Dengue is currently the most important arthropod-borne viral disease of humans. Recent work has shown dengue virus displays limited replication in its primary vector, the mosquito Aedes aegypti, when the insect harbors the endosymbiotic bacterium Wolbachia pipientis. Wolbachia-mediated inhibition of virus replication may lead to novel methods of arboviral control, yet the functional and cellular mechanisms that underpin it are unknown.
Using paired Wolbachia-infected and uninfected Aedes-derived cell lines and dengue virus, we confirm the phenomenon of viral inhibition at the cellular level. Although Wolbachia imposes a fitness cost to cells via reduced proliferation, it also provides a significant degree of protection from virus-induced mortality. The extent of viral inhibition is related to the density of Wolbachia per cell, with highly infected cell lines showing almost complete protection from dengue infection and dramatically reduced virus titers compared to lines not infected with the bacteria.
We have shown that cells infected with Wolbachia display inhibition of dengue virus replication, that the extent of inhibition is related to bacterial density and that Wolbachia infection, although costly, will provide a fitness benefit in some circumstances. Our results parallel findings in mosquitoes and flies, indicating that cell line models will provide useful and experimentally tractable models to study the mechanisms underlying Wolbachia-mediated protection from viruses.
Citation: Frentiu FD, Robinson J, Young PR, McGraw EA, O'Neill SL (2010) Wolbachia-Mediated Resistance to Dengue Virus Infection and Death at the Cellular Level. PLoS ONE 5(10): e13398. https://doi.org/10.1371/journal.pone.0013398
Editor: Lark L. Coffey, Institut Pasteur, France
Received: June 24, 2010; Accepted: September 10, 2010; Published: October 15, 2010
Copyright: © 2010 Frentiu 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: This research was supported by grants from the Foundation for the National Institutes of Health through the Grand Challenges in Global Health Initiative of the Bill and Melinda Gates Foundation and the National Health and Medical Research Council of Australia. 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.
Dengue is the most important arthropod-borne viral disease currently affecting human populations. The severity and frequency of dengue outbreaks is rapidly increasing across the world and the geographic range of the virus is expanding from the tropics into more temperate areas , , . Dengue fever and its often lethal complication, dengue hemorrhagic fever, have become the leading arboviral causes of illness and death in recent years , . Dengue virus (DENV) is transmitted to humans by Aedes mosquitoes, with the most important vectors being Aedes aegypti and, to a lesser extent, Aedes albopictus. The absence of either a vaccine or therapeutic strategies against all four DENV (DENV 1–4) serotypes has reinforced the need for improved approaches to control vector populations.
Infection of mosquitoes with the maternally inherited bacterial endosymbiont Wolbachia pipientis has been proposed as a novel strategy to modify mosquito populations and their subsequent ability to transmit pathogens . Wolbachia infection of mosquitoes may reduce transmission of DENV in several ways. Aedes aegypti females infected with the wMelPop-CLA strain of Wolbachia have dramatically reduced life spans . Eliminating older mosquitoes in a population may break the transmission cycle of DENV since the virus requires 7–14 days to complete its extrinsic incubation period in the vector, a period representing a substantial proportion of the mosquito lifespan . Importantly, Wolbachia infected mosquitoes also show reduced vector competence  and reduced replication of dengue virus , , Chikungunya virus , , Plasmodium  and filarial nematodes . More generally, Drosophila melanogaster flies infected with Wolbachia show significantly reduced replication of RNA viruses , , with this effect strongest in Wolbachia strains most closely related to the strain wMelPop .
Wolbachia-induced resistance to RNA virus infection in insects may provide us with a powerful way to control insect-transmitted diseases yet the cellular and molecular mechanisms that underpin resistance remain unknown. Wolbachia may induce priming of insect defense genes prior to virus infection , , , . A range of immune genes was found to be upregulated in wMelPop-CLA infected versus uninfected mosquitoes , , as well as in Aedes aegypti infected with a different Wolbachia strain, wAlbB . Alternatively, Wolbachia may directly interfere with virus replication at the cellular level and/or may directly or indirectly compete for host resources ,  since both bacteria and virus require the same environment (the cytoplasm) in which to replicate , , . Spatial exclusion of DENV from Wolbachia-infected tissue and cells has been shown via immunofluorescence microscopy of mosquito sections .
Understanding the mechanism of viral inhibition using whole organisms is complicated by Wolbachia density differences among various tissues ,  and the dynamic nature of these infections , . In addition, the insect host genetic background, age and environment also have a significant effect on Wolbachia infection levels , , . By contrast, cell line models circumvent many of these complications, as well as being more experimentally tractable. Examining the interaction between Wolbachia and DENV in mosquito cell lines will determine whether they provide good models for dissecting the mechanistic basis of viral inhibition.
Here, we explored the replication dynamics of the New Guinea C strain of DENV serotype 2 (DENV-2) in two sets of paired Wolbachia-infected and uninfected mosquito cell lines, RML12 and C6/36, both originally from Aedes albopictus. The C6/36 line was stably infected with the wMelPop-CLA strain, that had been previously adapted to RML12 cells over the course of more than 250 passages. Both cell lines displayed almost 100% infection with Wolbachia but they differed dramatically in the density of bacteria per cell. Although Wolbachia infection had a negative effect on cell proliferation, suggesting a heavy metabolic cost it also conferred a significant degree of protection against DENV-2 induced cytopathic effects. DENV-2 replication was dramatically reduced in both Wolbachia-infected lines compared to uninfected controls, with an almost complete absence of viral replication in the cell line most densely infected with Wolbachia.
Wolbachia infection and density in two insect cell lines
We used the Aedes albopictus  RML12 cell line previously infected with wMelPop-CLA  (here termed RML12.wMelPop-CLA; Figure 1A). A control Wolbachia uninfected RML12 line, named RML12.Tet, was obtained after three rounds of tetracycline treatment, as checked by fluorescent in situ hybridization (FISH) and PCR. The Ae. albopictus cell line C6/36, routinely used in DENV studies, was also infected with wMelPop-CLA purified from the RML12.wMelPop-CLA using a modified shell vial technique . By passage 6, 100% (±0% s.e.) of cells counted in the C6/36.wMelPop-CLA line, visualized using FISH, were infected with Wolbachia. Stable infection with wMelPop-CLA remained at 100% throughout the course of the experiments, as verified by FISH (Figure 1B). Wolbachia infection rates in the RML12.wMelPop-CLA line were determined to be 94.50% (±1.59% s.e.), based on counts of cells visualized using FISH.
Wolbachia bacteria are shown in red and cell nuclei are shown in blue (stained with DAPI). (C) Differences in the absolute density of Wolbachia per cell between the RML12.wMelPop-CLA and C6/36.wMelPop-CLA lines. Box and whisker plots display medians and 5 and 95 percentiles of five replicate pools of 2.5×105 cells/line (*** p<0.001 by t-test).
Next, we examined the density of Wolbachia per cell in the two infected cell lines by first examining the ratio of number of copies of the wsp (Wolbachia surface protein) gene relative to the mosquito reference gene RpS17  using quantitative PCR (qPCR). Because some cell lines have altered levels of ploidy  and it cannot be assumed that reference genes are represented by single copies, we also quantified the absolute number of copies of the wsp gene by qPCR . A significant difference in Wolbachia density between cell lines was found by examining the expression of the wsp gene relative to the expression of the mosquito housekeeping gene RpS17  (Wilcoxon rank sum test W = 25, p = 0.008). Quantification of the absolute, rather than relative, number of copies of the wsp gene also showed that the C6/36.wMelPop-CLA line had, on average, significantly more bacteria per cell than the RML12.wMelPop-CLA line (t = 11.5751, df = 8, p<0.001). The average density of Wolbachia per cell in the C6/36.wMelPop-CLA line was approximately three times higher than the density in the RML12.wMelPop-CLA line (Figure 1C).
Wolbachia-infected cells proliferate slowly but resist DENV-induced mortality
The wMelPop-CLA strain dramatically reduces mosquito fitness through reduction in lifespan  and impaired probing and feeding , . We investigated whether cells infected with wMelPop-CLA also displayed reduced fitness by assaying cell proliferation at 4 time points over the course of 8 days. Both Wolbachia-infected cell lines showed reduced cell proliferation compared to uninfected cell lines (Figure 2), although to differing extents. In the RML12.wMelPop-CLA cell line, cell proliferation was particularly low by day 2 (Figure 2A). However, by day 4 post-infection, RML12.wMelPop-CLA cells had recovered and closely followed the proliferation pattern of RML12.Tet cells. Cells from the C6/36.wMelPop-CLA line displayed a dramatically lower rate of proliferation compared to C6/36 cells at all four time points, suggesting a sustained metabolic cost to Wolbachia infection (Figure 2B).
Bars indicate means ± SEM of absorbance measurements from 8 replicate wells.
Next, we investigated the effect of Wolbachia infection on proliferation when cells were also infected with DENV-2. At days 6 and 8, RML12.Tet cells that are infected with DENV-2 proliferate far more slowly than RML12.wMelPop-CLA that are also infected with virus (Figure 2A). Two-way ANOVA results for each day indicated that dual infection with Wolbachia and DENV significantly impacted on cell proliferation only on days 6 and 8 (day 6: SS = 0.22, F1, 28 = 13.63, P = 0.001; day 8: SS = 0.48, F1, 28 = 10.86, P = 0.003). A more dramatic reduction in cell proliferation was found for the C6/36 cells infected with DENV-2 when compared to virus infected C6/36.wMelPop-CLA cells (Figure 2B). Interestingly, the degree of proliferation in the C6/36.wMelPop-CLA cells was the same regardless of whether they were infected with DENV-2 or not, suggesting virus infection had no effect on Wolbachia-infected cells. By contrast, DENV-2 infection had a significant negative effect on cell proliferation in the C6/36 line only, at days 4, 6 and 8 post-infection (day 4: SS = 0.01, F1, 27 = 28.55, P<0.001; day 6: SS = 0.18, F1, 22 = 45.94, P<0.001; day 8: SS = 0.42, F1, 27 = 124, P<0.001). In summary, although both C6/36.wMelPop and RML12.wMelPop lines experienced reduced cell proliferation compared to Wolbachia-uninfected counterparts, they were afforded a significant degree of protection from costs associated with DENV-2 infection.
Reduced DENV-2 replication in Wolbachia-infected versus uninfected cells
We next tested whether Wolbachia-infected cells showed reduced replication of DENV-2, as has been found in mosquitoes , . Viral replication was dramatically reduced in both RML12.wMelPop-CLA and C6/36.wMelPop-CLA cell lines compared to lines not carrying Wolbachia (Figure 3), based on estimates of titer from virus harvested at days 2, 4, 6 and 8 post-infection. In RML12.wMelPop-CLA, at the three multiplicities of infection (MOIs) of 0.1, 1 and 5, and across all days sampled, viral titer was reduced by at least 1 log compared to RML12.Tet (Figure 3A; data for MOI 1 not shown). The results suggest that even at a high MOI, wMelPop-CLA had a strong inhibitory effect on virus growth. Although viral titer was markedly reduced, the inhibitory effect was not complete. By day 8 post-infection, at the low MOI of 0.1, at least 4.2 log pfu/ml was being produced in the RML.wMelPop-CLA cells (Figure 3A). ANOVA results indicated that Wolbachia infection, day post-infection and initial MOI all had highly significant but complex and interacting effects on viral titer (results not shown), with the largest effect due to the presence or absence of Wolbachia. Two-sample t-tests indicated that Wolbachia had a highly significant effect on viral output each day (day 2: t = 14.064, p<0.001; day 4: t = 10.799, p<0.001; day 6: t = 22.185, p<0.001; day 8: t = 11.214, p<0.001).
Bars indicate means ± SEM of viral titer from 3 replicate wells.
Viral titer in the C6/36.wMelPop-CLA line was even more dramatically reduced compared to the C6/36 control line, with the highest titer produced by Wolbachia-infected cells being 100 pfu/ml (Figure 3B; data for MOI 1 not shown). Although at an MOI of 5 virus particles were detected across all harvest points in the C6/36.wMelPop-CLA line, at the low MOI of 0.1 no infectious particles were detected at all for days 4 and 6 post-infection (Figure 3B). Results from Wilcoxon rank sum tests indicated Wolbachia had a highly significant effect on viral titer for all four days post-infection that were sampled (all p-values <0.001). The highest amount of infectious virus was found at day 2 post-infection, suggesting detection of a few virus particles remaining from the initial inoculum or that a number of particles had escaped the inhibitory effect of Wolbachia. The first explanation is most likely since under the second hypothesis a steady increase in virus from days 4 to 8 would be expected rather than the decline observed (Figure 3B).
We have shown that infection of insect cells in culture with Wolbachia resulted in reduced host cell proliferation but afforded greater survival to cells when they were challenged with DENV-2. Wolbachia infection here had a negative effect on host cell replication, probably due to this obligate bacterium's need for host resources  and the high densities to which the wMelPop strain replicates in flies and mosquitoes , , , . Reduced cell replication was particularly pronounced in the C6/36.wMelPop-CLA line, which harbored on average three times more bacteria per cell than the RML12.wMelPop-CLA line. However our results also showed, for both cell lines, that when dengue virus was introduced into the system, it became beneficial for cells to host Wolbachia due to increased survival. The results parallel the findings of Bian et al. 2010  at the whole organism level where Wolbachia-infected female mosquitoes survived DENV-2 infection longer than uninfected females. Our results add to the growing body of evidence that, although Wolbachia infection imposes a metabolic cost that can lead to lowered host fitness, in certain circumstances, such as viral infections , ,  and nutritional stress , these bacteria also provide a fitness benefit.
Infection with Wolbachia resulted in significantly lowered viral replication in the two mosquito cell lines compared to uninfected controls. Our results parallel those found in whole organisms, whereby Wolbachia-infected flies , ,  and mosquitoes ,  showed decreased replication of a range of RNA viruses. The same phenotype (a reduction in viral output) is observed at both the organismal and cellular levels, suggesting that the cell line models we have developed here will be useful in dissecting the functional basis of Wolbachia-mediated antiviral protection. Although cell line models infected with other strains of Wolbachia exist (e.g. wAlbB in Ae. albopictus Aa23 cells ; wMel in Aa23 and C6/36 cells, ), it is unclear whether the same pattern of viral inhibition has been observed. DENV-2 replication was reduced in both cell lines infected with wMelPop-CLA, however, the extent of the reduction was highest in the line most densely infected with Wolbachia, C6/36.wMelPop-CLA. Viral titers in this line were dramatically reduced by almost four logs, to almost complete absence for the lowest MOI of 0.1. The difference in viral output suggests that the density of bacteria per cell may have had a significant effect on the extent of viral inhibition.
Previous work utilizing Drosophila simulans has suggested that Wolbachia strains that grow to high density provide the highest protection from virus infection . It remained unclear, however, if this relationship was due to the density of Wolbachia or the phylogenetic history of those strains, which were most closely related to wMel . Our simpler, more homogenous cell line models indicate that differing densities of the same Wolbachia strain can modulate the extent of viral infection, with more densely infected cells displaying the strongest DENV-2 inhibition. These results favor the hypothesis that viral inhibition may be due to competition between Wolbachia and DENV-2 for host cellular resources , .
The reason for Wolbachia density differences between the two cells lines is unclear, although a similar pattern has been observed in RML12 and C6/36 cells infected with the wMel Wolbachia strain . It may be due to differences in host genetic background between the cell lines and/or the longer time since the initial establishment of Wolbachia infection (263 passages) for the RML12.wMelPop-CLA compared to the C6/36.wMelPop-CLA line (18 passages). Previous research has shown that although the wMelPop strain replicates to unusually high densities in host tissues ,  its virulence attenuates under strong selection , . Further work will be required to determine whether the C6/36.wMelPop-CLA line will retain a high density of Wolbachia during future passages and continue to display the same extent of viral inhibition.
Previous work has indicated exclusion of DENV-2 from both mosquito tissues and cells that were infected with wMelPop-CLA . Our results suggested that exclusion of DENV-2 most likely occurred only in the very densely Wolbachia-infected line C6/36.wMelPop-CLA. Proliferation data showed that infection with DENV-2 had absolutely no effect on the replication of C6/36.wMelPop-CLA cells, suggesting a complete absence of viral replication. However, presence of viral titer in the RML12.wMelPop-CLA suggests that DENV-2 was also present in the cells that were infected with Wolbachia. It is unlikely that DENV-2 was replicating in a subset of cells uninfected with Wolbachia in the line RML12.wMelPop-CLA since FISH analyses established that there was almost 100% Wolbachia infection in both cell lines. In addition, Wolbachia of a different strain was found to co-localize with Japanese encephalitis virus particles in the salivary glands of the Ae. albopictus mosquito .
Previous work has shown that Wolbachia-infected mosquitoes display priming of immune system genes, possibly underpinning viral inhibition , , . Arboviral infection in mosquitoes and some mosquito cell lines induces antimicrobial immune pathways such as Toll, JAK/STAT and Imd/JNK ,  as well as RNAi-based defenses . Some immune pathways, such as Toll and Imd/JNK, are also activated in Drosophila cell lines infected with Wolbachia . Pre-activation of Imd in particular has been shown to inhibit Semliki Forest virus replication in a mosquito cell line . However, recent work has suggested that pre-activation of immune genes by E. coli challenge has no impact on DENV-2 replication in a mosquito cell line . The cell line models established here can be used in the future to determine whether Wolbachia stimulates the same immune pathways that modulate DENV-2 infection . Our finding that viral inhibition in cell lines parallels that observed in whole insects allows us to study the role of immunity in this simpler model without the complexity of tissue and organ-specific expression of immune response found in whole insects , .
In summary, we have shown that cells infected with Wolbachia display inhibition of dengue virus replication, that the extent of inhibition is most likely related to bacterial density and that Wolbachia infection will provide a fitness benefit in some circumstances despite significant metabolic costs to the mosquito cell. Our results parallel those observed at the level of the whole organism, indicating that cell lines will provide useful models to examine the functional basis of Wolbachia-mediated viral inhibition and facilitate the development of novel vector control methods for insect-borne pathogens.
Materials and Methods
Cell line maintenance and Wolbachia infection
We used an RML12 cell line previously infected in 2007 with wMelPop-CLA . A paired Wolbachia-free line, designated RML12.Tet, was derived by treating cells with 1 µg/ml tetracycline for 3 passages, followed by an additional 3 passages without antibiotic before the start of the experiment. RML12.wMelPop-CLA and RML12.Tet cells were routinely grown and passaged as in . Absence of Wolbachia in the RML12.Tet line was confirmed by PCR and by fluorescent in situ hybridization (FISH). For PCR, cells were harvested at each of 4 passages post-tetracycline treatment in 2 x STE [0.2 M NaCl, 20 mM Tris-HCl and 2 mM EDTA (pH 8.0)] containing 0.8 mg/ml Proteinase K, incubated at 56°C for 30 min and 100°C for 15 min and followed by centrifugation at 13000 rpm for 2 min. Two µl of the supernatant were used for PCR as in . For FISH, cells were grown to ∼80% confluence on chambered NUNC slides (Invitrogen), washed twice with PBS buffer and fixed for 15 min in 4% formaldehyde in PBS. Slides were then washed 3 times for 5 min with 0.1 M phosphate buffer (PB) and incubated with 100% EtOH for 5 min. Hybridization was performed using the wMelPop-specific 16s rRNA probes W2 and W3 . Visualization was performed with a Zeiss Axioscope epifluorescence microscope.
C6/36 cells were infected with wMelPop-CLA obtained from the RML12.wMelPop-CLA line (above). Wolbachia were purified from confluent cells grown in four 175-cm2 by two rounds of centrifugation at 1000 g for 10 min at 4°C and resuspension in SPG buffer . The suspension was filtered twice through 5 µM syringe filters and centrifuged at 13800 g for 15 min at 4°C. Wolbachia-enriched pellets were resuspended in 1 mL of SPG buffer and 300 µl carefully overlaid on each of three wells of C6/36 cells grown in 12-well plates to ∼80% confluence. Plates were centrifuged for 1 h at 26°C, followed by overnight incubation and cells passaged into fresh media the following day. Wolbachia infection levels were checked after several passages using PCR and FISH as above. Stable infection with wMelPop-CLA was achieved within 6 passages and remained at ∼100% throughout the course of the experiments, as checked by FISH and cell counts. Cells were routinely grown in RPMI 1640 (Invitrogen) supplemented with 1 x Glutamax (Invitrogen) and 10% FBS and buffered with 25 mM HEPES (Sigma-Aldrich). Stable infection with wMelPop-CLA was achieved within 6 passages and remained at ∼100% throughout the course of the experiments, as checked by FISH and cell counts. Wolbachia infection rates for both C6/36.wMelPop-CLA and RML12.wMelPop-CLA cell lines were determined as the proportion of cells displaying a fluorescent signal for the W2 and W3 probes in FISH experiments. FISH experiments were performed using 8-chambered slides, with 2 replicates of 100 cells each inspected per chamber. Infection rates are given as average percentages (± standard error).
Determination of Wolbachia density by qPCR
Quantitative PCR (qPCR) was used to test for density differences in Wolbachia between the C6/36.wMelPop-CLA and RML12.wMelPop-CLA lines. DNA was extracted from five biological replicate samples of 250,000 cells per cell line, using the Qiagen DNAEasy kit (Qiagen). Two qPCR methods were used: 1) relative quantification of the wsp gene versus a reference mosquito gene RpS17 (Cook et al. 2007); and 2) absolute quantification of the number of wsp gene copies per cell relative to a known standard . For the first method, separate qPCR reactions were conducted for each gene, with each reaction consisting of 5 µl of SYBR Greener master mix (Invitrogen), 5 ng of DNA and 1 µM of primer in a final 10 µl volume as in . Three technical replicates were performed for each of the five biological replicates per each cell line. Wolbachia-gene to reference-gene ratios were obtained following the method in . For the second method, a standard curve was created using a cloned wsp gene fragment  with serially diluted known concentrations assayed in parallel with the samples during the qPCR.
Cell proliferation assays
Cells were seeded in 96-well plates at 2×104 cells/well and allowed to attach for 3 hours. DENV-2 infected cells were inoculated with virus at an MOI of 5, after which viral inoculum was removed 2 h post-infection and cells grown in media containing 2% FBS. Cell proliferation was assayed at 2, 4, 6 and 8 days post-infection virus using CellTiter 96® AQueous One Solution (Promega) according to the manufacturer's instructions. Absorbance at 490 nm (directly proportional to amount of cell proliferation) was read on a SpectraMax 250 plate reader. Between 5–8 replicate wells were used for each cell line and day of assay combination as well as for DENV uninfected controls.
Virus propagation and titration
The New Guinea C strain of DENV-2 was propagated for experimental purposes in C6/36 cells grown in media as above but supplemented with 2% FBS. Virus was harvested by collection of supernatants 7 days post-infection and centrifugation at 3200 g for 15 min at 4°C. Virus stocks were stored at −80°C in single-use aliquots and titrated on Vero cells using plaque assays. Briefly, Vero cells were seeded in 96-well plates and grown at 37°C in a humidified atmosphere with 5% CO2 in DMEM (Invitrogen) supplemented with 5% FBS and 1 x Glutamax. At confluence, cells were inoculated with virus and grown in Medium 199 (Invitrogen) containing 1% carboxymethylcellulose and supplemented with 2% FBS. Five days post-infection, cell monolayers were washed with PBS, fixed with acetone/PBS, blocked for 1 h and incubated for another hour with a primary antibody against the DENV-2 NS1 protein (1∶500). Monolayers were washed with PBS, incubated for 1 h with a conjugated horseradish peroxidase (1∶500), followed by a final brief incubation with SIGMAFast DAB (D0426, Sigma-Aldrich) until plaques became visible.
Experimental determination of DENV-2 replication
Viral replication experiments were performed using both pairs of Wolbachia infected and uninfected cell lines, with each pair of lines as a separate experiment. Cells were plated at 4×105 cells/well in 12-well plates and allowed to attach for 3 hours in media with 10% FBS. Cells were then infected with virus in FBS-free media at MOI of 0.1, 1 and 5. The viral inoculum was removed 2 h post-infection and cells were maintained in 2 mL of media with 2% FBS. Viral harvests occurred at 2, 4, 6 and 8 days post-infection, with supernatants from each well clarified from cells by centrifuging for 10 min at 4000 g at 4°C and frozen at −80°C until titration. Experiments were performed in triplicate wells for each MOI, cell line (Wolbachia-infected or uninfected) and harvest day combination. Titrations were performed in duplicate for each supernatant using plaque assays.
Cell proliferation data for each pair of lines was analyzed as a three-way ANOVA with presence/absence of Wolbachia, virus infected/uninfected, day post-infection and their interactions. The effects of Wolbachia and virus infection were also explored for each day post-infection using two-way ANOVAs. To assess differences in Wolbachia density between the C6/36.wMelPop and RML12.wMelPop lines, gene expression ratio data obtained from qPCRs was analyzed with a two-sample Wilcoxon rank sum test. We used two-sample t-tests to detect statistically significant differences in the absolute average density of Wolbachia between the two cell lines.
Plaque assay data from the RML12.Tet and RML12.wMelPop cell lines was log-transformed to fit the assumptions of parametric analyses. Three-way ANOVAs were initially performed with the main factors presence/absence of Wolbachia, MOI, day post-infection and their interactions. Since interactions were found to be statistically significant (results not shown) thus rendering the interpretation of main effects problematic, data was pooled across MOIs within each day. Two-sample t-tests were performed on the pooled data for each day to test for the effect of Wolbachia on viral titer. Although plaque assay data obtained from the C6/36 and C6/36.wMelPop lines was log-transformed it still strongly deviated from normality. Results from a generalized linear model for non-normal data indicated that the presence/absence of Wolbachia, the day post-infection, MOI and the interaction between the three factors had a significant effect on viral titer (results not shown). Consequently, data was pooled across MOIs within days and nonparametric Wilcoxon rank sum tests were performed for each day to test for the effect of Wolbachia on viral titer. All analyses were implemented in R .
We thank Daniel Watterson and Susann Liebscher for technical advice and Iñaki Iturbe-Ormaexte, Luciano Moreira and Meg Woolfit for critical feedback.
Conceived and designed the experiments: FDF JR PY EAM SLO. Performed the experiments: FDF. Analyzed the data: FDF. Contributed reagents/materials/analysis tools: FDF JR PY EAM. Wrote the paper: FDF PY EAM SLO.
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