Abstract
As an arthropod-borne human pathogen, Rift Valley fever virus (RVFV) cycles between an insect vector and mammalian hosts. Little is known about the cellular requirements for infection in either host. Here we developed a tissue culture model for RVFV infection of human and insect cells that is amenable to high-throughput screening. Using this approach we screened a library of 1280 small molecules with pharmacologically defined activities and identified 59 drugs that inhibited RVFV infection with 15 inhibiting RVFV replication in both human and insect cells. Amongst the 15 inhibitors that blocked infection in both hosts was a subset that inhibits protein kinase C. Further studies found that infection is dependent upon the novel protein kinase C isozyme epsilon (PKCε) in both human and insect cells as well as in adult flies. Altogether, these data show that inhibition of cellular factors required for early steps in the infection cycle including PKCε can block RVFV infection, and may represent a starting point for the development of anti-RVFV therapeutics.
Introduction
Viral pathogens are a common cause of morbidity and mortality in the developing and developed world. Of particular concern are emerging and re-emerging epidemic arboviral diseases that are spread by mosquitoes and other biting insects [1]. Most arboviruses impacting public health fall into one of three viral families: Flaviviridae, Togaviridae, and Bunyaviridae. Bunyaviruses are enveloped, negative-sense tripartite RNA viruses that include Sin Nombre, Hantavirus, Crimean-Congo hemorrhagic fever virus and Rift Valley fever virus (RVFV). RVFV is an important emerging pathogen due to its frequent outbreaks [2]. While humans infected with RVFV typically have a self-limited febrile illness, 1-3% die as a result of hemorrhagic symptoms [3]. RVFV was initially only endemic in sub-Saharan Africa, although the regions affected by the virus have expanded and now include Egypt and the Arabian Peninsula. In addition to Aedes sp., a broad range of mosquito species has been linked to the spread of RVFV, increasing the chances that RVFV may spread to other countries [4], [5].
RVFV, and arboviruses in general, are remarkable because they have not only developed highly effective strategies to hijack cellular machinery and to subvert hosts' immune responses, but they have evolved these capabilities in broad host ranges, spanning arthropods and mammals. While infection of the insect host has little pathogenicity, infection of mammals is associated with disease. Little is known about the host factors required for the replication cycles of these viruses in either of their host genera, which impedes development of antiviral treatments.
Classically, antivirals have been developed as a result of high-throughput screens (HTS) that target specific viral enzymes. This target-based approach fails to investigate other possible targets including essential cellular factors that enable infection, or viral proteins with unknown function. Targeting cellular factors may be advantageous because such treatments are less liable to be evaded by the high mutation rate of viral genomes. In addition, the use of Drosophila as a model insect makes it possible to take advantage of the powerful genetic tools available in this organism to both screen and to test the role of identified targets at the organismal level [6], [7], [8], [9], [10], [11], [12], [13], [14].
We developed a cell- and image-based high-throughput screening platform that allowed us to screen a library of 1280 known biologically active small molecules for inhibitors of RVFV (strain MP12) infection in both human and Drosophila cells [15]. Using this strategy we identified a number of inhibitors that suppressed infection in cell lines derived from both hosts. Amongst the over-represented classes of inhibitors were drugs that are known to target macropinocytosis, including phosphatidylinositol 3-kinase (PI3K) and protein kinase C (PKC) inhibitors. Macropinocytosis is a receptor-independent endocytic mechanism that is a known entry route for some viruses, although this mechanism has not been shown to control the entry of RVFV, other bunyaviruses, or other small enveloped viruses [16], [17], [18], [19]. Further studies focused on that the role of PKC in infection. We found that the classical PKC isozymes were dispensable for infection while the novel PKC isozyme, PKC epsilon (PKCε), promotes RVFV MP12 infection. Inhibition of PKCε in human cells, Drosophila cells or adult flies significantly attenuated infection Together, these data show that RVFV MP12 infection of both the insect and mammalian host has conserved cellular requirements that are amenable to therapeutic intervention.
Results
RVFV MP12 infection of Drosophila and mammalian cells
To identify cellular factors that impact viral replication in mammalian and insect cells we used an attenuated strain of RVFV, MP12 [20]. This strain differs by 11 amino acids from the wild type strain ZH548, making it likely that cellular factors required for MP12 replication will also be needed for wild type strains [21]. We generated high-titer virus in Vero cells (107 pfu/mL) and used this to infect mammalian cells including Vero, HeLa and 293T, and insect cells including mosquito C6/36 and Drosophila S2 cells. We found that the RVFV strain MP12 infected all cell lines tested as measured by an immunofluorescence assay in which newly produced viral GC glycoproteins were detected after infection (data not shown). In Vero and Drosophila S2 cells, the viral glycoproteins co-localized with a Golgi apparatus marker as previously described (Figure 1A, B) [22], [23]. Importantly, RVFV MP12 infection of human and Drosophila cells was productive, leading to the generation and release into the media of infectious progeny (Figure 1C, D) and spread of virus in both human and insect cell cultures (data not shown), demonstrating that we can use both mammalian and Drosophila cells to study the entire replication cycle of RVFV.
To quantify infection, we stained cells with an antibody to a viral antigen (GC) and counterstained with DAPI to observe cell nuclei. Automated imaging was used to capture three sites per well in a 96 well plate, and images were analyzed using MetaXpress software to measure percent infection (Gc +/DAPI+). We used a similar assay to monitor infection of insect cells, though infection times were longer due to slower virus replication, possibly caused by the lower temperature. Using this assay, we found that in mammalian 293T cells the lysosomotropic agent Ammonium Chloride inhibited infection by 12-fold (Figure 1E). Likewise, in Drosophila cells, RVFV MP12 replication was also dependent on intracellular acidification at a similar concentration (Figure 1F). This confirms that viral infection is dependent upon an acidified cellular compartment in insect and mammalian cells and shows that we can use small molecule inhibitors to probe the biology of infection in a quantitative manner.
Screen for inhibitors of RVFV infection
To screen drugs for the ability to inhibit RVFV MP12, we developed an assay for RVFV infection of both human and Drosophila cells in a 384-well format. We optimized cell number for 384-well plates, viral innoculum, and staining parameters. We tested for tolerance to DMSO (<1% tolerated in both cell lines) and temperature (293T cells are robust for up to 4 hours at room temperature). To assess the extent of infection, we captured 3 sites per well for 3 wavelengths (nuclei and the viral structural proteins N and GN). These images were analyzed using MetaXpress software to capture the number of cells and the number of infected cells (number N+ and GN +). Robust statistics were used to generate the metrics used to identify outliers or potential candidate modulators. We calculated the percent infection for each well, log transformed the data, calculated the median and interquartile range from which we calculated a robust Z score plate-by-plate [24].
Next, we used this assay platform to screen for small molecule inhibitors of RVFV MP12 infection both in human (293T) and Drosophila (S2) cells (Schematic Figure 2A). We screened a commercially available library of 1280 compounds (Sigma LOPAC1280) that contains marketed drugs and relevant structures with predictable activities and proven scaffolds directed against a wide range of known drug targets including GPCRs and protein kinases. We screened in duplicate for each cell type at 10 µM in 0.25% DMSO. The robust Z scores for the percent infection are plotted for all 1280 compounds with the replicates on each axis for human cells (Figure 2B) and Drosophila cells (Figure 2C). Drugs with a Z score of <−1.7 in duplicate represent our positive candidates for this screen (p<0.002) and are in the lower left quadrants of Figure 2B–C.
Analysis of nuclei presents a simple counter-screen for cytotoxicity
An important facet of drug screening is the development of counter-screens that allow the identification and removal of artifactual sources of activity, such as compounds that suppress virus infection via cytotoxic effects or by general inhibition of cellular metabolism. Using the information on cell number obtained in this high-content format, we applied the same robust statistics to cell counts, making it possible to identify cytotoxic small molecules in each well (Figure S1). Using this simple strategy, we stratified the candidates into toxic versus non-toxic inhibitors. Drugs were considered toxic if the Z score was less than −2 in duplicate at 10 µM (>20% decrease in cell number). Of the 46 drugs that inhibited infection in 293T cells, 24 showed toxicity while 19 of the 28 drugs identified in Drosophila cells were cytotoxic at 10 µM (Table S1). While a significant number of our candidates were toxic at 10 µM, we were able to uncouple viral inhibition from cytotoxicity for a number of inhibitors simply by decreasing the dosage, suggesting that the toxicity was unrelated to the known target specificity (see below and Table 1).
Table 1. Inhibitors of RVFV infection.
Drug Name | Drug Class | Cell type in screen | IC50 (µM) 293T | Toxicity uncoupled 293? | IC50 (µM) S2 | Toxicity uncoupled S2? |
EIPA | Ion Pump | Both | 20.6 | yes | 17.6 | not toxic |
Chelerythrin Cl | PKC | Both | ** | no | 6.6 | yes |
Rottlerin | PKC | Both | 2 | yes | 4.3 | yes |
Thioridazine | Ca2+ Channel | Both | 26.2 | yes | 24.4 | not toxic |
Thapsigargin | Intracellular Calcium | Both | 0.6 | yes | 0.2 | yes |
Mibefradil | Ca2+ Channel | 293T | 12.4 | yes | 8.1 | not toxic |
Brefeldin A | ER/Golgi transport | 293T | 0.7 | yes | 1 | not toxic |
DEQ | K+ Channel | S2 | 44.3 | not toxic | 1.4 | not toxic |
PMA | PKC | 293T | NO | not toxic | NO | not toxic |
Methotrexate | DNA Metabolism | 293T | ** | no | 94.4 | yes |
Sanguinarine Cl | Ion pump | 293T | 4.8 | yes | 2.9 | yes |
Tyrphostin A9 | CRAC chanel | 293T | 2.5 | yes | 1.1 | yes |
Spiperone | Ca2+ Channel | 293T | 45.9 | not toxic | 49.7 | not toxic |
Wortmanin | PI3K | S2 | 0.2 | yes | 0.6 | yes |
U73122 | Lipid | S2 | ** | no | 1.4 | yes |
DMA | Ion Pump | 293T | 52.2 | not toxic | 15 | not toxic |
Vinblastine Sulfate | Microtubules | Both | 24.7 | yes | 0.3 | yes |
Drugs used that were not in the screen | ||||||
Ribavirin | Nucleoside analog | 41.9 | 10 | |||
Chloroquine | Acidification | 41.2 | 31.9 | |||
Ammonium Cl | Acidification | 310.3 | 98.5 | |||
CytocholasinD | Actin | ** | 0.2 | |||
Nocodozole | Microtubules | 35.9 | 47.7 | |||
PKC inhibitors: | ||||||
GF109203X | pan-PKC | ** | NO | |||
Calphostin C | pan-PKC | 1.4 | 8.9 | |||
Gö6976 | Classical PKC | NO | 49.3 | |||
PKC Inhib 20–28 | Classical PKC | NO | NO | |||
Ro-332-0432 | Classical PKC | NO | NO |
Candidate inhibitors of RVFV infection
Using this approach we identified 46 drugs that attenuated infection in 293T cells while 28 drugs did so in S2 cells. The larger number of drugs identified in human cells likely reflects the fact that these small molecules were developed for use in mammalian systems. Analysis of the categories of all of the drugs identified revealed 23 classes, as determined by the LOPAC library (Table S1, Figure 2D). Drugs inhibiting ion pumps and the cytoskeleton were significantly overrepresented in the results compared to the representation in the library (p<0.02).
Strikingly, there was a large overlap in the drugs identified that attenuate infection in both cell types, indicating pathways utilized by the virus in both mammals and insects (p<10−16; Figure 2E). Analysis of the inhibitors that attenuated infection in both cell types revealed that the inhibitors could be divided into 9 specific categories. Drugs inhibiting PKC, ion pumps, the cytoskeleton and apoptosis inducers were all significantly overrepresented in the data set compared to the library (P<0.02; Figure 2F).
Furthermore, a subset of these drugs are known inhibitors of macropinocytosis, a well-established entry pathway for a variety of viruses [16], [17], [18], [19]. Macropinocytosis is dependent upon PI3K activity, sodium/hydrogen antiporters, as well as an intact cytoskeletal network. It is also dependent upon PKC activity, though the specific PKC isoform(s) important for this process are not known. We identified inhibitors against each of these targets including Wortmannin, a well-known PI3K inhibitor, Rottlerin and Chelerythrine Chloride which are broadly-active PKC inhibitors, and antiporter inhibitors including amiloride derivatives such as EIPA [25]. Although some of the drugs that target PKC or macropinocytosis inhibited infection in only one cell type, we identified some inhibitors that reduced infection in both cell types (Table S1). We were particularly interested in validating those compounds that reduced RVFV MP12 infection in both hosts as they likely target fundamental aspects of RVFV replication.
Validation of RVFV inhibitors
To validate our candidates, we re-tested a subset in both mammalian and insect cells (Figure 3, Table 1). We concentrated on small molecule inhibitors that inhibited infection in both cell types as well as the over-represented categories of ion pumps (EIPA), PI3K (Wortmannin), PKC inhibitors (Rottlerin, Chelerythrin Chloride), and calcium inhibitors (Thioridazine, Thapsigargin), many of which are known in mammalian cells to inhibit macropinocytosis. Cytoskeletal inhibitors were also over-represented in our set and included 3 of the 5 microtubule inhibitors in the set and Brefeldin A, an inhibitor of secretion. Inhibitors of the actin cytoskeleton were absent from the library. Altogether, we re-tested 17 candidates listed in Table 1 and found that all but one attenuated infection in one or both cell types, making our false positive rate quite low. Furthermore, we found that all inhibitors efficacious in 293T cells inhibited RVFV MP12 infection in the HeLa and Vero cells (data not shown). We also tested the actin inhibitor Cytochalasin D and control drugs including Ribavirin, Chloroquine and Ammonium Chloride (Table 1), and these too inhibited infection.
IC50 values were calculated for inhibitors both in insect and human cells (examples in Figure 3, Table 1). In doing this, we could uncouple cytotoxicity and viral inhibition for a number of drugs, using robust statistical calculations on nuclei as described for the screen to determine cytotoxicity. All six drugs that were cytotoxic in the primary S2 screen remained inhibitory to infection at concentrations that were no longer toxic (Table 1). Nine of the 11 drugs that were cytotoxic in the primary 293T screen were no longer toxic at concentrations that remained inhibitory to infection (Table 1). This is due to the fact that in many cases, toxicity is due to off-target effects that may be affecting another essential protein at a higher concentration than the previously described target. We calculated IC50 values only for non-toxic compounds (Table 1). However, some of the drugs remained highly cytotoxic in mammalian cells, significantly reducing the number of cells at all concentrations that were inhibitory to RVFV MP12 infection; thus, IC50 values were not calculated for those drugs (denoted by **, Table 1). Importantly, the drugs that did attenuate both cell types did so with similar IC50 values suggesting that they are targeting the same cellular factor. These studies showed that our small molecule screen identified a number of anti-RVFV MP12 compounds including multiple inhibitors previously shown to block macropinocytosis.
Some inhibitors block an early step of RVFV infection
The lifecycle of RVFV, like that of any virus, involves sequential steps that can be kinetically dissected. Performing time-of-addition experiments can determine if an inhibitor blocks early versus late steps in the lifecycle. We found that binding and entry of RVFV MP12 takes approximately one hour in 293T cells because treatment with lysosomotropic agents such as Ammonium Chloride one hour post-infection no longer blocked infection (Figure 4). In contrast, we found that the nucleoside analog Ribavirin, which inhibits RNA replication, remained inhibitory when added one hour post-infection (Figure 4). Therefore, by treating cells with inhibitors at one hour post-infection, we could determine whether the small molecules targeted an entry or post-entry step in the RVFV MP12 lifecycle.
For these time-of-addition experiments, we tested inhibitors identified in the screen, including two known inhibitors of macropinocytosis, the Na+/H+ antiporter EIPA and the PKC inhibitor Rottlerin and the microtubule inhibitor Vinblastine. Using this assay we found that all three drugs suppressed RVFV MP12 infection if present at the time of virus addition, but were unable to efficiently inhibit replication when added post-entry (Figure 4). In contrast, the control compound Ribavirin remained inhibitory when added post-entry.
Protein Kinase C epsilon promotes RVFV infection of mammalian cells
While PKC activity is required for efficient RVFV MP12 infection, it is unclear which gene or isozyme is important for this process. The protein kinase C family comprises 3 classes: cPKC (classical), nPKC (novel), and aPKC (atypical), based on their overall structural similarity and sensitivity to inhibitors [26]. The activity of cPKC isozymes is stimulated by diacylglycerol, calcium, and phosphatidylserine, that of novel isozymes by diacylglycerol and phosphatidylserine, and that of aPKC's by phosphatidylserine. To determine which PKC isozyme class was required for RVFV MP12 infection, we first tested whether RVFV MP12 infection activated calcium signaling. If calcium signaling were activated, it would suggest that a calcium-dependent PKC isozyme might be required. To assay for calcium we used a reporter system that drives the expression of luciferase from the Cre or NFAT promoters in stably or transiently transfected 293T mammalian cells, which are activated by calcium signaling. RVFV MP12 infection did not impact signaling from these promoters (data not shown) [27], [28], making it less likely that the classical PKC isozymes play a central role in the cellular entry of RVFV MP12.
We then tested additional PKC inhibitors that either inhibit all PKC isozymes (Calphostin C) or only the classical PKCs (Gö6976, PKC Inhib 20–28, Ro-332-0432) as characterized in mammalian cells. We found that the pan-PKC inhibitor Calphostin C inhibited infection in both cell types similar to Rottlerin and Chelerythrine Chloride (Table 1). In contrast, Gö6976, PKC Inhib 20–28, or Ro-332-0432 were unable to inhibit RVFV MP12 infection in mammalian cells, while Gö6976 had a weak inhibitory effect in Drosophila cells, a cell type that has not been characterized for sensitivity to these inhibitors (Table 1) [29]. These data suggest that the classical PKC isozymes were not essential for RVFV MP12 infection, but that the novel PKC isozymes may promote viral infection.
Because small molecules may inhibit more than one protein, thus having off target effects, we wanted to validate the inhibitor results using an independent approach. To this end, we used RNA interference technology to specifically deplete each of the two major nPKC isozymes, PKCdelta (PKCδ) and PKCepsilon (PKCε). We transiently transfected 293T cells with either a control non-targeting siRNA or a siRNA against PKCδ or PKCε, waited three days for depletion, and challenged the cells with RVFV MP12 for 12 hours. Under these conditions we consistently observed an approximately two-fold decrease in the percentage of infected cells that were depleted for PKCε compared to both the controls and PKCδ-depleted cells at two different MOIs (Figure 5A). Immunoblot analyses demonstrated that the siRNA against PKCε significantly depleted, but did not eliminate, PKCε protein levels compared to untreated or non-targeting controls (Figure 5B).
As an alternative approach to investigate the contribution of PKCε to RVFV MP12 infection, we generated stable hairpin-expressing human adenocarcinoma H358 cell lines that express either a control hairpin or a hairpin against PKCε. We determined the infectivity of these cells by plaque assay and found that there was a significant decrease in plaque number in the PKCε-depleted cells (Figure 5C). Again, we found that PKCε was depleted in the PKCε hairpin-expressing cells compared to either untreated cells or the control hairpin-expressing H358 cells (Figure 5D). To determine whether PKCε is specifically required for RVFV MP12 infection, or generally required for all viruses, we tested whether poliovirus infection was sensitive to depletion of this factor. Poliovirus, a prototypical picornavirus, is a non-enveloped, positive-stranded RNA virus. Poliovirus infection was not impacted by siRNA against PKCε (Figure 5E) nor by the PKCε hairpin in H358 cells (Figure 5F). These data show that suppression of PKCε levels specifically reduces RVFV MP12 infection of mammalian cells although to a lesser extent than the small molecule inhibitors.
Protein Kinase C epsilon is required for efficient RVFV infection of an insect
To study this further at the organismal level, we tested whether RVFV MP12 could successfully infect and replicate in adult flies. As is the case for RVFV infection of their natural mosquito host, infection of Drosophila by direct injection of either 16.5 PFU or 165 PFU of RVFV MP12 into the abdominal cavity was non-lethal (Figure 6A). We next tested whether the virus was replicating in the animal. By three days post infection we could detect the production of the viral GN and GC glycoproteins by immunoblot, the levels of which increased as a function of time post infection (Figure 6B). This shows that RVFV MP12 can infect and replicate in flies.
To test the potential role of PKC in infection of an organism, we used the Gal4/UAS system to express a pseudo-substrate inhibitor of PKC (PKCi), which has been previously shown to competitively inhibit different PKC isoforms in adult flies [30]. This peptide inhibits all PKC activity in the fly with an IC50 of 0.4 µM. We crossed transgenic flies that can express this specific peptide inhibitor of PKC (PKCi) to transgenic flies that express Gal4 ubiquitously and at high levels downstream of the actin 5C promoter. Over-expression of this transgene does not lead to lethality or a defect in lifespan (data not shown). We challenged flies expressing the PKC inhibitor or sibling controls and monitored the levels of RVFV MP12 replication both by immunoblot and plaque assay analyses post-infection. We found that there was a significant decrease in viral protein production in the PKC inhibited flies (Figure 6C). Furthermore, viral titers were significantly decreased in the PKC inhibited flies (Figure 6D). As a control, we infected flies with Drosophila C virus, a picorna-like virus and a natural pathogen of Drosophila [15]. We monitored the levels of Drosophila C virus antigen production by immunoblot as a function of time post-infection and found that there was no change in viral replication in the PKC inhibited flies (Figure 6E). Altogether, these findings are consistent with the PKC inhibitor data that Chelerythrine Chloride, Calphostin C, and Rottlerin inhibit RVFV MP12 infection of Drosophila cells (Table 1).
Drosophila has homologs for many of the mammalian PKC isozymes including epsilon. Therefore, we next tested whether the Drosophila PKCε homolog, PKC98e, was also required in Drosophila for RVFV MP12 replication as we demonstrated in human cells. Unlike many of the other PKC isozymes in flies, but similar to mammals, PKCε is expressed ubiquitously and at high levels in the adult (http://flyatlas.org/atlas.cgi?name=FBgn0003093) [31]. We tested a requirement for PKCε through the use of a transgenic strain of flies expressing an inverted repeat or snap-back construct against PKCε. Upon expression of this transgene, a double-stranded RNA is produced which is complementary to PKCε mRNA, and results in RNA interference and depletion of PKCε. Using the Gal4/UAS two-component system we induced expression in adult flies using transgenic animals that express Gal4 under a heat shock promoter. We verified that PKCε was indeed depleted by RT-PCR (Figure S2). Next, PKCε-depleted flies or controls were challenged with RVFV MP12 and monitored again for viral replication. We found that PKCε-depleted flies supported a decreased level of RVFV MP12 replication as measured by viral antigen production (Figure 6F). In addition, viral titers were significantly decreased in PKCε-depleted flies (Figure 6G). In contrast, we found that PKCε-depleted flies supported a similar level of Drosophila C virus replication as measured by viral antigen production (Figure 6H). These data demonstrate that PKCε is specifically required for RVFV MP12 infection in adult flies.
Discussion
Arboviruses constitute a group of relatively understudied viruses for which there are no therapeutics or vaccines. RVFV, a member of the Bunyaviridae family, not only causes significant morbitity and mortality in humans and cattle, but is also considered a Category A bioterrorism agent due to presence of permissive vectors in the United States. Little is known about the cellular pathways and factors co-opted for the replication cycle of RVFV in either the insect or mammalian host. However, the fact that RVFV replicates efficiently in such diverse hosts suggests that it may utilize conserved host factors and pathways as part of its replication cycle. To this end, we first developed a high-throughput assay to monitor infection of the attenuated strain MP12 in both insect cells (Drosophila S2 cells) and human cells (293T cells) and used this assay to probe a library of small molecules with known or predicted targets. Using this strategy we set out to uncover essential pathways and gene products subverted by RVFV MP12 for infection. Moreover, by performing this screen in parallel with host cells derived from insects and humans we could readily assess the similarities and differences between the host factor dependencies.
Perhaps surprisingly, we identified a large number of pharmacologically active small molecules that suppressed RVFV MP12 infection in insect and mammalian cells, with many of these targeting molecules involved in signaling pathways. A larger number of compounds suppressed RVFV MP12 exclusively in mammalian cells, but whether this indicates significant differences in how RVFV interacts with mammalian and insect cells or whether the compounds (identified via their abilities to inhibit mammalian targets) fail to interact with their Drosophila homologs is not yet known.
Among the inhibitors of RVFV MP12 infection identified in both hosts were several that target PKC. PKC is a family of closely related serine/threonine kinases that regulate diverse processes, with several having been implicated as playing roles in virus infection, dissemination or pathogenesis [32], [33], [34], [35]. There are three classes of PKC isozymes that have distinct cofactor requirements. Therefore, we set out to identify the particular PKC family member was involved in RVFV MP12 infection. Using more specific pharmacological inhibitors we found that the classical PKC isozymes were dispensable, but a novel PKC isozyme was important for infection. The novel PKC isozymes are calcium insensitive, but phospholipid and diacylglycerol-dependent. Although the activation mechanisms between these classes are distinct, the specific function of each isozyme has been difficult to establish because in many cases these kinases have overlapping substrate specificities. Moreover, studies from dominant-negative or constitutively active isozymes have been misleading, necessitating loss-of-function studies. We used RNA interference both in human cell lines and adult fruit flies to demonstrate a specific role for PKCε in promoting RVFV MP12 infection. While the PKC inhibitors routinely inhibited infection by at least 10-fold, RNAi modestly but significantly attenuated infection (∼2-fold). There are a number of possible explanations. First, our knock down was only partial, while the small molecules are more potent. A stronger depletion might reveal a stronger dependence on PKCε. Alternatively, multiple isozymes may contribute to the phenotype, making a single knock-down weaker. Lastly, it is possible that the drugs may be targeting multiple genes that are playing roles in viral infection. While possible, we feel it is unlikely since a number of structurally unrelated inhibitors that target PKC are inhibitory to RVFV replication. The likelihood that the alternate targets of each of these inhibitors are the same is low.
Time-of-addition experiments indicated that PKC activity promoted infection at the time of viral entry, suggesting that intracellular signaling through PKC was facilitating this process. PKC inhibitors have also been shown to block infection with West Nile virus, an arbovirus in the Flaviviridae family [35]. In the case of RVFV entry, infection is dependent on its delivery to an acidic cellular compartment as low pH provides the trigger for the conformational changes needed for membrane fusion. However, the precise route taken by RVFV to reach an acidic compartment is not known. Most small, enveloped viruses have been shown to enter cells by either clathrin-mediated or caveolin-mediated endocytosis [16]. Although there has been little work on bunyavirus entry pathways to date, recent studies have revealed that a number of different hantaviruses, a class of bunyaviruses, are dependent upon actin and microtubule networks for entry, as we have shown for RVFV MP12 [36]. PKCε contains an actin binding motif that is unique to this individual member of the PKC family [37] suggesting that this isozyme may be playing a role in this context.
Furthermore, we identified a number of the classic inhibitors used to block macropinocytosis as required for efficient RVFV MP12 infection. Early ultrastructural studies of RVFV infection of Vero cells revealed that virus is taken up in large protrusions, consistent with macropinosomes [38]. Adenovirus, a small DNA virus, utilizes both macropinocytosis and clathrin-mediated endocytosis for infection, triggered by receptor engagement [39]. The virus itself is internalized in clathrin-coated pits, but is unable to enter cells without concomitant activation of macropinocytosis, which facilitates the pH-activated escape from endosomes. In contrast, vaccinia, a large DNA virus, both triggers macropinocytosis and is dependent upon this pathway for entry [19]. Further studies are necessary to determine if there is a role for macropinocytosis in RVFV entry and infection.
We found that when macropinocytosis inhibitors were used or when PKCε expression was suppressed, RVFV MP12 infection still occurred, albeit at significantly reduced levels. Whether residual infection levels under these conditions reflect incomplete blockade of the gene targets or the presence of alternative entry pathways is not clear. However, the fact that RVFV MP12 infection across disparate hosts, including insects and mammals, was significantly reduced by both genetic and pharmacological inhibitors of macropinocytosis and PKC suggests that this is a general requirement for efficient RVFV infection. Furthermore, it implicates PKCε as playing a specific and important role in this process. Importantly, PKCε is dispensable in mice [40], suggesting that this cellular factor may be a suitable target for non-toxic anti-RVFV therapeutics.
By screening a library of known biologically active drugs, this study provides insight into a number of aspects of RVFV infection. First, this strategy allowed us to identify previously unknown inhibitors of the MP12 strain of RVFV. While this is an attenuated strain, it is likely that many of the inhibitors we found will also block infection of wild type RVFV [41], [42]. This alone is an essential starting point to develop more potent therapeutics and creates new biological probes. Second, we found that many of the same cellular pathways that are required for infection in the mammalian host are also required for infection in an insect host. Lastly, by extending our approach to additional medically relevant arthropod-borne viruses for which there are no current therapeutics, we may be able to identify additional inhibitors and targets as a first step toward the control of these pathogens.
Materials and Methods
Cells, viruses, antibodies, and reagents
Drosophila S2 cells were grown and maintained in Schneiders Drosophila media supplemented with 10% FBS (JRH), 100 µg/mL penicillin/streptomycin and 2 mM L-glutamine. Mammalian cells were maintained in DMEM supplemented with 10% FBS (GIBCO) 100 µg/mL penicillin/streptomycin and 2 mM L-glutamine. Vero-E6, 293T/17 and H358 cells are available from ATCC. RVFV strain MP12 was grown in Vero-E6 cells supplemented with 10% FBS (GIBCO). MP12 used to infect Drosophila cells was concentrated through a Centricon-70+ 30,000 kDa filter. Poliovirus strain Sabin 2 was a kind gift from C. Coyne (U. Pitt) grown and purified as described [43]. Drosophila C virus was grown and purified as described [44]. Mouse monoclonal antibodies to RVFV N (1D8-1-2), GN (7B6-2-2-2) and GC (R2-1F7-3-2) were a gift from C. Schmaljohn (USAMRIID), and rabbit polyclonal antibody to RVFV GN (154) (PROSCI) were used to detect RVFV antigens. Anti-TGN46 (Abcam) and Anti-GM130 (Abcam) were used to detect the Golgi apparatus in mammalian and Drosophila cells respectively. Mouse anti-enterovirus VP1 (Ncl-Entero) was used to detect poliovirus. Anti-DCV [44] was used to detect Drosophila C virus. Fluorescently labeled secondary antibodies were obtained from Jackson Immunochemicals or Molecular Probes. The PKC inhibitor set was obtained from (Calbiochem), the LOPAC1280 library and all other inhibitors were purchased from Sigma.
Infections and Immunofluorescence
Cells were infected with the indicated MOI of virus in complete media and fixed and processed for immunofluorescence at the indicated time point post infection. For RVFV MP12 infections, cells were fixed in PBS 4% formaldehyde, washed twice in PBS 0.1% TritonX-100 (PBS-T), and blocked in PBS-T/2% BSA. Primary antibodies were diluted in block, added to cells, and incubated overnight at 4°C. Cells were washed in PBS-T, and incubated in secondary antibody for over one hour at room temperature. Alternatively, FITC conjugated anti-RVFV N was incubated overnight at 4°C. For poliovirus infections, cells were fixed with ice-cold methanol for 5 min followed by permeabilization with 0.1% Triton X-100 in PBS. Cells were incubated with anti-VP1 for 1 h at RT. Cells were counterstained with Hoescht 33342 or DAPI (Sigma). Plates were imaged using an automated microscope (ImageXpress Micro), and quantification was performed using MetaXpress image analysis software.
Small Molecule Screen
Each compound in the library was added at 10µM per well 1 day after seeding cells in 384 well plates. Mammalian cells were seeded at 6,000 cells 24 hours prior to drug treatment, and infected with RVFV MP12 at MOI = 0.08 for 16 hours, for an average infection of 6%. Drosophila cells were seeded at 20,000 cells per well 24 hours prior to drug treatment, and infected with RVFV MP12 at MOI = 0.02 for 48 hours, for an average infection of 15%. The 293T/17 cells were fixed and stained with FITC conjugated anti-RVFV N and counter-stained with DAPI. The Drosophila cells were fixed and stained with purified anti-RVFV GN followed by anti-mouse texas red secondary. Next, the cells were stained with FITC conjugated anti-RVFV N and counter-stained with DAPI.
Screen Analysis
Three sites in each well for each wavelength were imaged at 10× for mammalian cells and 20× for Drosophila cells using automated microscopy (ImageXpressMicro). Automated image analysis was used to calculate the number of Dapi+ cells and the number of infected cells (FITC+, Texas Red+). These metrics were used to calculate the percent infection for each site, which was averaged for each well. Percent infection was log-transformed, and the median and interquartile range were used to calculate a robust Z score: (log10(%infection)-log10(median))/(IQR*0.74) [24]. Outliers were identified if the Z score was <−1.7 in both replicates (p<0.002).
Drug validation and IC50s
Mammalian 293T/17 cells were seeded at 25,000 cells per well and Drosophila S2 cells were seeded at 100,000 cells per well in 96 well plates. Drugs were added at 10 µM concentrations for initial validation or as a dilution series for IC50 assays for 30 minutes before infection. 293T/17 cells were infected for 12–15 hours at an MOI = 0.3 for an average infection of 20%, and S2 cells were infected at an MOI = 0.05 for 36 hours, for an average infection of 10%. Cells were fixed, stained and imaged as described above. IC50 values were calculated using percent infection normalized to no drug controls and set at 100%. Sigmoidal curve fit equations in GraphPad Prism are shown. The IC50 values are the average of at least two experiments.
Time-of-addition
Mammalian 293T/17 cells were seeded at 18,000 cells per well in 96 well plates 48 hours prior to infection. Drugs were added at indicated concentrations 30 minutes prior to infection for pre-treatment samples. Virus was added at an MOI = 0.3 for 1 hour for an average infection of 20%, cells were washed to remove unbound virus, and media was replaced containing drugs in both pre-infection treatment and post-infection treatment conditions. Cells were infected for 12–15 hours, then fixed and processed for immunofluoresence as above. Percent infection was calculated; infected cells with no inhibitor were set to 100% and used to normalize the treated samples for three independent experiments.
Mammalian RNAi
6,000 293T cells were reverse transfected with 20nM siRNA using HiPerfect according to the manufacturers protocol (Qiagen). 48 hours post-transfection, cells were infected with RVFV MP12 (MOI = 1) for 12 hours. 293T cells were infected with poliovirus at an MOI = 1 for 8 hours. H358 cells were infected with RVFV MP12 for plaque assays or poliovirus at an MOI = 10 for 8 hours for immunofluorescence. siRNAs were purchased from Dharmacon (NonTargeting, PKCε, PKCδ). Hairpin constructs were generated against a control (Dharmacon NTS_C) or PKCepsilon (Dharmacon#849) and were transfected into H358 cells. Puromycin selection resulted in stable cell lines that express the hairpins. Plaque assays were performed on BHK or Vero cells and fixed at three days post infection.
Fly strains and infections
Flies were grown on standard cornmeal dextrose medium supplemented with dry yeast at room temperature. The following fly strains were used in this study: w1118, Actin-Gal4, Heat shock-Gal4, UAS-PKCi (Bloomington), UAS-PKC98E IR (VDRC). Adult flies of the indicated genotypes were injected with ∼50 nL and monitored daily for lethality or were collected for immunoblot analysis or viral titers performed as above [44].
Immunoblot analysis
Cells or 4–6 pooled flies were lysed in radioimmunoprecipitation (RIPA) buffer supplemented with a protease inhibitor cocktail (Boehringer). Samples were separated by non-reducing SDS-PAGE for anti-RVFV antibodies, and reducing SDS-PAGE for other antibodies. RVFV antigens were detected with a combination of purified anti- RVFV GN and GC. PKCε was detected with anti-PKCε (Santa Cruz). HRP-conjugated secondary antibodies (Jackson Biochemical) and FEMTO SuperSignal Chemiluminescence Reagent were used for visualization.
Supporting Information
Acknowledgments
We thank Connie Schmaljohn (USAMRIID) for monoclonal antibodies to RVFV, John Hogenesch (UPenn) for calcium-dependent transcriptional reporters and the Cell Based Screening Core (UPenn) for the LOPAC library, and use of the facility. Terri Moser and Jason Wojcechowskyj for helpful discussions. The VDRC for UAS-PKCε IR transgenic flies, and Bloomington for other fly stocks. Marcelo Kazanietz (UPenn) for PKC advice and reagents.
Footnotes
Competing Interests: The authors have declared that no competing interests exist.
Funding: This work was supported by the MARCE U54 AI 057168 to RD and SC. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1.Gubler DJ. The global emergence/resurgence of arboviral diseases as public health problems. Arch Med Res. 2002;33:330–342. doi: 10.1016/s0188-4409(02)00378-8. [DOI] [PubMed] [Google Scholar]
- 2.Schmaljohn CS, Hooper JW. Bunyaviridae: the viruses and their replication. In: Knipe DM, Howley PM, editors. Fields Virology. 4th ed. Philadelphia: Lippencott, Williams and Wilkens; 2001. [Google Scholar]
- 3.Flick R, Bouloy M. Rift Valley fever virus. Curr Mol Med. 2005;5:827–834. doi: 10.2174/156652405774962263. [DOI] [PubMed] [Google Scholar]
- 4.Gad AM, Hassan MM, el Said S, Moussa MI, Wood OL. Rift Valley fever virus transmission by different Egyptian mosquito species. Trans R Soc Trop Med Hyg. 1987;81:694–698. doi: 10.1016/0035-9203(87)90460-3. [DOI] [PubMed] [Google Scholar]
- 5.Jupp PG, Cornel AJ. Vector competence tests with Rift Valley fever virus and five South African species of mosquito. J Am Mosq Control Assoc. 1988;4:4–8. [PubMed] [Google Scholar]
- 6.Adams MD, Celniker SE, Holt RA, Evans CA, Gocayne JD, et al. The genome sequence of Drosophila melanogaster. Science. 2000;287:2185–2195. doi: 10.1126/science.287.5461.2185. [DOI] [PubMed] [Google Scholar]
- 7.Brand AH, Perrimon N. Targeted gene expression as a means of altering cell fates and generating dominant phenotypes. Development. 1993;118:401–415. doi: 10.1242/dev.118.2.401. [DOI] [PubMed] [Google Scholar]
- 8.Echeverri CJ, Perrimon N. High-throughput RNAi screening in cultured cells: a user's guide. Nat Rev Genet. 2006;7:373–384. doi: 10.1038/nrg1836. [DOI] [PubMed] [Google Scholar]
- 9.Perrimon N. New advances in Drosophila provide opportunities to study gene functions. Proc Natl Acad Sci U S A. 1998;95:9716–9717. doi: 10.1073/pnas.95.17.9716. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Pinheiro VB, Ellar DJ. How to kill a mocking bug? Cell Microbiol. 2006;8:545–557. doi: 10.1111/j.1462-5822.2006.00693.x. [DOI] [PubMed] [Google Scholar]
- 11.Royet J, Reichhart JM, Hoffmann JA. Sensing and signaling during infection in Drosophila. Curr Opin Immunol. 2005;17:11–17. doi: 10.1016/j.coi.2004.12.002. [DOI] [PubMed] [Google Scholar]
- 12.Rubin GM, Yandell MD, Wortman JR, Gabor Miklos GL, Nelson CR, et al. Comparative genomics of the eukaryotes. Science. 2000;287:2204–2215. doi: 10.1126/science.287.5461.2204. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 13.White KP, Rifkin SA, Hurban P, Hogness DS. Microarray analysis of Drosophila development during metamorphosis. Science. 1999;286:2179–2184. doi: 10.1126/science.286.5447.2179. [DOI] [PubMed] [Google Scholar]
- 14.Dietzl G, Chen D, Schnorrer F, Su KC, Barinova Y, et al. A genome-wide transgenic RNAi library for conditional gene inactivation in Drosophila. Nature. 2007;448:151–156. doi: 10.1038/nature05954. [DOI] [PubMed] [Google Scholar]
- 15.Cherry S, Doukas T, Armknecht S, Whelan S, Wang H, et al. Genome-wide RNAi screen reveals a specific sensitivity of IRES-containing RNA viruses to host translation inhibition. Genes Dev. 2005;19:445–452. doi: 10.1101/gad.1267905. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16.Marsh M, Helenius A. Virus entry: open sesame. Cell. 2006;124:729–740. doi: 10.1016/j.cell.2006.02.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17.Amstutz B, Gastaldelli M, Kalin S, Imelli N, Boucke K, et al. Subversion of CtBP1-controlled macropinocytosis by human adenovirus serotype 3. EMBO J. 2008;27:956–969. doi: 10.1038/emboj.2008.38. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 18.Coyne CB, Shen L, Turner JR, Bergelson JM. Coxsackievirus entry across epithelial tight junctions requires occludin and the small GTPases Rab34 and Rab5. Cell Host Microbe. 2007;2:181–192. doi: 10.1016/j.chom.2007.07.003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 19.Mercer J, Helenius A. Vaccinia virus uses macropinocytosis and apoptotic mimicry to enter host cells. Science. 2008;320:531–535. doi: 10.1126/science.1155164. [DOI] [PubMed] [Google Scholar]
- 20.Caplen H, Peters CJ, Bishop DH. Mutagen-directed attenuation of Rift Valley fever virus as a method for vaccine development. J Gen Virol. 1985;66 ( Pt 10):2271–2277. doi: 10.1099/0022-1317-66-10-2271. [DOI] [PubMed] [Google Scholar]
- 21.Vialat P, Muller R, Vu TH, Prehaud C, Bouloy M. Mapping of the mutations present in the genome of the Rift Valley fever virus attenuated MP12 strain and their putative role in attenuation. Virus Res. 1997;52:43–50. doi: 10.1016/s0168-1702(97)00097-x. [DOI] [PubMed] [Google Scholar]
- 22.Wasmoen TL, Kakach LT, Collett MS. Rift Valley fever virus M segment: cellular localization of M segment-encoded proteins. Virology. 1988;166:275–280. doi: 10.1016/0042-6822(88)90174-2. [DOI] [PubMed] [Google Scholar]
- 23.Gerrard SR, Nichol ST. Characterization of the Golgi retention motif of Rift Valley fever virus G(N) glycoprotein. J Virol. 2002;76:12200–12210. doi: 10.1128/JVI.76.23.12200-12210.2002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 24.Zhang XD, Yang XC, Chung N, Gates A, Stec E, et al. Robust statistical methods for hit selection in RNA interference high-throughput screening experiments. Pharmacogenomics. 2006;7:299–309. doi: 10.2217/14622416.7.3.299. [DOI] [PubMed] [Google Scholar]
- 25.Swanson JA. Shaping cups into phagosomes and macropinosomes. Nat Rev Mol Cell Biol. 2008;9:639–649. doi: 10.1038/nrm2447. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Newton AC. Protein kinase C: structural and spatial regulation by phosphorylation, cofactors, and macromolecular interactions. Chem Rev. 2001;101:2353–2364. doi: 10.1021/cr0002801. [DOI] [PubMed] [Google Scholar]
- 27.Conkright MD, Guzman E, Flechner L, Su AI, Hogenesch JB, et al. Genome-wide analysis of CREB target genes reveals a core promoter requirement for cAMP responsiveness. Mol Cell. 2003;11:1101–1108. doi: 10.1016/s1097-2765(03)00134-5. [DOI] [PubMed] [Google Scholar]
- 28.Fiering S, Northrop JP, Nolan GP, Mattila PS, Crabtree GR, et al. Single cell assay of a transcription factor reveals a threshold in transcription activated by signals emanating from the T-cell antigen receptor. Genes Dev. 1990;4:1823–1834. doi: 10.1101/gad.4.10.1823. [DOI] [PubMed] [Google Scholar]
- 29.Martiny-Baron G, Kazanietz MG, Mischak H, Blumberg PM, Kochs G, et al. Selective inhibition of protein kinase C isozymes by the indolocarbazole Go 6976. J Biol Chem. 1993;268:9194–9197. [PubMed] [Google Scholar]
- 30.Broughton SJ, Kane NS, Arthur B, Yoder M, Greenspan RJ, et al. Endogenously inhibited protein kinase C in transgenic Drosophila embryonic neuroblasts down regulates the outgrowth of type I and II processes of cultured mature neurons. J Cell Biochem. 1996;60:584–599. doi: 10.1002/(sici)1097-4644(19960315)60:4<584::aid-jcb14>3.0.co;2-h. [DOI] [PubMed] [Google Scholar]
- 31.Schaeffer E, Smith D, Mardon G, Quinn W, Zuker C. Isolation and characterization of two new drosophila protein kinase C genes, including one specifically expressed in photoreceptor cells. Cell. 1989;57:403–412. doi: 10.1016/0092-8674(89)90915-x. [DOI] [PubMed] [Google Scholar]
- 32.Mitzner D, Dudek SE, Studtrucker N, Anhlan D, Mazur I, et al. Phosphorylation of the influenza A virus protein PB1-F2 by PKC is crucial for apoptosis promoting functions in monocytes. Cell Microbiol. 2009;11:1502–1516. doi: 10.1111/j.1462-5822.2009.01343.x. [DOI] [PubMed] [Google Scholar]
- 33.Volmer R, Monnet C, Gonzalez-Dunia D. Borna disease virus blocks potentiation of presynaptic activity through inhibition of protein kinase C signaling. PLoS Pathog. 2006;2:e19. doi: 10.1371/journal.ppat.0020019. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Ennaciri J, Ahmad R, Menezes J. Interaction of monocytic cells with respiratory syncytial virus results in activation of NF-kappaB and PKC-alpha/beta leading to up-regulation of IL-15 gene expression. J Leukoc Biol. 2007;81:625–631. doi: 10.1189/jlb.0806507. [DOI] [PubMed] [Google Scholar]
- 35.Chu JJ, Leong PW, Ng ML. Analysis of the endocytic pathway mediating the infectious entry of mosquito-borne flavivirus West Nile into Aedes albopictus mosquito (C6/36) cells. Virology. 2006;349:463–475. doi: 10.1016/j.virol.2006.01.022. [DOI] [PubMed] [Google Scholar]
- 36.Ramanathan HN, Jonsson CB. New and Old World hantaviruses differentially utilize host cytoskeletal components during their life cycles. Virology. 2008;374:138–150. doi: 10.1016/j.virol.2007.12.030. [DOI] [PubMed] [Google Scholar]
- 37.Prekeris R, Hernandez RM, Mayhew MW, White MK, Terrian DM. Molecular analysis of the interactions between protein kinase C-epsilon and filamentous actin. J Biol Chem. 1998;273:26790–26798. doi: 10.1074/jbc.273.41.26790. [DOI] [PubMed] [Google Scholar]
- 38.Ellis DS, Shirodaria PV, Fleming E, Simpson DI. Morphology and development of Rift Valley fever virus in Vero cell cultures. J Med Virol. 1988;24:161–174. doi: 10.1002/jmv.1890240205. [DOI] [PubMed] [Google Scholar]
- 39.Meier O, Boucke K, Hammer SV, Keller S, Stidwill RP, et al. Adenovirus triggers macropinocytosis and endosomal leakage together with its clathrin-mediated uptake. J Cell Biol. 2002;158:1119–1131. doi: 10.1083/jcb.200112067. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Schmitz-Peiffer C, Laybutt DR, Burchfield JG, Gurisik E, Narasimhan S, et al. Inhibition of PKCepsilon improves glucose-stimulated insulin secretion and reduces insulin clearance. Cell Metab. 2007;6:320–328. doi: 10.1016/j.cmet.2007.08.012. [DOI] [PubMed] [Google Scholar]
- 41.Garcia S, Crance JM, Billecocq A, Peinnequin A, Jouan A, et al. Quantitative real-time PCR detection of Rift Valley fever virus and its application to evaluation of antiviral compounds. J Clin Microbiol. 2001;39:4456–4461. doi: 10.1128/JCM.39.12.4456-4461.2001. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Peters CJ, Reynolds JA, Slone TW, Jones DE, Stephen EL. Prophylaxis of Rift Valley fever with antiviral drugs, immune serum, an interferon inducer, and a macrophage activator. Antiviral Res. 1986;6:285–297. doi: 10.1016/0166-3542(86)90024-0. [DOI] [PubMed] [Google Scholar]
- 43.Coyne CB, Kim KS, Bergelson JM. Poliovirus entry into human brain microvascular cells requires receptor-induced activation of SHP-2. EMBO J. 2007;26:4016–4028. doi: 10.1038/sj.emboj.7601831. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Cherry S, Perrimon N. Entry is a rate-limiting step for viral infection in a Drosophila melanogaster model of pathogenesis. Nat Immunol. 2004;5:81–87. doi: 10.1038/ni1019. [DOI] [PMC free article] [PubMed] [Google Scholar]
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