Pyrethroid insecticides are widely utilized in dengue control. However, the major vector, Aedes aegypti, is becoming increasingly resistant to these insecticides and this is impacting on the efficacy of control measures. The near complete transcriptome of two pyrethroid resistant populations from the Caribbean was examined to explore the molecular basis of this resistance.
Two previously described target site mutations, 1016I and 1534C were detected in pyrethroid resistant populations from Grand Cayman and Cuba. In addition between two and five per cent of the Ae. aegypti transcriptome was differentially expressed in the resistant populations compared to a laboratory susceptible population. Approximately 20 per cent of the genes over-expressed in resistant mosquitoes were up-regulated in both Caribbean populations (107 genes). Genes with putative monooxygenase activity were significantly over represented in the up-regulated subset, including five CYP9 P450 genes. Quantitative PCR was used to confirm the higher transcript levels of multiple cytochrome P450 genes from the CYP9J family and an ATP binding cassette transporter. Over expression of two genes, CYP9J26 and ABCB4, is due, at least in part, to gene amplification.
These results, and those from other studies, strongly suggest that increases in the amount of the CYP9J cytochrome P450s are an important mechanism of pyrethroid resistance in Ae. aegypti. The genetic redundancy resulting from the expansion of this gene family makes it unlikely that a single gene or mutation responsible for pyrethroid resistance will be identified in this mosquito species. However, the results from this study do pave the way for the development of new pyrethroid synergists and improved resistance diagnostics. The role of copy number polymorphisms in detoxification and transporter genes in providing protection against insecticide exposure requires further investigation.
Dengue is the most rapidly spreading arboviral infection of humans and each year there are 50–100 million cases of dengue fever. There is no vaccine or drug to prevent dengue infection so control of the mosquitoes that transmit this virus is the only option to reduce transmission. Removing mosquito habitats close to human homes can be effective but in reality most dengue control programmes rely on a small number of chemical insecticides. Therefore, when the mosquito vectors develop resistance to the available insecticides, dengue control is jeopardized. In this study we examined the causes of resistance to the insecticide class most commonly used in mosquito control, the pyrethroids. We found that a group of genes, which have been implicated in detoxifying these insecticides in other populations of dengue vectors, were highly over expressed in both these Caribbean populations and we investigated the molecular basis of this increased expression. The next steps, which will be a considerable challenge, are to utilize this information to develop effective means of restoring insecticide susceptibility in dengue vectors.
Citation: Bariami V, Jones CM, Poupardin R, Vontas J, Ranson H (2012) Gene Amplification, ABC Transporters and Cytochrome P450s: Unraveling the Molecular Basis of Pyrethroid Resistance in the Dengue Vector, Aedes aegypti. PLoS Negl Trop Dis 6(6): e1692. https://doi.org/10.1371/journal.pntd.0001692
Editor: William C. Black IV, Colorado State University, United States of America
Received: November 24, 2011; Accepted: May 1, 2012; Published: June 12, 2012
Copyright: © 2012 Bariami et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: Part of this research was supported by a grant from the Hellenic Secretariat General for Research and Technology under grant agreement 09FR28 (to J.V.). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Competing interests: The authors have declared that no competing interests exist.
Aedes mosquitoes have shown a remarkable ability to develop resistance to insecticides . Today, resistance to DDT, organophosphates and pyrethroids is widespread in the major dengue vector, Aedes aegypti  and this resistance is negatively impacting on control efforts. For example, in the Caribbean, resistance to pyrethroids is reducing the efficacy of pyrethroid space spraying in La Martinique and organophosphate resistance in Cuba is reducing the duration of control obtained by larviciding , . Resistance to pyrethroids is of particular concern as this class of insecticides is increasingly replacing organophosphates in space spraying (WHO, 2011) and curtains, impregnated with pyrethroids, have also shown initial promise in reducing dengue transmission .
Most studies on the molecular basis of pyrethroid resistance focus on target site mutations , , . Amino acid substitutions in the voltage gated sodium channel cause a resistance phenotype to pyrethroid insecticides known as knockdown resistance or kdr. At least four amino acid substitutions in the sodium channel (I1011M, V1016G, V1016I and F1534C) have been linked to resistance in Ae. aegypti , , , . Two of these alleles, 1016I and 1534C, are widely distributed in the Caribbean . The role of other resistance mechanisms is less clearly understood. Biochemical assays are frequently used to screen for metabolic resistance caused by elevated activities of cytochrome P450s, carboxylesterases and/or glutathione transferases. Although these assays lack sensitivity they have provided preliminary evidence that metabolic resistance is involved in conferring pyrethroid resistance in Caribbean populations of Ae. aegypti from Cuba, Grand Cayman, La Martinique and Trinidad .
To determine the molecular basis of this metabolic resistance and, identify other pathways potentially involved in conferring the resistance phenotype, we utilized microarray and quantitative PCR to analyse the near complete transcriptome of pyrethroid resistant populations from Cuba and Grand Cayman. The results confirm that elevated cytochrome P450 activity is strongly associated with pyrethroid resistance in these populations. Comparative analysis of the data from this, and earlier studies on populations from Latin America and Southeast Asia, indicates that the CYP9J family of P450 enzymes is primarily responsible for metabolic resistance to pyrethroids in Ae. aegypti.
Materials and Methods
Mosquito strains and sample collection
Three strains of Ae. aegypti were used in this study. The NEW ORLEANS (NO) strain is a laboratory strain that is susceptible to all known insecticides and was originally colonized by the Center for Disease Control and Prevention (CDC) Atlanta, USA. The pyrethroid resistant CAYMAN strain was colonized from larvae collected in routine field surveillance sites in Grand Cayman in 2008 . This strain has very high levels of resistance to DDT (>90% survival after 8 hours exposure to 4% DDT) and pyrethroids (resistance ratio of 109-fold to permethrin and 30-fold to deltamethrin compared with the susceptible New Orleans strain ). The CUBA-DELTA SAN 12 strain (CUBA-DELTA) was collected in 1997 in Santiago de Cuba. It was selected for 12 generations at the larval stage with deltamethrin at the Institute ‘Pedro Kouri’ in Havana, Cuba. CUBA-DELTA larvae were highly resistant to this insecticide (>1000-fold) and this resistance was also manifested at the adult stage .
Egg papers from the CAYMAN strain and the CUBA-DELTA strain were sent to the Liverpool School of Tropical Medicine, UK and the mosquitoes were reared under standard laboratory conditions (26°C, 80% RH) and a 12∶12 hours light∶dark cycle.
Detection of target site mutations
The prevalence of the 1016I and 1534C kdr mutations in the CAYMAN strain has been reported previously. For the CUBA-DELTA strain, 38 mosquitoes were genotyped for the 1534C mutation using the tetraplex assay described in  and for the 1016I mutation using the hot oligonucleotide ligation assay (HOLA) .
RNA extractions and labeling of cRNA
For each strain, total RNA was extracted from three pools of 30, three day old, non blood-fed females using Pico Pure™ RNA Isolation Kit (Applied biosystems, Foster city, CA, USA). The strains were reared in parallel to minimize variation resulting from breeding conditions. Each biological replicate consisted of mosquitoes from distinct generations to control for stochastic variations. The quality and concentration of RNA was assessed using a 2100 Bioanalyzer (Agilent technologies, Santa Clara, CA, USA). Then, 100 ng of total RNA were used for RNA amplification and labeled with Cy-3 and Cy-5 fluorescent dyes using the Two Colors Low Input Quick Amp Labeling Kit (Agilent technologies) according to manufacturer's instructions. Labeled cRNAs were purified with the Qiagen RNeasy spin columns (Qiagen, Hilden, Germany). Quantification and quality assessment of labeled cRNA were performed with the Nanodrop ND-1000 (Thermo Scientific, DE, USA) and the Agilent 2100 Bioanalyser (Agilent Technologies). Purified labeled cRNAs were stored at −80°C until microarray hybridizations.
Hybridizations, data acquisition and statistical analysis
Hybridizations were made to the ‘Liverpool Aedes aegypti Agilent 8×15K v1’ microarray (A-MEXP-1966) designed by the Liverpool School of Tropical Medicine. Each array contains 60mer oligo-probes representing >14320 Aedes aegypti transcripts (93% of the putative gene count, 79% of putative transcripts –the lower coverage of transcripts is a consequence of the multiple putative transcripts for some genes). Labeled cRNA from CAYMAN and CUBA-DELTA were co-hybridized with age-matched NO samples, in direct pairwise comparisons. For two out of the three biological replicates, dye swaps were performed making a total of five hybridisations per comparison. Labeled targets were hybridized to the array for 17 h at 65°C and 10 rpm rotation and then washed according to Agilent protocol. Slides were scanned on Agilent G2565AA/G2565BA Microarray Scanner System using Agilent Feature extraction software (Agilent technologies). Genespring GX 11.1 software (Agilent technologies) was used for normalization and statistical analysis. To account for multiple testing , p-values were adjusted adopting the approach of Benjamini and Honchberg  to control for the false positives. Transcripts showing an absolute fold change >2-fold in either direction and a t-test P-value lower than P<0.01 after multiple testing correction were considered as significant. Descriptions and GO-terms of transcript-IDs were extracted from VectorBase  using BIOMART  and completed with Blast2GO software (BioBam Bioinformatics S.L. (Valencia, Spain)) . GO term Enrichment analysis was performed on the significantly up-regulated genes (72% of transcripts present on microarray have GO-terms) using Blast2GO software with Fisher's exact test and false discovery rate (FDR)<0.05.
Quantitative Real-time PCR
Selected microarray data were validated using quantitative reverse transcription PCR (qRT-PCR). Primers were designed using the Oligo7 Primer Analysis Software (Molecular Biology Insights,Cascade, CO, USA) based on cDNA sequences retrieved from VectorBase. An aliquot of 4 µg total RNA from each of the three biological replicates, for each strain, served as a template for cDNA synthesis with Superscript III (Invitrogen, Carlsbad, CA, USA) using oligo-dT20, according to the manufacturer's instructions. The resulting cDNAs were diluted 20 times in ultra-high quality water for qRT-PCR reactions using a MiniOpticon System (Biorad, Hercules, CA, USA). PCR reactions of 25 µl contained Fast Start SYBR Green Master Mix (Roche, Penzberg, Germany), 0.3 µM of each primer (Table 1) and 5 µl of diluted cDNA. Melt curve analysis was performed to test the specificity of amplicons. A serial dilution of cDNA was used to generate standard curves for each gene in order to assess PCR efficiency and quantitative differences among samples. Primer sequences are provided in Table S1. The fold-change of each target gene, normalized to the 60S ribosomal protein L8 (AAEL000987) and 40S ribosomal protein S7 (AAEL009496), and relative to NO, was calculated according to the 2−ΔΔCT method incorporating PCR efficiency . In most cases, two independent primer sets were used for each gene (Table S1).
Gene copy number analysis
Genomic DNA (gDNA) from three batches of ten adult mosquitoes from each strain was extracted using DNAzol (Invitrogen) according to the manufacturer's instructions. DNA quality and quantity was assessed by Nanodrop ND-1000 spectrophotometry and by running an aliquot on a 1.5% agarose gel. Quantitative PCR reactions were performed as described above on the same genes chosen for transcript analysis. The PCR efficiency for target and control genes (RPS7 and RPL8) was calculated from standard curves generated from a pool of gDNA for all three strains. 150–200 ng of gDNA was used as template and primer concentrations were between 100–300 nM for all genes. Primer sequences are provided in Table S1. The relative copy number fold-change was calculated using the 2−ΔΔCt method .
Two target site mutations, both previously associated with pyrethroid resistance in Ae. aegypti, are present at high frequencies in the two resistant strains from the Caribbean. In the CAYMAN strain, kdr frequencies of 0.79 for the 1016I allele, and 0.68 for the 1534C allele have been reported previously . In the current study, 38 individuals from the CUBA-DELTA strain were genotyped and the frequency of the resistant alleles were 0.51 (1016I) and 0.88 (1534C).
Microarray quality assessment and overall analysis
Differences in gene expression in whole adult female mosquitoes of the pyrethroid-resistant strains from CUBA-DELTA and CAYMAN and the NO susceptible strain were assessed using a 15K Ae. aegypti microarray platform. The data have been deposited in ArrayExpress (accession number E-MTAB-868). Using an arbitrary cut off of fold change >2-fold in either direction and a t-test P-value lower than P<0.01 after multiple testing correction, 981 transcripts (5.4%) were differentially transcribed between CAYMAN and NO (410 up regulated and 566 down regulated) and 414 genes (2.2%) were differentially transcribed between the CUBA-DELTA and NO strains (213 up regulated and 201 down regulated) (Figure 1). Of the 516 up-regulated genes, 107 (20.7%) were over expressed in both resistant populations. In the down regulated subset, 99 of 668 (14.8%) genes were under expressed in both CAYMAN and CUBA-DELTA populations relative to NO. Five genes showed opposing patterns of gene expression between the two comparisons (Table S2).
The Venn diagram shows the number of genes found significantly (P value<0.01) over- or under-transcribed (>2 fold in either direction) in one or both resistant strains compared to the susceptible New Orleans strain. Upward arrows indicate over- transcribed in resistant strains, downward represent under-transcribed.
The predicted functions of the genes differentially expressed in both populations were identified by BLAST2GO. More than 43% of the differentially expressed genes in the Cuba vs New Orleans comparison are annotated as ‘conserved hypothetical proteins’ in Vectorbase and 49% for Cayman vs New Orleans. These are listed in tables S2 to S4 but are not discussed further in this manuscript.
For further analysis we focused primarily on the subset of genes that were differentially expressed in both populations (Table 2), although other genes of interest are also discussed.
Genes differentially expressed in both populations
Enrichment analysis was used to identify particular GO terms that were over represented in the subset of transcripts up regulated in both resistant populations. Thirteen GO terms were significantly over represented in the up-regulated subset (Figure 2). However, after Benjamini and Hochberg multiple testing correction (Pval<0.05) only the GO term designating moooxygenase activity was significantly differentially represented.
The analysis was performed on the significantly up-regulated genes found in CAYMAN and CUBA-DELTA compared to NO. The BLAST2GO software was used for the annotation, mapping and enrichment analysis. The figure represents all the significant GO-term categories found significantly enriched compared to the reference set (all transcripts present on the microarray) after a Fisher's exact test and Benjamini and Hochberg multiple testing correction (Pval<0.05). The test set percentage indicates the percentage of up regulated genes belonging to a GO term category compared to all up-regulated genes used in the GO-term analysis while the reference set percentage indicates the percentage of a particular GO-term category compared to all genes with GO-terms on the microarray.
This initial screening via GO terms was followed up with a manual examination of the putative functions of each of the 107 transcripts up-regulated and 99- down regulated in each population. This gene set, ranked by fold change in the CAYMAN population, is listed in Table S2. Genes with putative detoxification functions are listed in Table 1. Detoxification genes comprised 15.8% of the commonly up-regulated subset but were not represented at all in the down –regulated subset of the commonly expressed genes. Several additional detoxification genes were found up-regulated in either the Cayman or Cuba strains (Table 1).
A total of 18 and 13 CYPs are over expressed >2-fold in the CUBA-DELTA strain and CAYMAN strain relative to the susceptible NO population respectively (Table 1). Seven of these CYPs were up-regulated in both strains: CYP6BB2, CYP9J9, CYP9J10, CYP9J26, CYP9J27, CYP9J28 and CYP329B1. Three P450s were down regulated in the CAYMAN strain and two in the CUBA-DELTA strain but none of these are common to both strains. Twelve of the 24 up-regulated CYPs (and five of the seven up-regulated in both strains) belong to the CYP9J family.
Further genes with roles in oxidative metabolism of xenobiotics were amongst the subset of genes over expressed in both resistant populations. This included a dimethylanaline monooxygenase (AAEL00834), a member of the cytochrome b561 family (AAEL012836) and subunit 4 of NADH dehydrogenase (AAEL009076). Other detoxification genes included the glutathione transferase, GSTe4 (AAEL007962), and two glucosyl glucornosyl transferases (AAEL003099 and AAEL014246) (Table 1).
Seven P450s (plus an ABC gene described below) were selected to validate the microarray results by qPCR. These included six out of the seven P450s over expressed in both strains and an additional P450 that is only over expressed in the CAYMAN strain, CYP9J19. In general there is good agreement between the qPCR and microarray data (Table S5) with the exception of the CYP6BB2 gene, (AAEL014893). The high level of over expression of this gene observed in the microarray could not be confirmed by qPCR using two alternative primer sets. However, the qPCR confirmation of over expression of the CYP9J genes adds further support for these enzymes playing a role in resistance to pyrethroids in these Caribbean populations.
Other genes of interest
An ABC transporter gene, AAEL006717, was expressed at approximately 5-fold and 2-fold higher levels in the pyrethroid resistant populations from Cayman and Cuba respectively, relative to the susceptible NO strain. This gene is potentially of interest because elevated ABC transporters have been linked to insecticide resistance in several species , , ,  although the physiological mechanism by which these transporter proteins act to reduce insecticide susceptibility is unknown. The over expression of AAEL006717, which is an orthologue of the An. gambiae ABCB4 gene,  was confirmed by qPCR for the CAYMAN strain but not attempted in the Cuban population (Figure 3 Table S5).
Relative-fold change in transcript and gene copy number normalised to two ribosomal genes was compared between the resistant CAYMAN (A) and CUBA-DELTA (B) strains against the NEW ORLEANS susceptible strain. Transcript levels are shown by the white columns and gene copy numbers by the grey columns. Error bars represent 95% confidence intervals.
In the CAYMAN strain, 8 transcripts for odorant binding proteins (OBPs) were up-regulated. Furthermore, when the CAYMAN population was analysed alone, the GO term ‘odorant binding’ was the most differentially represented term in the up-regulated set of transcripts (Figure 2). OBPs facilitate the passage of semio-chemicals across the antennae, and other sensory appendages, to the olfactory neurones. To date, no specific role for OBPs in insecticide resistance has been demonstrated but this is not the first time that OBPs have been identified as being over expressed in insecticide resistant populations. A study of bendiocarb resistance in Anopheles identified an OBP gene that was overexpressed in Ghanaian resistant populations (S Mitchell, unpublished data).
Gene amplification associated with elevated levels of ABC transporter and P450 transcripts
Quantitative PCR was used to compare gene copy number between the two resistant and the susceptible Ae. aegypti strains. Using the same cut off of >2 fold change in expression, gene amplification was observed for two genes, CYP9J26 and the ABC transporter, ABCB4 (AAEL006717). The copy number of CYP9J26, measured using two different primer pairs, was between 6.5 and 8.1-fold higher in the resistant CUBA and CAYMAN strains respectively compared with New Orleans (Figure 3). Similarly, the ABCB4 gene was amplified approximately 7-fold in the Cayman strain relative to the New Orleans (Figure 3).
Pyrethroid resistance is widely distributed in Ae. aegypti throughout its range but relatively little is known about the mechanisms responsible for this resistance. Target site resistance is present in both the Cuban and Cayman populations although neither of the two mutations, 1016I or 1534C, were fixed in either population, despite several rounds of laboratory selection with deltamethrin in the Cuban strain. Interestingly the 1534C mutation has recently been shown to confer a selective advantage against type I pyrethroids but not affect the sensitivity to type II pyrethroids such as deltamethrin . As far as we are aware, electrophysiological experiments have not been performed to examine the impact of the V1016I substitution. Thus, target site resistance may be partially responsible for the high levels of deltamethrin resistance in both these populations but it is likely that other mechanisms are involved.
In this study, a microarray containing probes for the vast majority of annotated genes in the Ae. aegypti genome was used to compare gene expression in the two Caribbean populations with a standard lab susceptible strain. A potential limitation of this approach is the use of a single laboratory susceptible strain that originated from the United States. Ideally, a range of susceptible strains including wild populations from similar genetic regions would be included in the study. Unfortunately, such strains are becoming increasingly difficult to find. The differential gene expression observed may be partially attributed to the different genetic background of the strains although, encouragingly, earlier experiments have shown no significant difference in expression of detoxification genes between New Orleans and another well established laboratory susceptible strain, Rockefeller . In light of this potential criticism, the analysis focused primarily on genes that were up-regulated in both resistant populations. Interestingly, a smaller number of genes were found differentially transcribed in the Cuban strain, which had been subject to extensive laboratory selection, than the Cayman strain, which was resistant upon colonization. By using GO term enrichment analysis, the functions or processes that were enriched in the subsets of genes up or down regulated in the pyrethroid resistant populations were identified. Only one GO term was significantly enriched in this analysis. Eleven transcripts with the GO term GO:0004497, monooxygenase activity, were found amongst the subset over expressed in both insecticide resistant populations. This supports the well documented role of cytochrome P450s in conferring pyrethroid resistance .
Aedes aegypti has an extensive repertoire of between 160 and 180 CYP genes . The uncertainty over the exact gene count is partly due to the fragmented nature of the Ae. aegypti genome assembly; several supercontigs containing clusters of P450s most likely represent alternative haplotypes. P450s contained within these putative duplicate clusters have been assigned independent accession numbers in VectorBase but named as allelic variants of the same P450 by the P450 nomenclature committee (designated v1 or v2). This issue is discussed further in the supplementary material of Strode et al (2008) . For ease of discussion, in the current manuscript, official P450 nomenclature has been used to discuss the P450 family and the v1/v2 nomenclature omitted. However, the finding that two variants of the same gene frequently show similar fold changes in expression, adds confidence to the analysis as the probes were not designed to be able to distinguish allelic variants.
Seven cytochrome P450 genes were up-regulated in both resistant populations. This included two genes in the CYP6 clade, CYP6BB2 and CYP329B1, but neither was confirmed by qPCR. The five remaining P450 genes belonged to the CYP9J family. Four of these have been found to be up-regulated in resistant strains from other geographical localities. CYP9J9 and CYP9J10 were found over expressed in Thai and Latin American populations of Ae. aegypti. CYP9J28 is over expressed in pyrethroid resistant populations from Peru and Mexico , , and has also been shown to be over expressed in pyrethroid resistant Ae. aegypti from Vietnam (Warr and Ranson, unpublished data). CYP9J27 is over expressed in Thailand  and is also one of the candidates emerging from the Vietnam study. Other CYP9J genes have also been implicated in resistance (Figure 4). In fact, in total, ten CYP9J genes have been found over expressed in at least two pyrethroid resistant populations. Four of these, CYP9J24, 26, 28 and 32, have now been biochemically characterized  and have all been shown to metabolize pyrethroids (a single CYP6, CYP6CB1 was also expressed but had no activity against this insecticide class).
Nodes with >70% bootstrap support (500 pseudoreplicates) are indicated. Sequences in blue are up-regulated in both CUBA-DELTA and CAYMAN strains from the current study. Sequences underlined are over expressed in ≥2 populations versus laboratory susceptible strains from previously published studies (see text for further details). Sequences marked with * have proven ability to metabolise pyrethroids (Stevenson et al, submitted).
Aside from the CYP9s, the only additional clade of Ae. aegypti P450s that is found repeatedly over expressed in resistant strains is the CYP6Z subfamily. Genes CYP6Z6, Z8 and Z9 have been found over expressed in multiple populations from southeast Asia, Latin America and Caribbean , ,  and CYP6Z8 and Z9 were over expressed in Cuba and Cayman populations respectively in the current study.
The CYP9 family in Ae. aegypti is greatly expanded compared to other insect species with over three times as many members as found in An gambiae and nearly six times as many as in D. melanogaster , . The degree of genetic redundancy in the P450 family of Ae. aegypti makes it unlikely that a single gene responsible for pyrethroid resistance in all strains will be detected, particularly if resistance is emerging independently in different populations. However, the identification of a small subset of genes, consistently over expressed in resistant populations does suggest it should be possible to develop specific inhibitors of these metabolic pathways that could be used as insecticide synergists.
Gene amplification was associated with the over expression of one of the P450 genes, CYP9J26, in both strains, with approximately 7 –fold increase in copy number compared to the susceptible strain. Increased gene copy numbers have been associated with P450 mediated resistance in An. funestus, D. melanogaster and Myzus persicae , , . The increased transcript levels of the other CYP9 genes were not associated with an increase in gene copy number although copy number polymorphisms appear to be common in the P450 family in Ae. aegypti (Strode et al, 2008). CYP9J26, 27 and 28 are arranged sequentially in the Ae. aegypti genome within a large cluster of CYP9 genes on supercontig 1.1188. It is not yet known if the CYP926 duplications are found in tandem. Multiple copies of the ABC transporter were also present in the Cayman resistant population. Gene amplification is being increasingly recognized as an important mechanism conferring metabolic resistance to insecticides with examples reported in all the major families of detoxification enzymes from several insect species .
Resistance to pyrethroid insecticides is now widely established in Ae aegypti populations throughout its distribution . Elucidating the mechanisms responsible for this resistance will facilitate resistance monitoring and pave the way for the development of effective resistance reversal approaches. The microarray approach used in this study is not itself a field applicable screening approach. However, using this tool to analyse additional pyrethroid resistant populations will help define a subset of genes that are responsible for pyrethroid resistance. As discussed above, although it is unlikely that a single diagnostic mutation will be detected, the identification of a panel of candidate resistance associated genes is an important prerequisite for developing simple, molecular diagnostics that are urgently needed by dengue control programmes. Given the key role that pyrethroids play in controlling this disease vector, and the lack of affordable, acceptable alternative insecticides, it is imperative that efforts are made to monitor for resistance and reduce the impact that this resistance may impose on vector control interventions.
Primer sequences used for quantitative PCR.
List of genes differentially expressed in both the CAYMAN and CUBA-DELTA strain compared to New Orleans.
List of genes differentially expressed in the CAYMAN strain compared to New Orleans.
List of genes differentially expressed in the CUBA-DELTA strain compared to New Orleans.
Differential expression of genes determined in quantitative PCR experiments. Data analysis was performed according to the ΔΔCT method taking into account PCR efficiency  and normalized with two control genes 60S ribosomal protein L8 (AAEL000987) and the 40S ribosomal protein S7 (AAEL009496). Each experiment was analyzed separately. Results were expressed as mean transcription ratios ± SD (n = 3).
The Cuban strain Delta San-12 was kindly provided by Dr Juan Bisset and Dr Magdelena Rodriguez, Institute of Tropical Medicine, ‘Pedro Kouri’, Havana, Cuba. The Cayman population was provided by Dr Angela Harris, Mosquito Control Research Unit, Grand Cayman. The Liverpool Aedes aegypti Agilent 8×15K v1 bused in this work was designed by Dr Clare Strode.
Conceived and designed the experiments: JV HR. Performed the experiments: VB CMJ. Analyzed the data: VB CMJ RP. Contributed reagents/materials/analysis tools: RP. Wrote the paper: HR VB.
- 1. Brown AWA (1986) Insecticide Resistance in Mosquitos - a Pragmatic Review. Journal of the American Mosquito Control Association 2: 123–140.AWA Brown1986Insecticide Resistance in Mosquitos - a Pragmatic Review.Journal of the American Mosquito Control Association2123140
- 2. Ranson H, Burhani J, Lumjuan N, Black WC IV (2010) Insecticide resistance in dengue vectors. 0-0 p.H. RansonJ. BurhaniN. LumjuanWC Black IV2010Insecticide resistance in dengue vectors.TropIKAnet [online] vol. 1. 0-0 TropIKAnet [online] vol. 1.
- 3. Bisset JA, Rodriguez MM, Ricardo Y, Ranson H, Perez O, et al. (2011) Temephos resistance and esterase activity in the mosquito Aedes aegypti in Havana, Cuba increased dramatically between 2006 and 2008. Med Vet Entomol. JA BissetMM RodriguezY. RicardoH. RansonO. Perez2011Temephos resistance and esterase activity in the mosquito Aedes aegypti in Havana, Cuba increased dramatically between 2006 and 2008.Med Vet Entomol
- 4. Marcombe S, Darriet F, Agnew P, Etienne M, Yp-Tcha MM, et al. (2011) Field efficacy of new larvicide products for control of multi-resistant Aedes aegypti populations in Martinique (French West Indies). Am J Trop Med Hyg 84: 118–126.S. MarcombeF. DarrietP. AgnewM. EtienneMM Yp-Tcha2011Field efficacy of new larvicide products for control of multi-resistant Aedes aegypti populations in Martinique (French West Indies).Am J Trop Med Hyg84118126
- 5. Kroeger A, Lenhart A, Ochoa M, Villegas E, Levy M, et al. (2006) Effective control of dengue vectors with curtains and water container covers treated with insecticide in Mexico and Venezuela: cluster randomised trials. British Medical Journal 332: 1247–1250A.A. KroegerA. LenhartM. OchoaE. VillegasM. Levy2006Effective control of dengue vectors with curtains and water container covers treated with insecticide in Mexico and Venezuela: cluster randomised trials.British Medical Journal33212471250A
- 6. Hemingway J, Hawkes NJ, McCarroll L, Ranson H (2004) The molecular basis of insecticide resistance in mosquitoes. Insect Biochem Mol Biol 34: 653–665.J. HemingwayNJ HawkesL. McCarrollH. Ranson2004The molecular basis of insecticide resistance in mosquitoes.Insect Biochem Mol Biol34653665
- 7. Davies TG, Field LM, Usherwood PN, Williamson MS (2007) A comparative study of voltage-gated sodium channels in the Insecta: implications for pyrethroid resistance in Anopheline and other Neopteran species. Insect Mol Biol 16: 361–375.TG DaviesLM FieldPN UsherwoodMS Williamson2007A comparative study of voltage-gated sodium channels in the Insecta: implications for pyrethroid resistance in Anopheline and other Neopteran species.Insect Mol Biol16361375
- 8. O'Reilly AO, Khambay BP, Williamson MS, Field LM, Wallace BA, et al. (2006) Modelling insecticide-binding sites in the voltage-gated sodium channel. Biochem J 396: 255–263.AO O'ReillyBP KhambayMS WilliamsonLM FieldBA Wallace2006Modelling insecticide-binding sites in the voltage-gated sodium channel.Biochem J396255263
- 9. Harris AF, Rajatileka S, Ranson H (2010) Pyrethroid resistance in Aedes aegypti from Grand Cayman. Am J Trop Med Hyg 83: 277–284.AF HarrisS. RajatilekaH. Ranson2010Pyrethroid resistance in Aedes aegypti from Grand Cayman.Am J Trop Med Hyg83277284
- 10. Martins AJ, Lima JB, Peixoto AA, Valle D (2009) Frequency of Val1016Ile mutation in the voltage-gated sodium channel gene of Aedes aegypti Brazilian populations. Trop Med Int Health 14: 1351–1355.AJ MartinsJB LimaAA PeixotoD. Valle2009Frequency of Val1016Ile mutation in the voltage-gated sodium channel gene of Aedes aegypti Brazilian populations.Trop Med Int Health1413511355
- 11. Rajatileka S, Black WC, Saavedra-Rodriguez K, Trongtokit Y, Apiwathnasorn C, et al. (2008) Development and application of a simple colorimetric assay reveals widespread distribution of sodium channel mutations in Thai populations of Aedes aegypti. Acta Trop 108: 54–57.S. RajatilekaWC BlackK. Saavedra-RodriguezY. TrongtokitC. Apiwathnasorn2008Development and application of a simple colorimetric assay reveals widespread distribution of sodium channel mutations in Thai populations of Aedes aegypti.Acta Trop1085457
- 12. Saavedra-Rodriguez K, Urdaneta-Marquez L, Rajatileka S, Moulton M, Flores AE, et al. (2007) A mutation in the voltage-gated sodium channel gene associated with pyrethroid resistance in Latin American Aedes aegypti. Insect Mol Biol 16: 785–798.K. Saavedra-RodriguezL. Urdaneta-MarquezS. RajatilekaM. MoultonAE Flores2007A mutation in the voltage-gated sodium channel gene associated with pyrethroid resistance in Latin American Aedes aegypti.Insect Mol Biol16785798
- 13. Rodriguez MM, Bisset JA, De Armas Y, Ramos F (2005) Pyrethroid insecticide-resistant strain of Aedes aegypti from Cuba induced by deltamethrin selection. J Am Mosq Control Assoc 21: 437–445.MM RodriguezJA BissetY. De ArmasF. Ramos2005Pyrethroid insecticide-resistant strain of Aedes aegypti from Cuba induced by deltamethrin selection.J Am Mosq Control Assoc21437445
- 14. Benjamini Y, Hochberg Y (1995) Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing. Journal of the Royal Statistical Society Series B (Methodological) 57: 289–300.Y. BenjaminiY. Hochberg1995Controlling the False Discovery Rate: A Practical and Powerful Approach to Multiple Testing.Journal of the Royal Statistical Society Series B (Methodological)57289300
- 15. Lawson D, Arensburger P, Atkinson P, Besansky NJ, Bruggner RV, et al. (2009) VectorBase: a data resource for invertebrate vector genomics. Nucleic Acids Res 37: D583–587.D. LawsonP. ArensburgerP. AtkinsonNJ BesanskyRV Bruggner2009VectorBase: a data resource for invertebrate vector genomics.Nucleic Acids Res37D583587
- 16. Haider S, Ballester B, Smedley D, Zhang J, Rice P, et al. (2009) BioMart Central Portal–unified access to biological data. Nucleic Acids Res 37: W23–27.S. HaiderB. BallesterD. SmedleyJ. ZhangP. Rice2009BioMart Central Portal–unified access to biological data.Nucleic Acids Res37W2327
- 17. Conesa A, Gotz S, Garcia-Gomez JM, Terol J, Talon M, et al. (2005) Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research. Bioinformatics 21: 3674–3676.A. ConesaS. GotzJM Garcia-GomezJ. TerolM. Talon2005Blast2GO: a universal tool for annotation, visualization and analysis in functional genomics research.Bioinformatics2136743676
- 18. Schmittgen TD, Livak KJ (2008) Analyzing real-time PCR data by the comparative C-T method. Nature Protocols 3: 1101–1108.TD SchmittgenKJ Livak2008Analyzing real-time PCR data by the comparative C-T method.Nature Protocols311011108
- 19. Strode C, Wondji CS, David JP, Hawkes NJ, Lumjuan N, et al. (2008) Genomic analysis of detoxification genes in the mosquito Aedes aegypti. Insect Biochemistry and Molecular Biology 38: 113–123.C. StrodeCS WondjiJP DavidNJ HawkesN. Lumjuan2008Genomic analysis of detoxification genes in the mosquito Aedes aegypti.Insect Biochemistry and Molecular Biology38113123
- 20. Aurade RM, Jayalakshmi SK, Sreeramulu K (2010) P-glycoprotein ATPase from the resistant pest, Helicoverpa armigera: purification, characterization and effect of various insecticides on its transport function. Biochim Biophys Acta 1798: 1135–1143.RM AuradeSK JayalakshmiK. Sreeramulu2010P-glycoprotein ATPase from the resistant pest, Helicoverpa armigera: purification, characterization and effect of various insecticides on its transport function.Biochim Biophys Acta179811351143
- 21. Porretta D, Gargani M, Bellini R, Medici A, Punelli F, et al. (2008) Defence mechanisms against insecticides temephos and diflubenzuron in the mosquito Aedes caspius: the P-glycoprotein efflux pumps. Med Vet Entomol 22: 48–54.D. PorrettaM. GarganiR. BelliniA. MediciF. Punelli2008Defence mechanisms against insecticides temephos and diflubenzuron in the mosquito Aedes caspius: the P-glycoprotein efflux pumps.Med Vet Entomol224854
- 22. Gahan LJ, Pauchet Y, Vogel H, Heckel DG (2010) An ABC transporter mutation is correlated with insect resistance to Bacillus thuringiensis Cry1Ac toxin. PLoS Genet 6: e1001248.LJ GahanY. PauchetH. VogelDG Heckel2010An ABC transporter mutation is correlated with insect resistance to Bacillus thuringiensis Cry1Ac toxin.PLoS Genet6e1001248
- 23. Buss DS, McCaffery AR, Callaghan A (2002) Evidence for p-glycoprotein modification of insecticide toxicity in mosquitoes of the Culex pipiens complex. Med Vet Entomol 16: 218–222.DS BussAR McCafferyA. Callaghan2002Evidence for p-glycoprotein modification of insecticide toxicity in mosquitoes of the Culex pipiens complex.Med Vet Entomol16218222
- 24. Roth CW, Holm I, Graille M, Dehoux P, Rzhetsky A, et al. (2003) Identification of the Anopheles gambiae ATP-binding cassette transporter superfamily genes. Mol Cells 15: 150–158.CW RothI. HolmM. GrailleP. DehouxA. Rzhetsky2003Identification of the Anopheles gambiae ATP-binding cassette transporter superfamily genes.Mol Cells15150158
- 25. Hu ZN, Du YZ, Nomura Y, Dong K (2011) A sodium channel mutation identified in Aedes aegypti selectively reduces cockroach sodium channel sensitivity to type I, but not type II pyrethroids. Insect Biochemistry and Molecular Biology 41: 9–13.ZN HuYZ DuY. NomuraK. Dong2011A sodium channel mutation identified in Aedes aegypti selectively reduces cockroach sodium channel sensitivity to type I, but not type II pyrethroids.Insect Biochemistry and Molecular Biology41913
- 26. Feyereisen R (2011) Insect CYP Genes and P450 enzymes. In: Gilbert LI, editor. Insect Molecular Biology and Biochemistry (pp236–316). Oxford, UK: Elsevier. R. Feyereisen2011Insect CYP Genes and P450 enzymes.LI GilbertInsect Molecular Biology and Biochemistry (pp236–316)Oxford, UKElsevier
- 27. Saavedra-Rodriguez K, Suarez AF, Salas IF, Strode C, Ranson H, et al. (2011) Transcription of detoxification genes after permethrin selection in the mosquito Aedes aegypti. Insect Molecular Biology. K. Saavedra-RodriguezAF SuarezIF SalasC. StrodeH. Ranson2011Transcription of detoxification genes after permethrin selection in the mosquito Aedes aegypti.Insect Molecular Biology
- 28. Stevenson BJ, Pignatelli P, Nikou D, Paine MJI (2012) Pinpointing P450s Associated with Pyrethroid Metabolism in the Dengue Vector, Aedes aegypti: Developing New Tools to Combat Insecticide Resistance. PLoS Negl Trop Dis 6: e1595.BJ StevensonP. PignatelliD. NikouMJI Paine2012Pinpointing P450s Associated with Pyrethroid Metabolism in the Dengue Vector, Aedes aegypti: Developing New Tools to Combat Insecticide Resistance.PLoS Negl Trop Dis6e1595
- 29. Marcombe S, Poupardin R, Darriet F, Reynaud S, Bonnet J, et al. (2009) Exploring the molecular basis of insecticide resistance in the dengue vector Aedes aegypti: a case study in Martinique Island (French West Indies). Bmc Genomics 10: S. MarcombeR. PoupardinF. DarrietS. ReynaudJ. Bonnet2009Exploring the molecular basis of insecticide resistance in the dengue vector Aedes aegypti: a case study in Martinique Island (French West Indies).Bmc Genomics10
- 30. Waterhouse RM, Wyder S, Zdobnov EM (2008) The Aedes aegypti genome: a comparative perspective. Insect Molecular Biology 17: 1–8.RM WaterhouseS. WyderEM Zdobnov2008The Aedes aegypti genome: a comparative perspective.Insect Molecular Biology1718
- 31. Puinean AM, Foster SP, Oliphant L, Denholm I, Field LM, et al. (2010) Amplification of a cytochrome P450 gene is associated with resistance to neonicotinoid insecticides in the aphid Myzus persicae. PLoS Genet 6: e1000999.AM PuineanSP FosterL. OliphantI. DenholmLM Field2010Amplification of a cytochrome P450 gene is associated with resistance to neonicotinoid insecticides in the aphid Myzus persicae.PLoS Genet6e1000999
- 32. Wondji CS, Irving H, Morgan J, Lobo NF, Collins FH, et al. (2009) Two duplicated P450 genes are associated with pyrethroid resistance in Anopheles funestus, a major malaria vector. Genome Res 19: 452–459.CS WondjiH. IrvingJ. MorganNF LoboFH Collins2009Two duplicated P450 genes are associated with pyrethroid resistance in Anopheles funestus, a major malaria vector.Genome Res19452459
- 33. Schmidt JM, Good RT, Appleton B, Sherrard J, Raymant GC, et al. (2010) Copy number variation and transposable elements feature in recent, ongoing adaptation at the Cyp6g1 locus. PLoS Genet 6: e1000998.JM SchmidtRT GoodB. AppletonJ. SherrardGC Raymant2010Copy number variation and transposable elements feature in recent, ongoing adaptation at the Cyp6g1 locus.PLoS Genet6e1000998
- 34. Bass C, Field LM (2011) Gene amplification and insecticide resistance. Pest Management Science 67: 886–890.C. BassLM Field2011Gene amplification and insecticide resistance.Pest Management Science67886890
- 35. Pfaffl MW, Horgan GW, Dempfle L (2002) Relative expression software tool (REST) for group-wise comparison and statistical analysis of relative expression results in real-time PCR. Nucleic Acids Res 30: e36.MW PfafflGW HorganL. Dempfle2002Relative expression software tool (REST) for group-wise comparison and statistical analysis of relative expression results in real-time PCR.Nucleic Acids Res30e36