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Sci Rep. 2017; 7: 11392.
Published online 2017 September 12. doi:  10.1038/s41598-017-11892-9
PMCID: PMC5596013

Effect of efflux pump inhibition on Pseudomonas aeruginosa transcriptome and virulence

Abstract

Efflux pumps of the resistance-nodulation-cell-division (RND) family increase antibiotic resistance in many bacterial pathogens, representing candidate targets for the development of antibiotic adjuvants. RND pumps have also been proposed to contribute to bacterial infection, implying that efflux pump inhibitors (EPIs) could also act as anti-virulence drugs. Nevertheless, EPIs are usually investigated only for their properties as antibiotic adjuvants, while their potential anti-virulence activity is seldom taken into account. In this study it is shown that RND efflux pumps contribute to Pseudomonas aeruginosa PAO1 pathogenicity in an insect model of infection, and that the well-characterized EPI Phe-Arg-β-naphthylamide (PAβN) is able to reduce in vivo virulence of the P. aeruginosa PAO1 laboratory strain, as well as of clinical isolates. The production of quorum sensing (QS) molecules and of QS-dependent virulence phenotypes is differentially affected by PAβN, depending on the strain. Transcriptomic and phenotypic analyses showed that the protection exerted by PAβN from P. aeruginosa PAO1 infection in vivo correlates with the down-regulation of key virulence genes (e.g. genes involved in iron and phosphate starvation). Since PAβN impacts P. aeruginosa virulence, anti-virulence properties of EPIs are worthy to be explored, taking into account possible strain-specificity of their activity.

Introduction

Introduction of any antibiotic in the clinical practice invariably results in ensuing resistance. The indiscriminate use of antibiotics and the increasing emergence of antibiotic resistance has drained the research in this field, resulting in a discovery rate of new antibiotics unable to compensate the escalation of antibiotic resistance in common pathogens1, 2.

The serious economic and health problems caused by multi-drug resistant (MDR) pathogens have fostered research not only into new antibiotics but also into novel adjuvants1, 2. Different from conventional antibiotics, adjuvants share the distinctive feature of targeting bacterial factors not essential for growth, such as virulence determinants (e.g. toxins, adhesins and tissue-degrading enzymes) or antibiotic resistance determinants (e.g. efflux pumps, antibiotic inactivating enzymes). Such treatments are aimed at facilitating host immune response and/or antibiotic action in clearing the infection. As to anti-virulence drugs, they are predicted to exert a low selective pressure for the emergence of resistant strains, since they do not directly inhibit bacterial growth24.

The active efflux of antibiotics via efflux pumps contributes to the bacterial MDR phenotype, and the development of efflux pump inhibitors (EPIs) is considered a promising adjuvant strategy2, 57. Efflux pumps are categorized into different families on the basis of the amino acid sequence, the energy source required to drive antibiotic export, and the substrate specificity. The resistance-nodulation-cell-division (RND) family of efflux pumps is considered a viable target for the development of drugs aimed at increasing bacterial susceptibility to antibiotics, due to their prominent contribution to the MDR phenotype and to the absence of human homologues2, 57. Notably, evidence is emerging that some RND transporters are also involved in the efflux of bacterial factors important for virulence8, 9. These preliminary observations suggest that EPIs targeting RND efflux pumps could also affect bacterial virulence, in addition to facilitating antibiotic activity.

Pseudomonas aeruginosa is one of the most dreaded opportunistic pathogens, representing a paradigm of Gram-negative MDR “superbug” for which effective therapeutic options are limited. The ability of P. aeruginosa to cause a wide range of infections in humans is due to its capacity to produce a large repertoire of virulence factors and, ultimately, respond and adapt to harsh conditions as those imposed by the host immune response and antibiotic exposure1. The pathogenic potential of P. aeruginosa relies on the coordinated expression of a large array of virulence factors, the majority of which are positively controlled by quorum sensing (QS)10. The three main P. aeruginosa QS systems are based on the production of specific signal molecules, namely the N-acyl-homoserine lactones (AHLs) N-3-oxododecanoyl-homoserine lactone (3OC12-HSL) and N-butanoyl-homoserine lactone (C4-HSL), and the 2-alkyl-4-quinolones (AQs) 2-heptyl-4-hydroxyquinoline (HHQ) and 2-heptyl-3-hydroxy-4-quinolone (PQS). These systems are hierarchically organized, since 3OC12-HSL is required for optimal production of all QS signals10. Moreover, the P. aeruginosa genome is predicted to encode multiple RND efflux pumps, four of which are of clinical importance for MDR, namely MexAB-OprM, MexCD-OprJ, MexEF-OprN and MexXY-OprM, and are frequently found to be up-regulated in clinical isolates11.

The MexAB-OprM is considered as the most important RND efflux pump for P. aeruginosa, since it is constitutively expressed and provides intrinsic resistance to a broad spectrum of antibiotics11. The emergence of P. aeruginosa MexAB-OprM over-expressing mutants in a rat model of acute pneumonia suggests that this efflux pump confers a selective advantage in vivo, also in the absence of antibiotic treatment12. Moreover, P. aeruginosa lacking the MexAB-OprM efflux pump could not invade Madin-Darby canine kidney (MDCK) epithelial cells, and invasion could be restored by supplementation with culture supernatants obtained from MDCK cells infected with wild type P. aeruginosa 13. In addition, it was reported that MexAB-OprM participates in the efflux of 3OC12-HSL14, 15 and that MexEF-OprN and MexGHI-OprM could be involved in transport of some AQs16, 17. All these data argue for a role of MexAB-OprM and other P. aeruginosa RND efflux pumps in the export of virulence determinants contributing to invasiveness and infection.

Phe-Arg-β-naphthylamide (PAβN, also named MC-207,110) is the most active and best studied inhibitor of P. aeruginosa RND efflux pumps. It was discovered in a screen for adjuvants of the fluoroquinolone levofloxacin, carried out in a P. aeruginosa strain that over-expressed MexAB-OprM, though this EPI was also found to be active against other RND pumps like MexCD-OprJ and MexEF-OprN18, 19, indicating that PAβN is a broad spectrum EPI2, 5. In agreement with the results obtained with MexAB-OprM-deficient cells13, it has been shown that PAβN reduces the invasiveness of P. aeruginosa in MDCK cells20, suggesting that this compound could also inhibit some P. aeruginosa virulence traits. Indeed, PAβN decreases the production of the QS signals 3OC12-HSL and C4-HSL, and of some QS-dependent virulence phenotypes in P. aeruginosa MDR isolates from urinary and wound infections21. Beside its role as EPI, it has been reported that PAβN can affect P. aeruginosa membrane permeability, and consequently bacterial growth, when used beyond certain concentrations (~50–200 µM)19, 22. This side effect is particularly relevant in efflux pumps deficient genetic backgrounds19, 22, and complicates the understanding of the mechanism of action of PAβN as an EPI and as a virulence inhibitor.

This study is aimed at investigating the effect of PAβN on the general physiology and virulence of the widely studied model strain P. aeruginosa PAO1, by performing microarray analysis and Galleria mellonella infection experiments. We also provide evidence that PAβN affects to different extent virulence-related phenotypes in P. aeruginosa clinical isolates.

Results and Discussion

PAβN treatment extensively affects the P. aeruginosa transcriptome

A major requirement for anti-virulence drugs is their ability to inhibit virulence traits without affecting cell viability3, 4. Hence, PAβN concentrations not affecting the growth rate of P. aeruginosa (i.e. ≤50 µM; Fig. S1) were used throughout this study.

The transcriptional profiles of P. aeruginosa PAO1 grown to an A600 of 2.5 in LB in the presence or in the absence of 27 µM PAβN were compared by means of high-density oligonucleotide microarrays, by using Affimetrix GeneChip® for P. aeruginosa PAO1. Following statistical validation of the dataset, only genes with a fold change >2 and a p-value <0.05 were considered for further analysis. Selected genes significantly up- or down-regulated by PAβN are listed in Tables 1 and and2,2, respectively (the complete gene list is given in Table S1, Supporting Information).

Table 1
Selected genes whose transcription is up-regulated by PAßN.
Table 2
Selected genes whose transcription is down-regulated by PAßN.

The transcription of 108 genes was significantly affected by PAβN (Table S1), corresponding to about 1.9% of P. aeruginosa PAO1 genes23. Of these, 39 genes were up-regulated and 69 genes were down-regulated in the presence of PAβN (Table S1). Among the 39 genes up-regulated by PAβN, the most represented categories comprise genes involved in nitrogen metabolism (nir, nor and nos genes; 33.3% of up-regulated genes) and in biosynthesis of phenazines (phz genes; 10.2% of up-regulated genes) (Tables 1 and S1). Phenazines constitute a group of nitrogen-containing heterocyclic compounds, including the virulence factor pyocyanin24.

Among the 69 down-regulated genes, 46 genes (66.7%) were previously reported to be repressed by iron25. These include almost all the genes involved in the biosynthesis, uptake and regulatory response to the siderophores pyoverdine and pyochelin, including the pvdS sigma factor gene, which also activates the expression of prpL protease and toxA toxin genes (Tables 2 and S1). Moreover, metabolic and virulence genes previously shown to be induced in response to iron starvation were down-regulated by PAβN, including fumarate hydratase (fumC1), superoxide dismutase (sodM) and protease (aprX) genes (Table 2). The negative effect exerted by PAβN on the iron-starvation response pathway correlates with previous studies showing that PAβN synergizes with iron chelators in reducing the growth rate and biofilm formation of P. aeruginosa 26. Moreover, PAβN treatment caused down-regulation of genes repressed by phosphate availability, including pho, pst and pnh genes27 (Tables 2 and S1). Overall, the expression of many genes important for P. aeruginosa pathogenicity, such as pvdS, phoB, pstS and vreR 2530, was strongly repressed by PAβN (Table 2).

The differential expression of selected genes identified as PAβN-controlled was validated by quantitative reverse transcription PCR (qRT-PCR) analysis performed on P. aeruginosa cultures grown under the same conditions as those used for the microarray experiment. The qRT-PCR results matched the microarray data, since the mRNA level of the norB and qteE genes increased in the presence of 27 µM PAβN, while the mRNA level of the pvdQ, aprX, fumC1, pvdS and sodM genes decreased in the same conditions (Fig. 1A).

Figure 1
Validation of the microarray data by qRT-PCR. mRNA levels of the indicated genes quantified by qRT-PCR in: (A) The P. aeruginosa PAO1 strain grown to an A600 of 2.5 in LB supplemented with 27 µM PAßN, relative to the same strain ...

Despite the concentration of PAβN used in this experiment (27 µM) is not expected to destabilize the cell membrane of wild type PAO1, the possibility that this EPI controls some of the identified genes via membrane perturbation rather than efflux pump inhibition cannot be ruled out. However, the specificity of PAβN effect as an EPI in our settings is supported by the observation that only 2 out of the 108 PAβN-regulated genes (i.e. phzF1 and PA4139; Table S1) were identified in a previous microarray analysis performed with sub-MIC concentration of the membrane destabilizing peptide polymyxin E (colistin)31 (Table S1). Furthermore, none of the genes whose expression was altered upon exposure to sub-MIC concentration of polymyxin B32 were affected by PAβN.

Additional qRT-PCR analyses were also performed to further support the primary role of PAβN as an EPI. Since previous reports showed that 1 mM Mg2+ completely abolished the permeabilizing effect exerted by PAβN on bacterial membranes19, 33, the effect of PAβN on the mRNA level of qteE, pvdS and sodM was compared in the absence and in the presence of 1 mM MgSO4. The expression of the same genes was also evaluated in a P. aeruginosa efflux-deficient mutant (PAO1-KP Δefflux) carrying deletions in genes encoding the four major RND efflux pumps of this bacterium, namely MexAB-OprM, MexCD-OprJ, MexEF-OprN and MexXY-OprM34 (Table S2). Since this mutant was not generated in our laboratory, and it is well known that PAO1 strains maintained in different laboratories disclose genotype variability35, strain PAO1-KP Δefflux was compared with its isogenic wild type strain PAO1-KP34.

This experiment revealed that 27 µM PAβN increases the mRNA level of qteE and decreases the mRNA level of pvdS and sodM irrespective of the presence or the absence of MgSO4, both in PAO1 (Fig. 1B) and in PAO1-KP (Fig. 1C). Notably, the fold change in the mRNA level of the tested genes was similar in PAO1-KP supplemented with PAβN and in PAO1-KP Δefflux relative to untreated PAO1-KP (Fig. 1C), supporting the conclusion that the alteration in gene expression caused by PAβN relies on its ability to inhibit efflux pumps, rather than on its membrane permeabilizing effect. This is in line with previous reports suggesting that PAβN has a strong activity as an efflux pump inhibitor and a weak, concentration-dependent activity in destabilizing the cell envelope, both in P. aeruginosa and in Escherichia coli 19, 33. Unfortunately, the well-known toxic effect of PAβN to efflux pumps-deficient P. aeruginosa cells2, 19 does not allow to investigate the effect of PAβN on the PAO1-KP Δefflux strain.

Overall, these data indicate that the PAβN-dependent inhibition of efflux pumps has a profound impact on the P. aeruginosa transcriptome.

PAβN treatment affects P. aeruginosa virulence-related phenotypes

The expression of the genes involved in 3OC12-HSL and C4-HSL synthesis and reception (i.e. lasI-lasR, and rhlI-rhlR, respectively) and of the vast majority of genes known to be controlled by these QS signal molecules3638 was not inhibited by PAβN in the microarray analysis (Table S1). This result and the positive effect exerted by PAβN on the expression of pyocyanin biosynthetic genes was not expected, since PAβN was previously shown to negatively affect the transcription of the las and rhl QS genes and the expression of phenotypes controlled by QS (i.e. pyocyanin, proteases and elastase production) in P. aeruginosa strains isolated from urinary tract and wound infections21. To clarify this issue, we measured the level of QS signals (i.e. 3OC12-HSL, C4-HSL and HHQ/PQS) and of the above-mentioned QS-dependent virulence factors in supernatants collected from P. aeruginosa PAO1 cultures in LB supplemented with increasing concentrations of PAβN (experimental details are given in Materials and Methods). Results showed that the production of 3OC12-HSL is significantly increased in the presence of PAβN concentrations ≥9 µM (Fig. 2A), while C4-HSL and HHQ/PQS production was not affected even at the maximum PAβN concentration tested (50 µM; Fig. 2A). The observation that PAβN increases 3OC12-HSL production both in PAO1 and in PAO1-KP also in the presence of 1 mM MgSO4, and that 3OC12-HSL levels are higher in the supernatant of PAO1-KP Δefflux relative to the supernatant of PAO1-KP (Fig. 2B) indicates that the effect of PAβN on 3OC12-HSL can be ascribed to the inhibition of efflux pumps, rather than to membrane perturbation. Further experiments carried out with transcriptional fusions confirmed that PAβΝ did not affect lasI and lasR promoter activity in PAO1 (Fig. S2), in agreement with the microarray data. Hence, the positive effect exerted by PAβΝ on 3OC12-HSL production in P. aeruginosa does not appear to occur at the transcriptional level. Interestingly, PAβΝ reduced the transcription of pvdQ (Fig. 1 and Table 2), a gene coding for the PvdQ acylase, an enzyme responsible for 3OC12-HSL degradation39. Therefore, the increase in 3OC12-HSL level caused by PAβΝ could be due, at least in part, to a decreased degradation of this signal molecule as a consequence of pvdQ down-regulation. In addition, PAβΝ enhanced the transcription of qteE (Fig. 1 and Table 1), a gene coding for a protein that hampers the activity of the 3OC12-HSL-receptor protein LasR40. The enhanced expression of QteE in PAβΝ-treated cells may result in reduced levels of active LasR, thus counterbalancing the effect of increased 3OC12-HSL levels on the transcription of LasR-dependent genes.

Figure 2
Effect of PAβN on QS signal molecules production. (A) 3OC12-HSL (white bars), C4-HSL (light-grey bars) and HHQ/PQS (dark-grey bars) production in P. aeruginosa PAO1 stationary phase cultures grown in LB or in LB supplemented with PAßN ...

As shown in Fig. 3A, pyocyanin production increased in the presence of PAβN concentrations ≥9 µM by comparison with the untreated control. Conversely, PAβN did not affect the production of proteases and elastase (Fig. 3A). These results are in agreement with the microarray data, showing that PAβN increases the transcription of pyocyanin biosynthetic genes in PAO1, without affecting the mRNA level of proteases and elastase genes (Tables 1 and S1). Therefore, it can be argued that the positive effect exerted by PAβN on pyocyanin production in P. aeruginosa PAO1 is likely exerted via a QS-independent pathways controlling phenazines biosynthesis. The increase in pyocyanin levels caused by PAβN treatment was maintained in the presence of MgSO4 in both PAO1 and PAO1-KP, although the absolute pyocyanin levels were lower in PAO1-KP than in PAO1 (Fig. 3B). Moreover, pyocyanin production in PAO1-KP Δefflux was significantly increased relative to PAO1-KP (Fig. 3B). These observations suggest that pyocyanin production is affected by PAβN via specific EPI activity. High sequence homology of pyocyanin biosynthetic operons phzA 1-G 1 and phzA 2 -G 2 in PAO123 does not allow discriminating their mRNAs via microarray or qRT-PCR analyses. Therefore, transcriptional fusions between the PphzA 1 or PphzA 2 promoters and the luxCDABE operon41 were used to clarify the effect of PAβN on the pyocyanin biosynthetic operons. As shown in Fig. 3C, PAβN increased the activity of the PphzA 1 promoter, while it did not affect PphzA 2. Also in this case, the effect of PAβN was not alleviated in the presence of MgSO4 (Fig. 3C).

Figure 3
Effect of PAβN on pyocyanin production. (A) Pyocyanin (white bars), proteases (light-grey bars) and elastase (dark-grey bars) production in P. aeruginosa PAO1 cultures grown in LB in the absence or in the presence of PAßN at the concentrations ...

Additional phenotypic analyses revealed that 50 µM PAβN caused a 8-fold and 2-fold reduction of twitching and swimming motility compared with the untreated control, respectively (Fig. 4A). Moreover, swarming motility was completely abrogated in the presence of 6.25 µM PAβN (Fig. 4B), in agreement with previous observations on P. aeruginosa clinical isolates21. A substantial decrease in swimming, twitching and swarming was also observed in PAO1-KP Δefflux relative to PAO1-KP (Fig. 4C), indicating that the effect of PAβΝ on these phenotypes is mainly dependent on efflux pumps inhibition. The negative effect exerted by PAβΝ on P. aeruginosa motility seems to be unrelated to an altered expression of pili, flagella or rhamnolipids biosynthetic genes, as suggested by the microarray results (Table S1). However, motility is a pleiotropic and energetically demanding process, strongly affected by nutrients availability. In this context, the metabolic alteration caused by PAβΝ (e.g. up-regulation of nitrogen metabolism genes and down-regulation of iron-uptake genes; Tables 1 and S1) could explain the effect of this EPI on P. aeruginosa motility. Moreover, it is well documented that pvdQ is up-regulated in swarming cells, while its deletion abrogates swarming motility in P. aeruginosa 42. Thus the PAβΝ-mediated reduction of pvdQ transcription (Fig. 1 and Table 1) correlates with the strong inhibitory effect exerted by this EPI on swarming motility.

Figure 4
Effect of PAβN on P. aeruginosa motility. (A) P. aeruginosa swimming (white bars) and twitching (grey bars) motility in the absence or in the presence of PAßN at the concentrations indicated below the histogram. The average diameter of ...

In summary, the effects of PAβΝ on P. aeruginosa PAO1 QS and virulence-related phenotypes are in agreement with the microarray analysis, and confirm that this molecule increases 3OC12-HSL and pyocyanin levels via specific EPI activity, without affecting the production of other QS signal molecules and of the QS-controlled virulence factors elastase and proteases.

In vivo anti-virulence activity of PAβN

The above results show that PAβN (≤50 µM) inhibits P. aeruginosa PAO1 processes related to motility and acquisition of micronutrients (i.e. phosphate and iron), relevant for pathogenesis in several models of acute infection25, 2730. On the other hand, in the PAO1 strain PAβN stimulates the production of both 3OC12-HSL and pyocyanin, both playing a positive role in P. aeruginosa virulence10, 28, 4345.

These puzzling in vitro results raise the question of what kind of effect PAβN has on P. aeruginosa PAO1 virulence in vivo. To tackle this issue, the effect of PAβN on P. aeruginosa virulence was assessed in Galleria mellonella, an insect model of infection that well correlates with murine acute infection models28. We firstly aimed at validating the infection model by testing the virulence of the efflux-deficient mutant PAO1-KP Δefflux compared to its isogenic wild type strain PAO1-KP. The survival rate of G. mellonella larvae 24 h after the challenge with the tested P. aeruginosa strains is shown in Fig. 5A. Nearly all larvae infected with wild type P. aeruginosa (PAO1-KP) were killed at the maximum infective dose tested (ca. 45 colony forming units or CFU/larva), and larvae survival increased as a function of decreasing infective dose. Conversely, >50% of larvae challenged with the efflux-deficient mutant PAO1-KP Δefflux survived also at the maximum infective dose tested. The differences between the wild type and the efflux-deficient mutant survival curves were evident at all infection doses (Fig. 5A). To the best of our knowledge, this result is the first demonstration that genetic inactivation of RND efflux pumps causes a decrease in P. aeruginosa pathogenic potential in vivo. Interestingly, a PAO1 triple mutant inactivated in MexAB-OprM, MexCD-OprJ and MexEF-OprN did not show reduced virulence in the same infection model in a previous study46. This observation suggests that the deletion of MexXY-OprM in addition to MexAB-OprM, MexCD-OprJ and MexEF-OprN in PAO1-KP Δefflux could be critical to reduce the virulence potential of P. aeruginosa in the G. mellonella model of infection. However, this issue should be investigated by using identical experimental settings and isogenic mutants generated in the same PAO1 strain.

Figure 5
Effect of PAβN on P. aeruginosa virulence in G. mellonella larvae. Viability of G. mellonella larvae 24 h after injection with the indicated amount of bacteria. Larvae were injected with: (A) The P. aeruginosa strains PAO-KP wild type ...

Since the average weight of G. mellonella larvae was ca. 500 mg, and arbitrarily assuming uniform dispersal of injected bacteria and PAβN in 500 µl of internal volume in each larva43, we calculated that to reach 50 µM final concentration of PAβN, each larva should be injected with 25 µl of saline containing 1 mM PAβN. As a preliminary control experiment, we verified that the injection of 25 µl of saline containing 1 mM PAβN did not affect the survival of uninfected larvae (data not shown). Then, G. mellonella larvae were inoculated with P. aeruginosa PAO1-KP in the absence or in the presence of PAβN. Results shown in Fig. 5A demonstrate that PAβN was able to protect G. mellonella larvae from P. aeruginosa PAO1-KP infection. Interestingly, the survival plot of the larvae infected with PAO1-KP and treated with PAβN was slightly lower than that of the untreated larvae infected with the efflux-deficient mutant PAO1-KP [increment]efflux, but was higher than the untreated control infected with wild type PAO1-KP, supporting the hypothesis that PAβN-mediated inhibition of RND efflux pumps is the cause of virulence attenuation. Also in this case, it was not possible to directly verify this hypothesis by testing the effect of PAβN on PAO1-KP [increment]efflux infectivity in G. mellonella due to the toxicity exerted by PAβN on this mutant strain1922. Notably, PAβN exerted a similar protective effect when the larvae were challenged with the P. aeruginosa PAO1 strain routinely used in our laboratory (data not shown). Overall, these results strongly suggest that the PAβN-mediated inhibition of RND efflux pumps decreases P. aeruginosa PAO1 pathogenicity in G. mellonella, despite the increase in 3OC12-HSL and pyocyanin levels observed in vitro in response to PAβN.

Effect of PAβN on P. aeruginosa cystic fibrosis isolates

The previous observation that PAβN treatment inhibited 3OC12-HSL and pyocyanin production in P. aeruginosa clinical strains21 and our results showing that this EPI has an opposite effect in the reference laboratory strains PAO1 and PAO1-KP suggest that virulence-related phenotypes could be variably affected by PAβN, depending on the test strain.

In order to verify this hypothesis, we measured the effect of 27 µM PAβN treatment on 3OC12-HSL and pyocyanin production, as well as swarming motility, in eleven P. aeruginosa clinical strains isolated from the lungs of cystic fibrosis (CF) patients47. The growth curve of all tested strains was not affected by PAβN treatment (data not shown). Interestingly, among the seven isolates producing 3OC12-HSL, PAβN increased this phenotype in one strain (i.e. KK72), had no effect in two strains (i.e. AA2 and KK71), while inhibited the production of this signal molecule in the remaining strains, though to different extents (Table 3). Out of four CF isolates that produced detectable amounts of pyocyanin, two responded to PAβN by reducing and two by increasing pyocyanin production (Table 3). Finally, only five CF isolates showed swarming motility in the absence of PAβN, and this phenotype was abrogated upon PAβN treatment in all of them (Table 3).

Table 3
Effects of PAßN treatment on virulence phenotypes in P. aeruginosa clinical isolates.

It appears therefore that PAβN has variable effects on QS signal and pyocyanin production, which are strain-dependent. This is in agreement with the previous study21, showing that PAβN inhibited to a different extent 3OC12-HSL and C4-HSL levels in two isolates from urinary tract infections, while C4-HSL production was not inhibited in two isolates from wound infections. The extent of PAβN-mediated inhibition on all the tested virulence-related phenotypes varied significantly among the four clinical isolates previously analysed21. In contrast, swarming motility was invariably inhibited in all swarming-proficient CF isolates (Table 3). Moreover, for the majority of isolates, no correlation was observed between production/inhibition of the 3OC12-HSL signal molecule and the effect of PAβN on pyocyanin levels or swarming motility (Table 3), supporting our hypothesis that the effect of PAβN on pyocyanin production is exerted via QS-independent pathway(s).

The anti-virulence activity of PAβN against CF clinical isolates was further investigated in G. mellonella larvae in the presence and in the absence of 50 µM PAβN. The CF isolates AA2, AA44, KK2, KK72, and TR1 were selected based on their different pattern of virulence phenotypes and sensitivity to PAβN (Table 3). Since the CF isolates showed different pathogenicity in the G. mellonella larvae, the optimal range of injected bacteria to be used in the infection was preliminarily assessed (data not shown). As shown in Fig. 5C, D and E, PAβN significantly increased the survival of G. mellonella larvae challenged with the strains AA44, KK2 and KK72 at all the tested infective doses. Conversely, protection from AA2 infection was observed only for low doses of injected bacteria (<20 bacteria per larva; Fig. 5B), and poor protection effect was observed when G. mellonella larvae where challenged with the TR66 isolate (Fig. 5F).

Overall, PAβN exerted a general protective effect on G. mellonella larvae against P. aeruginosa CF isolates (Fig. 5B–F), irrespective of its positive or negative influence on 3OC12-HSL and pyocyanin production (Table S3).

Conclusions

Efflux pumps inhibition is a viable strategy to overcome the problem of antibiotic resistance. Both academic and industrial research is currently directed to the development of efflux inhibitors, and the interest in RND efflux pump inhibitors as antibiotic adjuvants is steadily increasing over the years2, 57. Moreover, the notion that RND efflux pumps could play a role in bacterial infection is emerging8, 9, implying that certain EPIs could also be endowed with anti-virulence properties. Nevertheless, EPIs are usually considered only for their properties as antibiotic adjuvants, while their anti-virulence potential is seldom taken into account.

Here we demonstrate in a simple infection model that RND efflux pumps contribute to the establishment of P. aeruginosa PAO1 infection and, accordingly, that the EPI PAβN is able to reduce pathogenicity. In PAO1, the protective effect exerted by PAβN in vivo well correlates with in vitro suppression of some virulence-related phenotypes and repression of key virulence-related genes.

Although this study was not aimed at investigating the mechanistic link between RND efflux pumps and virulence, our findings provide relevant hints for future research. The transcriptomic analysis showed that the effect of PAβN on P. aeruginosa PAO1 physiology is specific, since it affects particular groups of genes, mainly related to iron and phosphate acquisition, as well as nitrogen metabolism. It is particularly relevant that PAβN inhibits the transcription of global regulators that are crucial for the establishment of a productive infection, such as the sigma factor gene pvdS and the response regulator gene phoB, controlling the regulons responding to iron and phosphate starvation, respectively48, 49.

It should be noticed that PAβN may also destabilize the outer membrane of Gram-negative bacteria, in addition to act as a nonspecific RND efflux pump inhibitor19, 22, 33. However, the majority of studies agree that the membrane-destabilizing activity of this molecule is only relevant in strains unable to extrude PAβN (i.e. mutants lacking RND efflux pumps), and that PAβN mainly acts as an efflux inhibitor in efflux pump-proficient isolates19, 33. Here, PAβN had no effect on the growth rate of P. aeruginosa at concentrations up to 50 µM (Fig. S1), showing that in our experimental setting PAβN does not have growth-limiting effects. Most of the transcriptional and phenotypic effects observed in this study are controlled by PAβN also in the presence of the membrane stabilizing ion Mg2+, and are mimicked by deletion of multiple efflux pumps in the PAO1-KP [increment]efflux mutant, strongly suggesting that, in our experimental setting, PAβN mainly acts as an efflux pump inhibitor.

By combining the response of clinical P. aeruginosa isolates to PAβN in vitro (Table 3) and in vivo (Fig. 5), no correlation could be established between the effect of this EPI on some virulence phenotypes (i.e. 3OC12-HSL and pyocyanin production, swarming motility) and the outcome of G. mellonella infection. This evidence suggests either that the protective effect of PAβN in vivo occurs through inhibition of virulence-related trait(s) not investigated in this study, or that the specific virulence factors affected by PAβN may be strain-specific.

Although the number of strains and virulence-related phenotypes tested here and in the previous study21 is not sufficient to drive a definitive conclusion, the strain-dependent response to PAβN is an issue that deserves to be taken into consideration when testing the anti-virulence properties of any EPI. Unfortunately, PAβN is toxic for humans, hindering future therapeutic application and discouraging further studies aimed at characterizing the effect of this specific EPI on a wider panel of P. aeruginosa clinical strains. Actually, toxicity toward human cells is one of the major obstacle for microbial EPI implementation, and more efforts directed at specifically inhibiting efflux pumps operating only in prokaryotes are required. However, the search for new EPI candidates with improved pharmacological properties with respect to PAβN is in progress, as testified by the many research articles and thoughtful reviews published on this topic2, 57.

In conclusion, this study shows that RND efflux pump inhibition has an impact on bacterial virulence in vivo, and highlights that any new EPI should be tested not only for its ability to increase the inhibitory activity of antibiotics, but also for its anti-virulence effect. Given the strain-dependent response of P. aeruginosa to PAβN, anti-virulence properties should be tested on different virulence traits and on large panels of P. aeruginosa isolates from different types of infection.

Materials and Methods

Bacterial strains, growth conditions and chemicals

P. aeruginosa strains used in this study are listed in Table S2. All strains were routinely grown in Lysogeny Broth (LB)50 supplemented with 50 mM 3-(N-morpholino)propanesulfonic acid (MOPS), pH 7.0. PAβN (Sigma-Aldrich) was suspended in dimethyl sulfoxide (DMSO) at a 10 mM final concentration.

Measurements of promoter activity and phenotypic assays

P. aeruginosa PAO1 strains carrying the PphzA 1 ::luxCDABE or PphzA 2 ::luxCDABE transcriptional fusions41 were grown at 37 °C for 10 h in LB or in LB supplemented with 27 µM PAβN, 1 mM MgSO4 or 27 µM PAβN plus 1 mM MgSO4. Bioluminescence was determined in the resulting cultures as a function of cell density using an automated luminometer-spectrometer (Tecan Spark 10M), as previously described41.

Levels of QS signal molecules in P. aeruginosa PAO1, PAO1-KP and PAO1-KP [increment]efflux culture supernatants were determined during bacterial growth in LB supplemented with different PAβN concentrations and/or 1 mM MgSO4, by using the reporter strains specific for 3OC12-HSL, C4-HSL and HHQ/PQS43, 51, 52.

Pyocyanin was extracted with 3 ml of chloroform from 5 ml of cell-free supernatants of P. aeruginosa PAO1, PAO1-KP and PAO1-KP [increment]efflux cultures grown at 37 °C for 10 h in LB supplemented with different PAβN concentrations and/or 1 mM MgSO4, and then re-extracted into 1 ml of 0.2 N HCl. The A520 of the resulting solution was measured to determine pyocyanin level43, 44. Proteases and elastase activities were determined in 100 µl of the same cell-free supernatants by the azocasein and elastin-Congo red hydrolysis assays, respectively43, 44.

Swimming, swarming and twitching motilities were assessed as previously described43, 44.

Transcriptomic analysis

P. aeruginosa PAOI was inoculated at an A600 of 0.01 into 20 ml of LB with or without 27 μM PAβN. The cultures were grown at 37 °C with shaking until they reached an A600 of 2.5, and then 1 ml of cells was harvested by centrifugation. RNA extraction, retro-transcription and high-density oligonucleotides microarrays transcriptome analysis were performed and analysed as previously described44, 52. RNA integrity was monitored by agarose gel electrophoresis, and the absence of contaminating chromosomal DNA was verified by PCR with primers pairs FWpqsB-RVpqsB and FW16SRT-RV16SRT (Table S3).

Processing of the P. aeruginosa PAO1 Affimetrix GeneChip® and statistical analysis of the dataset were performed at Lausanne Genomic Technologies Facility, Center for Integrative Genomics, University of Lausanne, Switzerland. For each condition, two different pools of RNA were compared (biological duplicate), each containing RNAs from three independent extractions (technical triplicate). Fold changes >2.0 with a p-value < 0.05 were considered as statistically significant.

qRT-PCR analyses

Novel P. aeruginosa PAO1 cultures were prepared specifically for qRT-PCR analysis. Growth conditions, and sampling for RNA extraction were the same used for the microarray experiments described above. When required, LB was also supplemented with 1 mM MgSO4. The same setting were used also for qRT-PCR analysis performed in PAO-KP and PAO1-KP [increment]efflux. cDNA synthesis was performed from 1 µg of total purified RNA by using random hexamer primers and the iScript Reverse Transcription Supermix for RT-qPCR kit (BioRad).

qRT-PCR reactions were performed using the iTaq™ Universal SYBR® Green Supermix (BioRad) and primers listed in Table S3, which were designed using the Primer-Blast software (www.ncbi.nlm.nih.gov/tools/primer-blast). The reaction involved incubation at 95 °C for 1 min and 40 cycles of amplification at 95 °C for 10 s and 60 °C for 45 s. The 16 S ribosomal RNA was used as the internal control to calculate the relative fold change in gene expression by the 2[increment][increment]Ct method53. The analysis was performed in duplicate on three technical replicates.

Galleria mellonella killing assay

The G. mellonella killing assay was performed as previously described43, with minor modifications. Briefly, G. mellonella caterpillars in the final instar larval stage (average weight, 480 ± 70 mg) were infected with 25 µl of bacterial cell suspensions in saline containing or not 1 mM PAβN. Although P. aeruginosa cells were incubated in the presence of PAβN for less than 15 min before injection, preliminary assays showed that 1 mM PAβN treatment in vitro (for up to 1 h) does not significantly affect P. aeruginosa cell viability (data not shown). One hundred-µl aliquots of the same suspensions were plated on LB agar to determine the number of viable cells (CFU) injected in the larvae. Larvae were incubated at 30 °C in Petri dishes (ten larvae per dish) and monitored over four days. Larvae were considered dead when they did not respond to gentle prodding. At least 30 larvae were inoculated per condition, in three independent experiments.

Statistical analysis

Statistical significance was determined by calculating the p-values using the two-tailed Student-t test for unpaired data sets; differences with a p-value  0.05 are considered as statistically significant.

Electronic supplementary material

Acknowledgements

We thank: Prof. K. Poole (Department of Biomedical and Molecular Sciences, School of Medicine, Queen’s University, Kingston, Canada) for kindly providing the P. aeruginosa strains PAO1-KP wild type and [increment]efflux; Prof. B. Tümmler (Medizinische Hochschule Hannover, Hannover, Germany) and Dr. A. Bragonzi (San Raffaele Scientific Institute, Milano, Italy) for kindly providing the P. aeruginosa strains isolated from cystic fibrosis patients; Prof. Paul Williams and Dr. Matthew P. Fletcher (University of Nottingham, Nottingham, UK) for kindly providing the PphzA 1 ::lux and PphzA 2 ::lux transcriptional fusions; the Lausanne Genomic Technologies Facility staff (Center for Integrative Genomics, University of Lausanne, Switzerland) for bioinformatics assistance with the microarray analysis, in particular Dr. K. Harshman, Dr. A. Paillusson and Dr. L. Wigger. This work was supported by: Italian Cystic Fibrosis Research Foundation (FFC 10/2013 to LL and FI); Italian Ministry for University and Research (RBFR10LHD1 to GR); Regione Lazio (LR 13/2008 - FILAS-RU-2014-1009 to PV). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

Author Contributions

Author Contributions

G.R., C.R.P., F.L., R.B., V.B., M.M., and F.I. performed experiments; G.R., F.I., P.V. and L.L. conceived and designed the experiments, analyzed the data and contributed reagents/materials/analysis tools; G.R. and L.L. wrote the manuscript. All authors offered a critical review of the paper.

Notes

Competing Interests

The authors declare that they have no competing interests.

Footnotes

Electronic supplementary material

Supplementary information accompanies this paper at 10.1038/s41598-017-11892-9.

Publisher's note: Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

References

1. Pendleton JN, Gorman SP, Gilmore BF. Clinical relevance of the ESKAPE pathogens. Expert Rev. Anti Infect. Ther. 2013;11:297–308. doi: 10.1586/eri.13.12. [PubMed] [Cross Ref]
2. Wright GD. Antibiotic adjuvants: rescuing antibiotics from resistance. Trends Microbiol. 2016;24:862–871. doi: 10.1016/j.tim.2016.06.009. [PubMed] [Cross Ref]
3. Rasko DA, Sperandio V. Anti-virulence strategies to combat bacteria-mediated disease. Nat. Rev. Drug Discov. 2010;9:117–28. doi: 10.1038/nrd3013. [PubMed] [Cross Ref]
4. Rampioni, G., Visca, P., Leoni, L. & Imperi, F. Drug repurposing for antivirulence therapy against opportunistic bacterial pathogens. Emerging Topics in Life Sciences, doi:10.1042/ETLS20160018 (2017).
5. Li XZ, Plésiat P, Nikaido H. The challenge of efflux-mediated antibiotic resistance in Gram-negative bacteria. Clin. Microbiol. Rev. 2015;28:337–418. doi: 10.1128/CMR.00117-14. [PMC free article] [PubMed] [Cross Ref]
6. Spengler G, Kincses A, Gajdács M, Amaral L. New roads leading to old destinations: efflux pumps as targets to reverse multidrug resistance in bacteria. Molecules. 2017;22:3. doi: 10.3390/molecules22030468. [PubMed] [Cross Ref]
7. Wang Y, Venter H, Ma S. Efflux pump inhibitors: a novel approach to combat efflux-mediated drug resistance in bacteria. Curr. Drug Targets. 2016;17:702–719. doi: 10.2174/1389450116666151001103948. [PubMed] [Cross Ref]
8. Piddock LJ. Multidrug-resistance efflux pumps - not just for resistance. Nat. Rev. Microbiol. 2006;4:629–636. doi: 10.1038/nrmicro1464. [PubMed] [Cross Ref]
9. Alcade-Rico M, Hernando-Amado S, Blanco P, Martínez JL. Multidrug efflux pumps at the crossroad between antibiotic resistance and bacterial virulence. Front. Microbiol. 2016;7:1483. [PMC free article] [PubMed]
10. Williams P, Cámara M. Quorum sensing and environmental adaptation in Pseudomonas aeruginosa: a tale of regulatory networks and multifunctional signal molecules. Curr. Opin. Microbiol. 2009;12:182–191. doi: 10.1016/j.mib.2009.01.005. [PubMed] [Cross Ref]
11. Poole K. Pseudomonas aeruginosa: resistance to the max. Front. Microbiol. 2011;2:65. doi: 10.3389/fmicb.2011.00065. [PMC free article] [PubMed] [Cross Ref]
12. Join-Lambert OF, et al. Differential selection of multidrug efflux mutants by trovafloxacin and ciprofloxacin in an experimental model of Pseudomonas aeruginosa acute pneumonia in rats. Antimicrob. Agents Chemother. 2001;45:571–576. doi: 10.1128/AAC.45.2.571-576.2001. [PMC free article] [PubMed] [Cross Ref]
13. Hirakata Y, et al. Multidrug efflux systems play an important role in the invasiveness of Pseudomonas aeruginosa. J. Exp. Med. 2002;196:109–118. doi: 10.1084/jem.20020005. [PMC free article] [PubMed] [Cross Ref]
14. Evans K, et al. Influence of the MexAB-OprM multidrug efflux system on quorum sensing in Pseudomonas aeruginosa. J. Bacteriol. 1998;180:5443–5447. [PMC free article] [PubMed]
15. Pearson JP, Van Delden C, Iglewski BH. Active efflux and diffusion are involved in transport of Pseudomonas aeruginosa cell-to-cell signals. J. Bacteriol. 1999;181:1203–1210. [PMC free article] [PubMed]
16. Aendekerk S, et al. The MexGHI-OpmD multidrug efflux pump controls growth, antibiotic susceptibility and virulence in Pseudomonas aeruginosa via 4-quinolone-dependent cell-to-cell communication. Microbiology. 2005;151:1113–1125. doi: 10.1099/mic.0.27631-0. [PubMed] [Cross Ref]
17. Lamarche MG, Déziel E. MexEF-OprN efflux pump exports the Pseudomonas quinolone signal (PQS) precursor HHQ (4-hydroxy-2-heptylquinoline) PLoS One. 2011;6:e24310. doi: 10.1371/journal.pone.0024310. [PMC free article] [PubMed] [Cross Ref]
18. Renau TE, et al. Inhibitors of efflux pumps in Pseudomonas aeruginosa potentiate the activity of the fluoroquinolone antibacterial levofloxacin. J. Med. Chem. 1999;42:4928–4931. doi: 10.1021/jm9904598. [PubMed] [Cross Ref]
19. Lomovskaya O, et al. Identification and characterization of inhibitors of multidrug resistance efflux pumps in Pseudomonas aeruginosa: novel agents for combination therapy. Antimicrob. Agents Chemother. 2001;45:105–116. doi: 10.1128/AAC.45.1.105-116.2001. [PMC free article] [PubMed] [Cross Ref]
20. Hirakata Y, et al. Efflux pump inhibitors reduce the invasiveness of Pseudomonas aeruginosa. Int. J. Antimicrob. Agents. 2009;34:343–346. doi: 10.1016/j.ijantimicag.2009.06.007. [PubMed] [Cross Ref]
21. El-Shaer S, Shaaban M, Barwa R, Hassan R. Control of quorum sensing and virulence factors of Pseudomonas aeruginosa using phenylalanine arginyl β-naphthylamide. J. Med. Microbiol. 2016;65:1194–1204. doi: 10.1099/jmm.0.000327. [PubMed] [Cross Ref]
22. Lamers RP, Cavallari JF, Burrows LL. The efflux inhibitor phenylalanine-arginine beta-naphthylamide (PAβN) permeabilizes the outer membrane of Gram-negative bacteria. PLoS One. 2013;8:e60666. doi: 10.1371/journal.pone.0060666. [PMC free article] [PubMed] [Cross Ref]
23. Winsor GL, et al. Pseudomonas Genome Database: improved comparative analysis and population genomics capability for Pseudomonas genomes. Nucleic Acids Res. 2011;39:D596–600. doi: 10.1093/nar/gkq869. [PMC free article] [PubMed] [Cross Ref]
24. Parsons JF, et al. Structural and functional analysis of the pyocyanin biosynthetic protein PhzM from Pseudomonas aeruginosa. Biochemistry. 2007;46:1821–1828. doi: 10.1021/bi6024403. [PMC free article] [PubMed] [Cross Ref]
25. Ochsner UA, Wilderman PJ, Vasil AI, Vasil ML. GeneChip expression analysis of the iron starvation response in Pseudomonas aeruginosa: identification of novel pyoverdine biosynthesis genes. Mol. Microbiol. 2002;45:1277–1287. doi: 10.1046/j.1365-2958.2002.03084.x. [PubMed] [Cross Ref]
26. Liu Y, Yang L, Molin S. Synergistic activities of an efflux pump inhibitor and iron chelators against Pseudomonas aeruginosa growth and biofilm formation. Antimicrob. Agents Chemother. 2010;54:3960–3963. doi: 10.1128/AAC.00463-10. [PMC free article] [PubMed] [Cross Ref]
27. Romanowski K, et al. Prevention of siderophore-mediated gut-derived sepsis due to P. aeruginosa can be achieved without iron provision by maintaining local phosphate abundance: role of pH. BMC Microbiol. 2011;11:212. doi: 10.1186/1471-2180-11-212. [PMC free article] [PubMed] [Cross Ref]
28. Jander G, Rahme LG, Ausubel FM. Positive correlation between virulence of Pseudomonas aeruginosa mutants in mice and insects. J. Bacteriol. 2000;182:3843–3845. doi: 10.1128/JB.182.13.3843-3845.2000. [PMC free article] [PubMed] [Cross Ref]
29. Llamas MA, et al. A novel extracytoplasmic function (ECF) sigma factor regulates virulence in Pseudomonas aeruginosa. PLoS Pathog. 2009;5:e1000572. doi: 10.1371/journal.ppat.1000572. [PMC free article] [PubMed] [Cross Ref]
30. Imperi F, et al. Repurposing the antimycotic drug flucytosine for suppression of Pseudomonas aeruginosa pathogenicity. Proc. Natl. Acad. Sci. USA. 2013;110:7458–7463. doi: 10.1073/pnas.1222706110. [PubMed] [Cross Ref]
31. Cummins J, Reen FJ, Baysse C, Mooij MJ, O’Gara F. Subinhibitory concentrations of the cationic antimicrobial peptide colistin induce the pseudomonas quinolone signal in Pseudomonas aeruginosa. Microbiology. 2009;155:2826–2837. doi: 10.1099/mic.0.025643-0. [PubMed] [Cross Ref]
32. Fernández L, et al. Characterization of the polymyxin B resistome of Pseudomonas aeruginosa. Antimicrob. Agents Chemother. 2013;57:110–119. doi: 10.1128/AAC.01583-12. [PMC free article] [PubMed] [Cross Ref]
33. Misra R, Morrison KD, Cho HJ, Khuu T. Importance of Real-Time assays to distinguish multidrug efflux pump-inhibiting and outer membrane-destabilizing activities in Escherichia coli. J. Bacteriol. 2015;197:2479–2488. doi: 10.1128/JB.02456-14. [PMC free article] [PubMed] [Cross Ref]
34. Morita Y, Sobel ML, Poole K. Antibiotic inducibility of the MexXY multidrug efflux system of Pseudomonas aeruginosa: involvement of the antibiotic-inducible PA5471 gene product. J. Bacteriol. 2006;188:1847–1855. doi: 10.1128/JB.188.5.1847-1855.2006. [PMC free article] [PubMed] [Cross Ref]
35. Klockgether J, et al. Genome diversity of Pseudomonas aeruginosa PAO1 laboratory strains. J. Bacteriol. 2010;192:1113–1121. doi: 10.1128/JB.01515-09. [PMC free article] [PubMed] [Cross Ref]
36. Hentzer M, et al. Attenuation of Pseudomonas aeruginosa virulence by quorum sensing inhibitors. EMBO J. 2003;22:3803–3815. doi: 10.1093/emboj/cdg366. [PubMed] [Cross Ref]
37. Schuster M, Lostroh CP, Ogi T, Greenberg EP. Identification, timing, and signal specificity of Pseudomonas aeruginosa quorum-controlled genes: a transcriptome analysis. J. Bacteriol. 2003;185:2066–2079. doi: 10.1128/JB.185.7.2066-2079.2003. [PMC free article] [PubMed] [Cross Ref]
38. Wagner VE, Bushnell D, Passador L, Brooks AI, Iglewski BH. Microarray analysis of Pseudomonas aeruginosa quorum-sensing regulons: effects of growth phase and environment. J. Bacteriol. 2003;185:2080–2095. doi: 10.1128/JB.185.7.2080-2095.2003. [PMC free article] [PubMed] [Cross Ref]
39. Huang JJ, Han JI, Zhang LH, Leadbetter JR. Utilization of acyl-homoserine lactone quorum signals for growth by a soil pseudomonad and Pseudomonas aeruginosa PAO1. Appl. Environ. Microbiol. 2003;69:5941–5949. doi: 10.1128/AEM.69.10.5941-5949.2003. [PMC free article] [PubMed] [Cross Ref]
40. Siehnel R, et al. A unique regulator controls the activation threshold of quorum-regulated genes in Pseudomonas aeruginosa. Proc. Natl. Acad. Sci. USA. 2010;107:7916–7921. doi: 10.1073/pnas.0908511107. [PubMed] [Cross Ref]
41. Rampioni G, et al. Unravelling the genome-wide contributions of specific 2-alkyl-4-quinolones and PqsE to quorum sensing in Pseudomonas aeruginosa. PLoS Pathog. 2016;12:e1006029. doi: 10.1371/journal.ppat.1006029. [PMC free article] [PubMed] [Cross Ref]
42. Overhage J, Bains M, Brazas MD, Hancock RE. Swarming of Pseudomonas aeruginosa is a complex adaptation leading to increased production of virulence factors and antibiotic resistance. J. Bacteriol. 2008;190:2671–2679. doi: 10.1128/JB.01659-07. [PMC free article] [PubMed] [Cross Ref]
43. Imperi F, et al. New life for an old drug: the anthelmintic drug niclosamide inhibits Pseudomonas aeruginosa quorum sensing. Antimicrob. Agents Chemother. 2013;57:996–1005. doi: 10.1128/AAC.01952-12. [PMC free article] [PubMed] [Cross Ref]
44. Rampioni G, Schuster M, Greenberg EP, Zennaro E, Leoni L. Contribution of the RsaL global regulator to Pseudomonas aeruginosa virulence and biofilm formation. FEMS Microbiol. Lett. 2009;301:210–217. doi: 10.1111/j.1574-6968.2009.01817.x. [PubMed] [Cross Ref]
45. Zaborin, et al. Red death in Caenorhabditis elegans caused by Pseudomonas aeruginosa PAO1. Proc. Natl. Acad. Sci. USA. 2009;106:6327–6232. doi: 10.1073/pnas.0813199106. [PubMed] [Cross Ref]
46. Adamson DH, Krikstopaityte V, Coote PJ. Enhanced efficacy of putative efflux pump inhibitor/antibiotic combination treatments versus MDR strains of Pseudomonas aeruginosa in a Galleria mellonella in vivo infection model. J. Antimicrob. Chemother. 2015;70:2271–2278. doi: 10.1093/jac/dkv111. [PubMed] [Cross Ref]
47. Bragonzi A, et al. Pseudomonas aeruginosa microevolution during cystic fibrosis lung infection establishes clones with adapted virulence. Am. J. Respir. Crit. Care Med. 2009;180:138–145. doi: 10.1164/rccm.200812-1943OC. [PubMed] [Cross Ref]
48. Visca P, Leoni L, Wilson MJ, Lamont IL. Iron transport and regulation, cell signalling and genomics: lessons from Escherichia coli and Pseudomonas. Mol. Microbiol. 2002;45:1177–1190. doi: 10.1046/j.1365-2958.2002.03088.x. [PubMed] [Cross Ref]
49. Bielecki P, et al. Cross talk between the response regulators PhoB and TctD allows for the integration of diverse environmental signals in Pseudomonas aeruginosa. Nucleic Acids Res. 2015;43:6413–6425. doi: 10.1093/nar/gkv599. [PMC free article] [PubMed] [Cross Ref]
50. Sambrook, J., Fritsch, E. F. & Maniatis, T. Molecular cloning: a laboratory manual, 2ndEd. (Cold Spring Harbor Laboratory press,1989).
51. Massai F, et al. A multitask biosensor for micro-volumetric detection of N-3-oxo-dodecanoyl-homoserine lactone quorum sensing signal. Biosens. Bioelectron. 2011;26:3444–3449. doi: 10.1016/j.bios.2011.01.022. [PubMed] [Cross Ref]
52. Rampioni G, et al. Transcriptomic analysis reveals a global alkyl-quinolone-independent regulatory role for PqsE in facilitating the environmental adaptation of Pseudomonas aeruginosa to plant and animal hosts. Environ. Microbiol. 2010;12:1659–1673. [PMC free article] [PubMed]
53. Schmittgen TD, Livak KJ. Analyzing real-time PCR data by the comparative C(T) method. Nat. Protoc. 2008;3:1101–1108. doi: 10.1038/nprot.2008.73. [PubMed] [Cross Ref]

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