Analysis; Cambridge University Press: Cambridge, UK, 1971; p. 333. [Google Scholar]
  63. SAS Institute. SAS User’s Guide, Statistics Version 9, 1st ed.; SAS Institute: Cary, NC, USA, 2009. [Google Scholar]
  64. Abbott, W.S. A method of computing the effectiveness of an insecticide. J. Econ. Entomol. 1925, 18, 265–267. [Google Scholar] [CrossRef]
  65. PoloJR. PoloJR Suite; LeOra Software, Version 1.0; LLC: Parma, MO, USA, 2021. [Google Scholar]
  66. GraphPad Software, I. Prism; Version 10; Dotmatics: Boston, MA, USA, 2023. [Google Scholar]
  67. Teran-Santofimio, H. Final Report of the Training Workshop on Insecticide Resistance Bioassays to Detect Susceptibility of Fall Armyworm (FAW) to Insecticides in Puerto Rico; IRAC (Insecticide Resistance Action Committee): Salinas, Puerto Rico, 2019. [Google Scholar]
  68. Hołyńska-Iwan, I.; Szewczyk-Golec, K. Pyrethroids: How they affect human and animal health? Medicina 2020, 56, 582. [Google Scholar] [CrossRef]
  69. Hollingsworth, R.G.; Tabashnik, B.E.; Ullman, D.E.; Johnson, M.W.; Messing, R. Resistance of Aphis gossypii (Homoptera, Aphididae) to insecticides in Hawaii—Spatial patterns and relation to insecticide use. J. Econ. Entomol. 1994, 87, 293–300. [Google Scholar] [CrossRef]
  70. Omer, A.D.; Johnson, M.W.; Tabashnik, B.E.; Costa, H.S.; Ullman, D.E. Sweet-potato whitefly resistance to insecticides in Hawaii—Intra-island variation is related to insecticide use. Entomol. Exp. Appl. 1993, 67, 173–182. [Google Scholar] [CrossRef]
  71. Tabashnik, B.E.; Cushing, N.L.; Johnson, M.W. Diamondback moth (Lepidoptera, Plutellidae) resistance to insecticides in Hawaii—Intra-island variation and cross-resistance. J. Econ. Entomol. 1987, 80, 1091–1099. [Google Scholar] [CrossRef]
  72. Sayyed, A.H.; Attique, M.N.R.; Khaliq, A.; Wright, D.J. Inheritance of resistance and cross-resistance to deltamethrin in Plutella xylostella (Lepidoptera: Plutellidae) from Pakistan. Pest Manag. Sci. 2005, 61, 636–642. [Google Scholar] [CrossRef]
  73. Rodrigues, A.R.S.; Torres, J.B.; Siqueira, H.A.A.; Lacerda, D.P.A. Inheritance of lambda-cyhalothrin resistance in the predator lady beetle Eriopis connexa (Germar) (Coleoptera: Coccinellidae). Biol. Control 2013, 64, 217–224. [Google Scholar] [CrossRef]
  74. Achaleke, J.; Brevault, T. Inheritance and stability of pyrethroid resistance in the cotton bollworm Helicoverpa armigera (Lepidoptera: Noctuidae) in Central Africa. Pest Manag. Sci. 2010, 66, 137–141. [Google Scholar] [CrossRef] [PubMed]
  75. Daly, J.C.; Fisk, J.H. Inheritance of metabolic resistance to the synthetic pyrethroids in australian Helicoverpa-armigera (Lepidoptera, Noctuidae). Bull. Entomol. Res. 1992, 82, 5–12. [Google Scholar] [CrossRef]
  76. Gunning, R.V.; Easton, C.S.; Balfe, M.E.; Ferris, I.G. Pyrethroid resistance mechanisms in Australian Helicoverpa armigera. Pestic. Sci. 1991, 33, 473–490. [Google Scholar] [CrossRef]
  77. Stacke, R.F.; Godoy, D.N.; Halberstadt, S.A.; Bronzatto, E.S.; Giacomelli, T.; Hettwer, B.L.; Muraro, D.S.; Guedes, J.V.C.; Bernardi, O. Inheritance of lambda-cyhalothrin resistance, fitness costs and cross-resistance to other pyrethroids in soybean looper, Chrysodeixis includens (Lepidoptera: Noctuidae). Crop Prot. 2020, 131, 8. [Google Scholar] [CrossRef]
  78. Susurluk, H.; Gurkan, M.O. Mode of inheritance and biochemical mechanisms underlying lambda-cyhalothrin and bifenthrin resistance in the laboratory-selected two-spotted spider mite, Tetranychus urticae. Crop Prot. 2020, 137, 8. [Google Scholar] [CrossRef]
  79. Watson, T.F.; Kelly, S.E. Inheritance of resistance to permethrin by the tobacco budworm, Heliothis-virescens (F)—implications for resistance management. Southw. Entomol. 1991, 15, 135–141. [Google Scholar]
  80. Barbosa, P.R.R.; Michaud, J.P.; Rodrigues, A.R.S.; Torres, J.B. Dual resistance to lambda-cyhalothrin and dicrotophos in Hippodamia convergens (Coleoptera: Coccinellidae). Chemosphere 2016, 159, 1–9. [Google Scholar] [CrossRef] [PubMed]
  81. Posos-Parra, O.; Mota-Sanchez, D.; Pittendrigh, B.R.; Wise, J.C.; DiFonzo, C.; Patterson, E. Characterization of the inheritance of field-evolved resistance to diamides in the fall armyworm (Spodoptera frugiperda) (J.E. Smith) (Lepidoptera: Noctuidae) population from Puerto Rico. PLoS ONE 2024, 19, e0295928. [Google Scholar] [CrossRef] [PubMed]
  82. Yu, S.J.; Nguyen, S.N. Inheritance of carbaryl resistance and microsomal oxidases in the fall armyworm (Lepidoptera: Noctuidae). J. Econ. Entomol. 1994, 87, 301–304. [Google Scholar] [CrossRef]
  83. Garlet, C.G.; Gubiani, P.D.; Palharini, R.B.; Moreira, R.P.; Godoy, D.N.; Farias, J.R.; Bernardi, O. Field-evolved resistance to chlorpyrifos by Spodoptera frugiperda (Lepidoptera: Noctuidae): Inheritance mode, cross-resistance patterns, and synergism. Pest Manag. Sci. 2021, 77, 5367–5374. [Google Scholar] [CrossRef]
  84. Lira, E.C.; Bolzan, A.; Nascimento, A.R.B.; Amaral, F.S.A.; Kanno, R.H.; Kaiser, I.S.; Omoto, C. Resistance of Spodoptera frugiperda (Lepidoptera: Noctuidae) to spinetoram: Inheritance and cross-resistance to spinosad. Pest Manag. Sci. 2020, 76, 2674–2680. [Google Scholar] [CrossRef] [PubMed]
  85. Okuma, D.M.; Bernardi, D.; Horikoshi, R.J.; Bernardi, O.; Silva, A.P.; Omoto, C. Inheritance and fitness costs of Spodoptera frugiperda (Lepidoptera: Noctuidae) resistance to spinosad in Brazil. Pest Manag. Sci. 2018, 74, 1441–1448. [Google Scholar] [CrossRef]
  86. Muraro, D.S.; Neto, D.D.A.; Kanno, R.H.; Kaiser, I.S.; Bernardi, O.; Omoto, C. Inheritance patterns, cross-resistance and synergism in Spodoptera frugiperda (Lepidoptera: Noctuidae) resistant to emamectin benzoate. Pest Manag. Sci. 2021, 77, 5049–5057. [Google Scholar] [CrossRef]
  87. Stacke, R.F.; Godoy, D.N.; Pretto, V.E.; Fuhr, F.M.; Gubiani, P.D.; Hettwer, B.L.; Garlet, C.G.; Somavilla, J.C.; Muraro, D.S.; Bernardi, O. Field-evolved resistance to chitin synthesis inhibitor insecticides by soybean looper, Chrysodeixis includens (Lepidoptera: Noctuidae), in Brazil. Chemosphere 2020, 259, 127499. [Google Scholar] [CrossRef]
  88. do Nascimento, A.R.B.; Pavinato, V.A.C.; Rodrigues, J.G.; Silva-Brandao, K.L.; Consoli, F.L.; Michel, A.; Omoto, C. There is more than chitin synthase in insect resistance to benzoylureas: Molecular markers associated with teflubenzuron resistance in Spodoptera frugiperda. J. Pest Sci. 2022, 95, 129–144. [Google Scholar] [CrossRef]
  89. Ahrnad, M.; Sayyed, A.H.; Crickmore, N.; Saleem, M.A. Genetics and mechanism of resistance to deltamethrin in a field population of Spodoptera litura (Lepidoptera: Noctuidae). Pest Manag. Sci. 2007, 63, 1002–1010. [Google Scholar] [CrossRef]
  90. Khan, H.A.A.; Akram, W.; Haider, M.S. Genetics and mechanism of resistance to deltamethrin in the house fly, Musca domestica L.; from Pakistan. Ecotoxicology 2015, 24, 1213–1220. [Google Scholar] [CrossRef] [PubMed]
  91. Sayyed, A.H.; Pathan, A.K.; Faheem, U. Cross-resistance, genetics and stability of resistance to deltamethrin in a population of Chrysoperla carnea from Multan, Pakistan. Pestic. Biochem. Physiol. 2010, 98, 325–332. [Google Scholar] [CrossRef]
  92. Huang, S.-j.; Jiang, J.-l.; Han, Z.-j. Relative fitness and inheritance mode of deltamethrin resistance in common cutworm, Spodoptera litura (Fab.). Acta Agric. Univ. Jiangxiensis 2007, 29, 24–29. [Google Scholar]
  93. Bouvier, J.C.; Bues, R.; Boivin, T.; Boudinhon, L.; Beslay, D.; Sauphanor, B. Deltamethrin resistance in the codling moth (Lepidoptera: Tortricidae): Inheritance and number of genes involved. Heredity 2001, 87, 456–462. [Google Scholar] [CrossRef]
  94. Xi, J.; Pan, Y.O.; Bi, R.; Gao, X.W.; Chen, X.W.; Peng, T.F.; Zhang, M.; Zhang, H.; Hu, X.Y.; Shang, Q.L. Elevated expression of esterase and cytochrome P450 are related with lambda-cyhalothrin resistance and lead to cross resistance in Aphis glycines Matsumura. Pestic. Biochem. Physiol. 2015, 118, 77–81. [Google Scholar] [CrossRef]
  95. Thalavaisundaram, S.; Herron, G.A.; Clift, A.D.; Rose, H. Pyrethroid resistance in Frankliniella occidentalis (Pergande) (Thysanoptera: Thripidae) and implications for its management in Australia. Aust. J. Entomol. 2008, 47, 64–69. [Google Scholar] [CrossRef]
  96. Achaleke, J.; Martin, T.; Ghogomu, R.T.; Vaissayre, M.; Brevault, T. Esterase-mediated resistance to pyrethroids in field populations of Helicoverpa armigera (Lepidoptera: Noctuidae) from Central Africa. Pest Manag. Sci. 2009, 65, 1147–1154. [Google Scholar] [CrossRef]
  97. Armes, N.J.; DeSouza, K.R.; Jadhav, D.R. A survey of insecticide resistance in Helicoverpa armigera in the Indian subcontinent. Bull. Entomol. Res. 1996, 86, 499–514. [Google Scholar] [CrossRef]
  98. Tchakounte, A.; Tchouakui, M.; Chiang, M.C.; Tchapga, W.; Kopia, E.; Soh, P.T.; Njiokou, F.; Riveron, J.M.; Wondji, C.S. Exposure to the insecticide-treated bednet PermaNet 2.0 reduces the longevity of the wild African malaria vector Anopheles funestus but GSTe2-resistant mosquitoes live longer. PLoS ONE 2019, 14, 16. [Google Scholar] [CrossRef]
  99. Boaventura, D.; Martin, M.; Pozzebon, A.; Mota-Sanchez, D.; Nauen, R. Monitoring of target-site mutations conferring insecticide resistance in Spodoptera frugiperda. Insects 2020, 11, 545. [Google Scholar] [CrossRef]
  100. Soderlund, D.M. Molecular mechanisms of pyrethroid insecticide neurotoxicity: Recent advances. Arch. Toxicol. 2012, 86, 165–181. [Google Scholar] [CrossRef]
  101. Eldefrawi, M.E.; Eldefrawi, A.T. Nervous-system-based insecticides. In Safer Insecticides; CRC Press: Boca Raton, FL, USA, 2020; pp. 155–207. [Google Scholar]
  102. Williamson, M.S.; Denholm, I.; Bell, C.A.; Devonshire, A.L. Knockdown resistance (kdr) to DDT and pyrethroid insecticides maps to a sodium channel gene locus in the housefly (Musca domestica). Mol. Gen. Genet. 1993, 240, 17–22. [Google Scholar] [CrossRef]
  103. Quarterman, K.D. The Status of Fly Resistance to Insecticides in the Savannah Area and Its Implications in the General Problem of Fly Control; CDC Bulletin: Atlanta, GA, USA, 1950. [Google Scholar]
  104. Dong, K.; Du, Y.; Rinkevich, F.; Nomura, Y.; Xu, P.; Wang, L.; Silver, K.; Zhorov, B.S. Molecular biology of insect sodium channels and pyrethroid resistance. Insect Biochem. Mol. Biol. 2014, 50, 1–17. [Google Scholar] [CrossRef]
  105. Davies, T.G.; Field, L.M.; Usherwood, P.N.; Williamson, M.S. DDT, pyrethrins, pyrethroids and insect sodium channels. IUBMB Life 2007, 59, 151–162. [Google Scholar] [CrossRef]
  106. Hu, Z.; Du, Y.; Nomura, Y.; Dong, K. A sodium channel mutation identified in Aedes aegypti selectively reduces cockroach sodium channel sensitivity to type I, but not type II pyrethroids. Insect Biochem. Mol. Biol. 2011, 41, 9–13. [Google Scholar] [CrossRef]
  107. Soderlund, D.M.; Knipple, D.C. The molecular biology of knockdown resistance to pyrethroid insecticides. Insect Biochem. Mol. Biol. 2003, 33, 563–577. [Google Scholar] [CrossRef] [PubMed]
  108. Nagoshi, R.N.; Goergen, G.; Koffi, D.; Agboka, K.; Adjevi, A.K.M.; Du Plessis, H.; Van den Berg, J.; Tepa-Yotto, G.T.; Winsou, J.K.; Meagher, R.L.; et al. Genetic studies of fall armyworm indicate a new introduction into Africa and identify limits to its migratory behavior. Sci. Rep. 2022, 12, 1941. [Google Scholar] [CrossRef] [PubMed]
  109. Nagoshi, R.N.; Htain, N.N.; Boughton, D.; Zhang, L.; Xiao, Y.; Nagoshi, B.Y.; Mota-Sanchez, D. Southeastern Asia fall armyworms are closely related to populations in Africa and India, consistent with common origin and recent migration. Sci. Rep. 2020, 10, 1421. [Google Scholar] [CrossRef] [PubMed]
  110. Wang, J.; Huang, Y.R.; Huang, L.S.; Dong, Y.Y.; Huang, W.J.; Ma, H.Q.; Zhang, H.S.; Zhang, X.Y.; Chen, X.Y.; Xu, Y.L. Migration risk of fall armyworm (Spodoptera frugiperda) from North Africa to Southern Europe. Front. Plant Sci. 2023, 14, 12. [Google Scholar] [CrossRef] [PubMed]
  111. Storer, N.P.; Kubiszak, M.E.; Ed King, J.; Thompson, G.D.; Santos, A.C. Status of resistance to Bt maize in Spodoptera frugiperda: Lessons from Puerto Rico. J. Invertebr. Pathol. 2012, 110, 294–300. [Google Scholar] [CrossRef] [PubMed]
Figure 1. Mortality response of fall armyworm from a susceptible lab colony (SUS), a field collection from Ponce Puerto Rico (PPR), and their F1 reciprocal crosses (H1, ♂ SUS × ♀ PPR) + (H2, ♀ SUS × ♂ PPR) to esfenvalerate and deltamethrin.
Figure 1. Mortality response of fall armyworm from a susceptible lab colony (SUS), a field collection from Ponce Puerto Rico (PPR), and their F1 reciprocal crosses (H1, ♂ SUS × ♀ PPR) + (H2, ♀ SUS × ♂ PPR) to esfenvalerate and deltamethrin.
Insects 15 00912 g001
Figure 2. Dominance degree [DM] of resistance to esfenvalerate (A) and deltamethrin (B) in F1 reciprocal crosses (H1, ♂ SUS × ♀ PPR) + (H2, ♀ SUS × ♂ PPR) of FAW.
Figure 2. Dominance degree [DM] of resistance to esfenvalerate (A) and deltamethrin (B) in F1 reciprocal crosses (H1, ♂ SUS × ♀ PPR) + (H2, ♀ SUS × ♂ PPR) of FAW.
Insects 15 00912 g002
Table 1. Incidents of resistance to pyrethroids in FAW [7].
Table 1. Incidents of resistance to pyrethroids in FAW [7].
CompoundLocationYearSlope1 RR50Source
bifenthrinUSA19912.929.4[40]
China20232.0521.8[41]
cyfluthrinMéxico20121.04162.7[42]
cyhalothrinUSA19911.812.5[40]
cyhalothrin-lambda3 Venezuela20011.3119.4[43]
1.2641.9
1.0865.7
1.2362
Brazil19981.6212.8[44]
México20081.08204.5[42]
Brazil20083.1128.2[45]
Colombia20104.1034.62[46]
Colombia20104.8450.01
China20211.831.2[47]
3 China20210.7629[48]
2.56317
0.5832
0.8672
0.7026
Brazil20232.9221.5[49]
cypermethrinUSA19920.89.3[50]
USA20062.6110.18[51]
cypermethrin-zetaPuerto Rico20181.935[6]
deltamethrinMéxico20081.041002.2[42]
Puerto Rico20181.925[6]
Brazil20201.7614.23[52]
3 China20213.2112[48]
3.7610
2.9412
2.3120
China20232.2413.9[41]
fenvalerateUSA19922.215[50]
3 China20210.5115[48]
0.9833
1.7226
1.5511
fluvalinateUSA19912.9216[40]
permethrinUSA19812 n/a17[53]
USA19913.313.9[40]
USA1992240[50]
Mexico2018219[6]
Puerto Rico20181.648
tau-fluvalinateUSA19921.5263.9[50]
tralomethrinUSA19915.441.2[40]
1—resistance ratio (RR), LC50 of resistant strain/LC50 of susceptible strain. 2—n/a = data not available. 3—different locations.
Table 2. Concentration–response to esfenvalerate (esfen) and deltamethrin (delta) of fall armyworm from a susceptible lab colony (SUS), a field collection from Ponce Puerto Rico (PPR), and their F1 reciprocal crosses (H1 and H2).
Table 2. Concentration–response to esfenvalerate (esfen) and deltamethrin (delta) of fall armyworm from a susceptible lab colony (SUS), a field collection from Ponce Puerto Rico (PPR), and their F1 reciprocal crosses (H1 and H2).
PyrethroidStrainnSlopeSE1 LCs50(95% CI)1 LCs90(95% CI)2 RR502 RR90
esfenPPR2331.90.43.8(1.3, 6.7)17(8.9, 183)62123
SUS2873.50.60.06(0.04, 0.08)0.1(0.09, 0.33)11
H1
(♂ SUS × ♀ PPR)
3699.71.80.8(0.7, 0.87)1(0.97, 1.37)138
H2
(♀ SUS × ♂ PPR)
4241.90.22.2(1.85, 2.65)10(7.9, 14.9)3462
deltaPPR2283.90.410.41(0.35, 0.46)0.87(0.74, 1.07)1520
SUS2405.81.10.03(0.02, 0.03)0.04(0.03, 0.10)11
H1
(♂ SUS × ♀ PPR)
2873.70.40.3(0.26, 0.34)0.7(0.58, 0.84)1216
H2
(♀ SUS × ♂ PPR)
3352.90.400.398(0.3, 0.5)1.11(0.79, 2.03)1525
1—LCs50 or LCs90 (μg/cm2). 2—Resistance ratio (RR), LC50 of resistant strain/LC50 of susceptible strain or LC90 of resistant strain/LC90 of susceptible strain.
Table 3. Assessing the mortality rate of FAW strains exposed to esfenvalerate (esfen) with synergists alone and in combination—a comparison of a susceptible lab colony (SUS) and a field collection from Ponce Puerto Rico (PPR).
Table 3. Assessing the mortality rate of FAW strains exposed to esfenvalerate (esfen) with synergists alone and in combination—a comparison of a susceptible lab colony (SUS) and a field collection from Ponce Puerto Rico (PPR).
PyrethroidSynergistsStrainnSlopeSE1 LCs50(95% CI)1 LCs90(95% CI)3 RR502 SR502 SR90
esfen-PPR2331.90.43.76(1.3, 6.7)17.2(8.9, 183)62--
PBO3271.70.31.07(0.6, 1.7)6.0(3.3, 19)183.52.9
DEM5281.80.40.49(0.2, 0.76)2.4(1.4, 8)87.77.1
DEF3841.80.10.53(0.4, 0.66)2.8(2.1, 4)97.16.1
VER4323.00.60.80(0.52, 1.2)2.1(1.3, 5.3)134.78.1
PBO + DEM + DEF + VER3351.90.30.31(0.2, 0.45)1.4(0.9, 3)51212
-SUS2873.50.60.06(0.04, 0.08)0.1(0.09, 0.33)1--
PBO2882.60.30.01(0.011, 0.015)0.04(0.03, 0.06)04.63.3
DEM4322.51.20.33* -1.1* -50.20.1
DEF2403.10.30.04(0.036, 0.05)0.1(0.09, 0.15)11.41.3
VER4793.50.30.12(0.1, 0.13)0.3(0.23, 0.32)20.50.5
PBO + DEM + DEF + VER4304.11.60.07(0.032, 0.28)0.1(0.08, 245)10.91.0
1—LCs50 or LCs90 (μg/cm2). 2—Synergist ratio (SR) = LC50 of esfenvalerate without synergist/LC50 of esfenvalerate + synergist. d.f. = degrees of freedom. 3 Resistance ratio (RR), LC50 of resistant strain/LC50 of susceptible strain. PBO = piperonyl butoxide; DEM = diethyl maleate; DEF = S,S,S-tributyl phosphorotrithioate; VER = (±)-verapamil hydrochloride. *—No confidence intervals could be calculated.
Table 4. Assessing the mortality rate of FAW strains exposed to deltamethrin (delta) with synergists—a comparison of a susceptible lab colony (SUS) and a field collection from Ponce Puerto Rico (PPR).
Table 4. Assessing the mortality rate of FAW strains exposed to deltamethrin (delta) with synergists—a comparison of a susceptible lab colony (SUS) and a field collection from Ponce Puerto Rico (PPR).
PyrethroidSynergistsStrainnSlopeSE1 LCs50(95% CI)1 LCs90(95% CI)3 RR502 SR502 SR90
delta-PPR2283.90.40.406(0.3, 0.4)0.9(0.74, 1.07)15--
PBO2392.00.50.184(0.04, 0.44)0.8(0.3, 55)721
DEM2392.40.30.207(0.16, 0.24)0.7(0.54, 0.97)7.821
DEF3351.30.20.024(0.008, 0.05)0.3(0.1, 1.2)0.92173
VER3352.30.40.091(0.05, 0.17)0.3(0.17, 1.61)3.443
-SUS2405.81.10.026(0.021, 0.034)0.04(0.03, 0.106)1--
PBO2832.60.40.009(0.005, 0.012)0.03(0.017, 0.07)0.3431.6
DEM3363.40.50.026(0.02, 0.03)0.06(0.045. 0.11)110.7
DEF2392.30.40.02(0.015, 0.023)0.07(0.05, 0.14)0.761.30.6
VER5282.70.30.028(0.02, 0.03)0.08(0.063, 0.12)1.0510.5
1—LCs50 or LCs90 (μg/cm2). 2—Synergist ratio (SR) = LC50 of deltamethrin without synergist/LC50 of deltamethrin + synergist. 3—Resistance ratio (RR), LC50 of resistant strain/LC50 of susceptible strain. PBO = piperonyl butoxide; DEM = diethyl maleate; DEF = S,S,S-tributyl phosphorotrithioate; VER = (±)-verapamil hydrochloride
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content.

Share and Cite

MDPI and ACS Style

Posos-Parra, O.A.; Pittendrigh, B.R.; Wise, J.C.; DiFonzo, C.; Patterson, E.; Mota-Sanchez, D. Inheritance and Resistance Mechanisms of Field-Evolved Resistance to Pyrethroids in a Fall Armyworm (Spodoptera frugiperda J.E. Smith) (Lepidoptera: Noctuidae) Strain from Puerto Rico. Insects 2024, 15, 912. https://doi.org/10.3390/insects15120912

AMA Style

Posos-Parra OA, Pittendrigh BR, Wise JC, DiFonzo C, Patterson E, Mota-Sanchez D. Inheritance and Resistance Mechanisms of Field-Evolved Resistance to Pyrethroids in a Fall Armyworm (Spodoptera frugiperda J.E. Smith) (Lepidoptera: Noctuidae) Strain from Puerto Rico. Insects. 2024; 15(12):912. https://doi.org/10.3390/insects15120912

Chicago/Turabian Style

Posos-Parra, Omar Alejandro, Barry R. Pittendrigh, John C. Wise, Christina DiFonzo, Eric Patterson, and David Mota-Sanchez. 2024. "Inheritance and Resistance Mechanisms of Field-Evolved Resistance to Pyrethroids in a Fall Armyworm (Spodoptera frugiperda J.E. Smith) (Lepidoptera: Noctuidae) Strain from Puerto Rico" Insects 15, no. 12: 912. https://doi.org/10.3390/insects15120912

APA Style

Posos-Parra, O. A., Pittendrigh, B. R., Wise, J. C., DiFonzo, C., Patterson, E., & Mota-Sanchez, D. (2024). Inheritance and Resistance Mechanisms of Field-Evolved Resistance to Pyrethroids in a Fall Armyworm (Spodoptera frugiperda J.E. Smith) (Lepidoptera: Noctuidae) Strain from Puerto Rico. Insects, 15(12), 912. https://doi.org/10.3390/insects15120912

Note that from the first issue of 2016, this journal uses article numbers instead of page numbers. See further details here.

Article Metrics

Back to TopTop