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Journal of Bacteriology logoLink to Journal of Bacteriology
. 2005 Mar;187(5):1799–1814. doi: 10.1128/JB.187.5.1799-1814.2005

Screening for Quorum-Sensing Inhibitors (QSI) by Use of a Novel Genetic System, the QSI Selector

Thomas Bovbjerg Rasmussen 1, Thomas Bjarnsholt 1, Mette Elena Skindersoe 1, Morten Hentzer 2, Peter Kristoffersen 1, Manuela Köte 3, John Nielsen 4, Leo Eberl 3,5, Michael Givskov 1,*
PMCID: PMC1063990  PMID: 15716452

Abstract

With the widespread appearance of antibiotic-resistant bacteria, there is an increasing demand for novel strategies to control infectious diseases. Furthermore, it has become apparent that the bacterial life style also contributes significantly to this problem. Bacteria living in the biofilm mode of growth tolerate conventional antimicrobial treatments. The discovery that many bacteria use quorum-sensing (QS) systems to coordinate virulence and biofilm development has pointed out a new, promising target for antimicrobial drugs. We constructed a collection of screening systems, QS inhibitor (QSI) selectors, which enabled us to identify a number of novel QSIs among natural and synthetic compound libraries. The two most active were garlic extract and 4-nitro-pyridine-N-oxide (4-NPO). GeneChip-based transcriptome analysis revealed that garlic extract and 4-NPO had specificity for QS-controlled virulence genes in Pseudomonas aeruginosa. These two QSIs also significantly reduced P. aeruginosa biofilm tolerance to tobramycin treatment as well as virulence in a Caenorhabditis elegans pathogenesis model.


Several bacteria show organized behavior when they establish themselves in the eukaryotic host (22). The invading bacteria express a battery of tissue-damaging virulence factors in accordance with their numbers in a process termed quorum sensing (QS) (16). This is accomplished by sensing the concentration of small, diffusible signal molecules produced by the bacteria themselves. In gram-negative bacteria, the signals are N-acyl homoserine lactones (AHLs), which are produced by the LuxI family of AHL synthases. The signal molecules differ with respect to the length of their side chains (C4 to C16) and with various degrees of substitution and saturation (34). Short-chain AHLs are freely diffusible over the cell membranes, whereas long-chain AHLs are the substrate of efflux pumps, such as mexAB-oprM (36). The AHLs are sensed by proteins belonging to the LuxR family of response regulators. LuxR homologues contain two domains, an AHL binding domain and a DNA binding domain. When AHL is bound, it alters the configuration of the LuxR homologue protein, enabling it to interact with DNA and act as a transcriptional activator (16). It should be noted that some LuxR homologues acts as repressors, blocking transcription in the absence of AHL and, when sufficient AHL is present, derepressing the target gene(s) (6). The two key components of the QS system, the luxI and luxR homologues, are often linked genes, whereas the QS target genes are localized elsewhere on the genome. In case of Vibrio fischeri, the AHL synthase gene itself is a target gene of the QS mechanism, creating an autoinduction loop, which at the triggering (or threshold) AHL concentration gives rise to a burst in AHL production and QS-controlled gene expression.

It has recently become evident that QS target genes are not generally activated at a certain threshold concentration but merely become activated as a continuum at different AHL-cell concentrations (23, 40). Pseudomonas aeruginosa utilizes at least two luxI-luxR homologous QS systems, las and rhl, to control expression of virulence factors, including elastase, (alkaline) proteases, rhamnolipids, pyocyanin, and cyanide (37). P. aeruginosa is involved in a number of acute and chronic infections of which the fatal pulmonary infection of cystic fibrosis (CF) patients is the best known (46). The significance of QS in relation to infection has become evident in several studies. Erickson et al. (15) have shown that QS signal molecules produced by P. aeruginosa can be detected in biologically significant concentrations in sputum from CF patients. Furthermore, another signal molecule, the quinolone signal, has been found in sputum, bronchoalveolar fluid, and mucopurulent fluid from CF patients (8). Using a burned mouse model of infection, Rumbaugh et al. (39) demonstrated that QS-deficient mutants were less lethal then their wild-type counterparts. Apart from taking part in control of expression of virulence factors, AHL signal molecules also interact directly with the host organism. Smith et al. (42) found that 3-oxo-C12-HSL induces COX-2, a membrane-associated prostaglandin E synthase, as well as prostaglandin E2, resulting in inflammation of the CF lung. Other studies revealed that the 3-oxo-C12-HSL molecules can interfere with components of the immune system such as interleukin-8 and interleukin-12, modulating the response to the presence of P. aeruginosa (11, 44).

Due to an increasing number of untreatable, persistent infections, there is a rising need to develop novel strategies which deal with this phenomenon. Such infections often involve the biofilm mode of growth, which adds to the bacterium's tolerance to conventional antimicrobial treatment (3). Since QS seems to be a key player in regulation of virulence and the formation of tolerant biofilms (9, 25), it is an intriguing target for future antimicrobial chemotherapy.

Several authors have suggested enzymatic degradation of AHLs as a strategy employed by several organisms, including several Bacillus species, in minimizing the detrimental effects caused by QS-regulated products (12, 14, 28). N-Acyl homoserine lactonase, encoded by aiiA, attacks the lactone bond, causing ring opening of AHLs (13). Transgenic plants harboring the aiiA gene from Bacillus thuringiensis were much less prone to maceration by Erwinia carotovora. Two genes, attM and aiiB, both encoding AHL hydrolases, are found on the Ti plasmid in Agrobacterium tumefaciens. As with AiiA, these two enzymes, expressed in E. carotovora, reduce the virulence of this bacterium (5). Other bacteria, including Arthrobacter sp., Klebsiella pneumoniae, Pseudomonas sp., Variovorax sp., Comamonas sp., and Rhodococcus erythropolis harbor enzymes capable of AHL destruction (27, 33, 45).

Probably the best-studied example of QS inhibition stems from a marine alga, Delisea pulchra. This organism produces several halogenated furanone compounds capable of interfering with AHL-mediated signaling in bacteria (18, 38). The furanones prevent the AHLs from binding to the luxR homologues and eventually cause a rapid turnover of these proteins (29, 31). Manefield et al. (30) demonstrated the potential of the halogenated furanones in preventing the pathogen Vibrio harveyi from infecting the commercially important black tiger prawn Paneus monodon. Furthermore, synthetic furanone derivatives are able to inhibit QS in vitro (23) and attenuate infection by P. aeruginosa in vivo (25). The proof of concept delivered by Hentzer et al. (25) has encouraged us to search for nontoxic compounds that might serve as scaffolds for the development of future QS inhibitor (QSI) drugs. To achieve this, we have developed a novel rapid screen for QSIs, which at the same time identifies growth inhibitory substances. The systems are termed QSI selectors (QSIS). When growth is not affected, there is no selection pressure for the development of resistant bacteria. Furthermore, QSI drugs are not expected to eliminate communities of beneficial bacteria present in the host.

MATERIALS AND METHODS

Bacterial strains.

P. aeruginosa PAO1 was obtained from the Pseudomonas genetic stock center (http://www.ecu.edu/pseudomonas; strain PAO0001). The lasI rhlI AHL PAO-JP strain is deficient in the production of signal molecules (35).

Construction of plasmid pTBR2iB for QSIS1.

Plasmid pTBR2iB was constructed as follows. PCR amplification with the primer set PluxR_end (5′-TTAATTTTTAAAGTATGGGCAATCAATTG-3′) and Plux_start (5′-GCATACTCATGCTCATAGTTAATTTCTCCTCTTTAA-3′) and with pJBA89 (1) as a template produced a 1,070-bp fragment encoding the V. fischeri luxR gene, including the regulatory part of the lux operon. The 3′ end of the fragment contains the first 10 bp of the phlA gene from Serratia liquefaciens (19). A second PCR with the primer set PphlA(F) (5-AACTATGAGCATGAGTATGCCTTTAAGTTTTACCTCTGC-3′) and Pphla(R) (5′-GATGCCGAAACCGAGCAGCG-3′) and with pMG330 (19) as a template was performed. This reaction generated a 357-bp fragment encoding a promoterless phlA gene. The 5′ end contains the 10 bp immediately upstream of the luxI start codon in pJBA89. A third PCR was performed with PluxR_end and PphlA(R) as primers and the fragments from the first two PCRs as a template. The reaction generated a 1,427-bp fragment encoding luxR and phlA; the latter gene was fused to the promoter region of luxI from pJBA89. The fragment was filled in with the Klenow fragment of DNA polymerase I and subsequently cloned into the SmaI site of pUC18not (10) by standard methods, generating pTBR2iB. QSIS1 was created by electrophoration of pTBR2iB into Escherichia coli 1100 (endA thi) (21).

Construction of plasmid pLasB-SacB1 for QSIS2.

A 1.4-kb fragment containing the structural gene sacB encoding Bacillus subtilis levansucrase (43) flanked by SphI and HindIII sites was PCR amplified with the primers sacB fwd (5′-GCACATGCATGCACATCAAAAAGTTTGC-3′) and sacB rev (5′-GCAAGCTTGCGTTTTTATTTGTTAACTG-3′) and pEX100T as a template (41). The sacB fragment was ligated into the corresponding sites of pMHLB2 (23). This produced a fusion, harbored on the Pseudomonas-E. coli shuttle vector pUCP22Not (26), between the P. aeruginosa lasB promoter and the B. subtilis sacB gene, followed by two strong transcriptional terminators from phage λ and the E. coli rrnB1 operon. Along with the plasB-sacB1 plasmid, this selector strain harbors the pSM1990 plasmid carrying constitutive expressed lux genes (non-QS dependent), giving rise to bioluminescence (pSU2007 carrying PMTluxCDABE) (32).

Construction of plasmid pPK22 for QSIS3.

A promoterless npt gene was PCR amplified from pRL1063a (48) with the sense primer 5′-TTGTAAGCTTAAGAGACAGGATGAGGATCG-3′ and antisense primer 5′-TTGTAAGCTTTCATTTCGAACCCCAGAGTC-3′, both introducing HindIII restrictions sites (underlined). The HindIII-digested PCR product was ligated into the unique HindIII site of the high-copy-number plasmid pJBA25, creating a promoterless GFP-npt operon in the plasmid pPK10. pJBA25 is a derivative of pJBA28 (2), with the only difference that pJBA25 contains the gfpmut3 instead of gfpmut3* in pJBA28. An EcoRI/KpnI fragment from pJBA89 (1), containing the luxR gene with its own promoter and upstream of luxR with the luxI promoter orientated in the opposite direction, was ligated into EcoRI/KpnI digested pPK10, creating pPK11. The coding region of the E. coli lambda phage cI857 repressor was PCR amplified from pMG300 (21) with the sense primers 5′-CAGGTACCGATTTAACGTATGAGCAC-3′ and antisense primer 5′-AGGGATCCATTTACTATGTTATGTTCTG-3′ introducing KpnI and BamHI restriction sites, respectively (underlined). The KpnI/BamHI-digested PCR product was ligated into KpnI/BamHI-digested pPK11, creating plasmid pPK12. Due to read-through from the luxI promoter into the GFP-npt operon in pPK12, the orientation of luxR-PluxI-cI857 was reversed. First, a derivative of pPK10 was constructed by inserting an EcoRI-BamHI fragment from the pUC18 polylinker into pPK10, creating plasmid pPK20. The luxR-PluxI-cI857 fragment was isolated from pPK12 as an EcoRI/BamHI fragment, and the 5′ end overhangs were filled in with the Klenow fragment from DNA polymerase I. This blunt-end fragment was ligated into SmaI-digested pPK20, creating the plasmid pPK21. The orientation of the luxR-PluxI-cI857 fragment in pPK21 was confirmed by restriction digestion analysis.

The Pr promoter from the E. coli lambda phage cI was PCR amplified from pMG300 with the primers 5′-AGGGTACCTCTATCACCGCAAGGG-3′ and 5′-CGGGTACCAGATCTTTAGCTGTCTTGG-3′, both introducing a BamHI site (underlined). The BamHI-digested PCR product was finally ligated into BamHI-digested pPK21, creating the QSIS plasmid pPK22. The correct orientation of the Pr promoter in pPK22 was confirmed by monitoring green fluorescent protein (GFP) expression.

Growth medium and conditions.

The medium used in this study was either Luria-Bertani (LB) medium (4) or ABT minimal medium supplemented with 0.5% glucose and 0.5% Casamino Acids (AB medium, containing 2.5 mg of thiamine/liter) (7). The medium was supplemented with antibiotics where appropriate. Unless otherwise stated, all strains were incubated at 37°C.

QSIS assays. Preparation of QSIS1 plates was performed in the following way. A total of 250 ml of ABT medium containing 2% agar was melted and cooled to 45°C. 3-Oxo-C6-HSL (Sigma-Aldrich, Seelze, Germany), ampicillin, 5-bromo-4-chloro-3-indoxyl-β-d-galactopyranoside (X-Gal), and isopropyl-β-d-thiogalactoside (IPTG) were added in final concentrations of 100 nM, 100 μg/ml, 40 μg/ml, and 100 μM, respectively. After mixing, 1 ml of overnight culture of QSIS1 in ABT supplemented with 0.5% (wt/vol) glucose and 0.5% (wt/vol) Casamino Acids was added. Agar plates were subsequently made by pouring 25 ml of the mixture in petri dishes (each, 7 cm in diameter). Preparation of QSIS2 plates was performed the following way. A total of 250 ml of LB agar (2% [wt/vol]) was melted and cooled to 50°C, after which 25 ml of A10 (7) and 14 g of sucrose were added. Gentamicin, 3-oxo-C12-HSL, and C4-HSL (Sigma) were added to final concentrations of 80 μg/ml, 200 nM, and 200 nM, respectively. After being cooled to 43°C, 5 ml of QSIS2 overnight culture in ABT supplemented with 0.5% (wt/vol) glucose and 0.5% (wt/vol) Casamino Acids was added. Plates were poured as described above. Preparation of QSIS3 plates was performed the following way. The selector strain QSIS3 was grown overnight in LB with kanamycin (50 μg/ml) at 30°C. LB with agar was melted and cooled to 45°C. Next, 3-oxo-C6-HSL was added to a final concentration of 100 nM, kanamycin was added to a final concentration of 65 μg/ml, and an overnight culture of the selector strain was carried out at a 1,000-fold dilution.

The medium was allowed to solidify, after which wells (4 mm in diameter) were made. A total of 50 μl of test substance was added to each well, and the plates were left for 1 h at room temperature, after which they were incubated overnight at 30°C (QSIS1 and QSIS3) or 37°C (QSIS2). The appearance of a circular growth zone around the reservoir indicated the presence of QSI active compounds in the sample. In case of QSIS1, a blue zone emerged with growth due to the presence of hydrolyzed X-Gal in the plate. During the work with the selector strains, it was noted that a newly outgrown (16 h postinoculation) culture gave the best result with respect to low background growth. As there is a very strong selection for mutations in the genes comprising the selector systems, it is important that incubation times are kept as short as possible.

The pure compounds were tested in concentrations of 10 μM unless otherwise stated. Herbal medicine and food sources were loaded directly if in liquid form or were extracted with 2 volumes (vol/wt) of methanol for 24 h, unless otherwise stated.

Extraction of garlic.

Prior to extraction, the stem and dead leaves were removed from the garlic bulbs. A total of 150 g of garlic cloves was shredded with a standard kitchen blender along with 300 ml of toluene. After extraction overnight, the suspension was filtered through Whatman no. 1 filter paper. A total of 150 ml of sterile water was added, and the mixture was stirred for 24 h at room temperature, after which the two phases were allowed to form. The water phase was separated from the organic phase, sterile filtered, and used as raw extract in the present work.

Dose response.

To establish a dose-response relationship of a putative QSI compound or a QSI-containing extract, a twofold serial dilution was made with growth medium (ABT with 0.5% [wt/vol] Casamino Acids) in a microtiter dish. Each well contained 100 μl of QSI solution (diluted). Next, 200 μl of an overnight culture (diluted 1:100) of P. aeruginosa PAO1 lasB-gfp(ASV) (23) was added. Growth was monitored as the optical density at 450 nm (OD450) over a time course of 16 h, and GFP expression was measured at 515 nm.

TLC assay.

Two-dimensional thin-layer chromatography (TLC) was performed with RP-18 F254S sheets (Merck). A 50-μl spot of garlic extract was applied to the TLC plate, and the plate was developed. For the first dimension, a methanol:water (60:40) mixture was used. For the second dimension, an ethanol:water (70:30) mixture was used. After elution, the plates were overlaid with 250 ml of ABT agar (2% [wt/vol]) containing 0.5% (wt/vol) glucose, 0.5% (wt/vol) Casamino Acids, 100 μg of ampicillin/ml, 100 nM 3-oxo-C6-HSL, 40 μg of X-Gal/ml, 100 μM IPTG, and 1 ml of QSIS1 overnight culture. The TLC overlay was incubated overnight at 30°C.

DNA array analysis.

A total of 200 ml of ABT minimal medium supplemented with 0.5% (wt/vol) Casamino Acids was inoculated with exponentially growing P. aeruginosa PAO1 cells (OD600 < 0.5) to an optical density of 0.05. At a density of 0.7, the culture was split in two 100-ml cultures. The cultures were grown in 500-ml conical flasks in an orbital air shaker operated at 200 rpm at 37°C. Either 2% (vol/vol) garlic extract or 100 μM 4-nitro-pyridine-N-oxide (4-NPO) was added to one culture, whereas the second culture served as an untreated control. Treated and untreated cultures showed similar growth. Samples were retrieved at OD600 = 2.0, mixed with 2 volumes of RNAlater (Ambion), and stored at −80°C until RNA extraction. RNA extraction was performed with the QIAGEN RNeasy purification kit with the bacterial protocol. To remove all DNA, the purified RNA was treated for 1h with 11 U of DNase I, and RNA was retrieved with the QIAGEN RNeasy purification kit. Synthesis of cDNA was done by mixing 10 μg of RNA with 250 ng of random primers (Invitrogen Life Technologies) in a total volume of 30 μl. The rest of the assay was performed according to the protocol supplied by Affymetrix.

Biofilm.

Biofilms were cultivated in continuous-culture once-through flow chambers perfused with sterile ABtrace minimal medium containing 0.3 mM glucose as described previously (23). Garlic extract (1% [vol/vol]) was added to the ABtrace medium where appropriate. Biofilm growth and development were examined by scanning confocal laser microscopy with an LSM 510 system (Carl Zeiss GmbH, Jena, Germany) equipped with an argon laser and a helium-neon laser for excitation of fluorophores. Tolerance of biofilms to tobramycin was assessed by introducing tobramycin (340 μg/ml) to the influent medium to 3-day-old biofilms. After 24 h, biofilms were examined by scanning confocal laser microscopy. Bacterial viability in biofilm cultures was assessed using the LIVE/DEAD BacLight bacterial viability staining kit (Molecular Probes, Inc., Eugene, Oreg.) as described previously (24).

Caenorhabditis elegans nematode model.

P. aeruginosa strains, PAO1 wt. and PAO1 lasIrhlI (23), were grown in 5 ml of LB liquid culture in the presence or absence of 2% (vol/vol) garlic extract overnight with shaking. Similar cultures were made with 100 μM 4-NPO. Culture samples (each, 15 μl) were then spread on BHI agar plates (diameter of each, 55 mm) containing either no or 2% (vol/vol) garlic extract. Likewise, plates containing 100 μM 4-NPO were made. Following overnight incubation at 30°C, five to seven L4 or adult wild-type Bristol N2 worms were transferred to the plates, which then were sealed with parafilm and incubated at 20°C. The number of living worms per plate was determined at various time points with a Stemi SV 6 microscope (Zeiss) at a magnification of ×50. Nematodes were considered dead when they failed to respond to tapping of the plate against the microscope stage. All experiments were carried out five times.

RESULTS AND DISCUSSION

Construction of QSIS.

We devised two general types of QSIS systems, A and B (Fig. 1). The basic design of type A comprised a gene encoding a lethal protein (leading to growth arrest and cell death) fused to a QS-controlled promoter. Consequently, type A was unable to grow in the presence of AHL signal molecules unless a functional nontoxic QSI compound was present at a sufficiently high concentration. The basic design of type B employed an antibiotic resistance gene, which was controlled by a repressor. Expression of the repressor was in turn controlled by a QS-regulated promoter. In the presence of AHL, production of the repressor quenched expression of the antibiotic resistance gene, leading to growth inhibition in the presence of the appropriate antibiotic. However, if a QSI compound was present, downregulation of the repressor enabled growth of the bacteria.

FIG. 1.

FIG. 1.

The three QSIS systems. (A) QSIS1 phlA encodes the toxic gene product, expression of which is controlled by LuxR, the system established in E. coli. (B) In QSIS2, the LasR- and RhlR-regulated lasB promoter control expression of the sacB gene, expression of which leads to cell death in the presence of sucrose. The system was established in a lasI rhlI mutant of P. aeruginosa harboring a plasmid containing a constitutively expressed lux operon, which gives rise to expression of bioluminescence in growing cells. (C) The QSIS3 system is also based on LuxR regulation. The npt and gfp genes, conferring kanamycin resistance and green fluorescence, respectively, are controlled by the cI repressor, which in turn is regulated by QS through the luxI promoter. The system was established in E. coli.

QSIS bacteria supplemented with AHL signals were cast in agar plates according to the description in Materials and Methods. Test samples were applied to wells made in the agar. The samples diffused into the agar, creating a gradient with the highest concentration close to the well. The nature of the gradient depended on the molecules in the sample, i.e., large molecules diffused more slowly, less-soluble molecules diffused differently from easily solubilized ones, etc. Since the effect of the test compounds on growth of the bacterium is unknown, establishment of this concentration gradient is ideal, since all concentrations are tested at once.

The QSIS1 system was based on the luxI-gfp reporter made by Andersen et al. (1). The luxR gene and the promoter region of luxI were fused to phlA from S. liquefaciens MG1 (Fig. 1) (21). When expressed without its cognate antidote, PhlB, PhlA caused rapid lysis of the host cell (20). In the presence of a QSI compound and 3-oxo-C6 HSL, the majority of cells survived and grew at the position where the action of the AHL and the QSI counterbalanced each other. The active components of the QSIS1 system were present on an SmaI fragment in pUC18not, which in a lac+ E. coli background gave rise to a blue circle of growth on X-Gal-supplemented medium.

QSIS2 was based on the P. aeruginosa QS systems. The lasB promoter was fused to the levansucrase-encoding gene, sacB, leading to cell death in the presence of 3-oxo-C12-HSL, C4-HSL, and sucrose. This fusion is located on a pUCP22not plasmid harbored by a lasI rhlI mutant of PAO1 (Fig. 1B). The presence of a QSI compound rescued the cells, and a circle of growth arose at the position where the action of the AHL signals and the QSI counterbalanced each other. As an additional feature, we equipped the cells with bioluminescence for detection sensitivity.

In the presence of 3-oxo-C6-HSL, the QSIS3 system achieved repression of the npt gene by the luxR-PluxI quorum sensor (Fig. 1C). In the presence of a QSI, derepression of antibiotic resistance led to growth of the selector strain. We used the cI857 repressor and the corresponding Pr promoter to control the npt gene. As an additional feature of the selector, we inserted a promoterless gfp gene immediately downstream of the npt gene.

Calibration of the selector systems.

The halogenated furanones were indeed active with all three selector systems described. We used furanone 30 (25) and furanone 56 (23) to calibrate each system (Fig. 2A). The QSIS1 assay was optimized with respect to the concentration of 3-oxo-C6-HSL and inoculum size, as described in Material and Methods. The detection limit for furanone compound 30 with QSIS1 was 500 pmol.

FIG. 2.

FIG. 2.

(A) Calibration of QSIS 1 with different amounts (as indicated) of furanone compound 30. (B) QSIS1 (left) and QSIS2 (right) in action. The QSIS bacteria are cast into the agar along with appropriate AHLs, which activate the killing genes. Test samples as indicated were added to wells in the agar, and the compounds diffused from the well, creating a concentration gradient. Growth of the selector strains was visualized as blue (shown as a dark color, left) for QSIS1 (Lac+ phenotype on X-Gal agar) or as light emission (shown as a light color, right) for QSIS2 (constitutive bioluminescence expression) with a sensitive charge-coupled device camera.

QSIS2 was established in the lasI rhlI mutant of P. aeruginosa, and the assay was optimized with respect to C4-HSL and 3-oxo-C12-HSL, as well as to sucrose content and inoculum size (see Materials and Methods). We noted some false-positive results with this selector system. For example, high concentrations of glucose resulted in a strong positive result, probably due to interference with the sucrase killing system. Therefore, if QSIS2 is used to screen extracts that contain carbohydrates (such as extracts from fruit or berries) the results should be verified by QSIS1 or QSIS3.

The assay conditions for QSIS3 were optimized for kanamycin and 3-oxo-C6-HSL (see Materials and Methods). In the absence of AHL, the selector strain was able to grow in the presence of kanamycin in the range of 50 to 100 μg/ml. In the presence of both kanamycin and 3-oxo-C6-HSL (50 to 100 nM), the selector strain was unable to grow in LB agar at 30°C, but if the furanone compounds were added to the reservoir, growth was restored (data not shown).

Screening of extracts and/or compounds.

Since the recombinant lux QS system responds to a broad spectrum of signal molecules (2), we speculated that it would also respond to a broad spectrum of QSIs. Therefore, QSIS1 was used as the first screen. The las system responded almost exclusively to 3-oxo-C12-HSL (23), making it a more narrow-range screening system. Both QSIS1 and QSIS3 are based on the lux system; hence, they essentially screen for similar events—inhibition of LuxR activation. Since QSIS3 relies on the temperature-sensitive cI repressor, it is more difficult to handle in routine screenings and was therefore not used further in the present study.

We screened two different compound libraries; the first was based on extracts of several plants and herbs, and the second consisted of various pure chemical compounds (Table 1). Plants and herbs were extracted overnight with methanol, which does not in itself exhibit QSI activity in the screens (data not shown). The most active samples from the two groups, garlic and 4-NPO, were chosen for further studies (Fig. 2B). Extraction of garlic with different solvents revealed that toluene gave the most active extract (data not shown). Toluene did not exhibit QSI activity in our screens (data not shown). The crude toluene extract of garlic used in the initial screen exerted a strong growth inhibitory effect in addition to QSI activity. This is probably due to the high amount of allicin produced when garlic is crushed. We devised an extraction protocol to avoid most of the growth inhibitory compounds (see Materials and Methods). Extraction into an aqueous phase significantly reduced the growth inhibitory effect. We also tested pure, synthetic allicin and found that it did not give rise to a positive result with our systems (data not shown).

TABLE 1.

Compounds and extracts screened for QSI activitya

Sample QSI
Bean sprout +
Blackberry
Brown onion
Chamomile +
Carrot +
Coffee
Cranberry
Poison ivy
Garlic +
Gele Royal
Ginseng
Habanero +
Honey
Clove
Leek
Mint tea
Propolis +
Raspberry
Red chili
Spring onion
Tea tree oil
Water lily +
Yellow pepper +
Blood (plasma)
Stinging nettle
Anemone
Snowberry
2-Methyl-imidazole
2-Pyrrolidone
4-Nitro-pyridine-N-oxide +
3-Hydroxy-benzaldehyde
P-Chlorobenzaldehyde
2-Phenylcyclohexanone
P-Benzoquinone +
Camphor
trans-1,2-Cyclohexandiole
Cycloheptane
Carbamic acid
1,2,3-Benzo-triazole
4-Hydroxymethyl-pyridine
trans-1,2-Diamino-cyclohexanesulfate
2-Phenyl-imidazole
2,4,5-Tri-bromo-imidazole +
2-Mercapto-benzimidazole
3,6-Dipyridine
1,4-Phenyl-1,2,3-triazole
Indole +
3-Amino-benzen-sulfonamide
Benzen-sulfon-amide
3-Nitro-benzen-sulfonamide +
2-Oxazolidione
2-Amino-4-methyl-pyridine
1,4-Cyclohexan-dione
4-Dimethyl-amino-pyridine
a

Various food sources, herbal medicines, and a selection of pure chemical compounds are shown. QSIS1 was employed to screen the samples. +, sample has QSI activity; −, no activity.

Dose response of lasB expression.

To further investigate the effect of the chosen substances on QS, we employed the lasB-gfp(ASV) QS monitor (23) harbored by PAO1. lasB is a type IV QS-controlled gene (48), which is maximally induced in the transition between exponential and stationary phases. This induction is reflected in a burst of green fluorescence. The presence of a QSI compound reduces this induction (23). As we only had a crude estimate of the QSI and subgrowth inhibitory concentrations from the selector assays, several different concentrations were tested. To determine the maximal concentration at which growth is not affected but maximum inhibition of the QS-regulated gene fusion is achieved, a 2-fold dilution series of each extract was incubated with a 100-fold dilution of an overnight culture of the QS monitor strain. Growth and fluorescence were monitored over time (Fig. 3A). During growth of this strain, lasB-gfp was induced more than 10 fold; however, when garlic extract was added to the growth medium, the onset, synthesis rate, and maximum induction were reduced in a concentration-dependent manner. At a concentration of 2% (vol/vol), the garlic extract significantly reduced the synthesis rate of GFP and lowered induction by about twofold. Usually our garlic extracts did not influence growth when used at concentrations below 1 to 2% (vol/vol). This indicates that garlic extract at this concentration interferes with the QS-controlled induction of lasB (Fig. 3A). We noted that differences in age (since picking), origin, and possible subspecies of garlic affect the dose-response relationship. Such batch variations make calibration of each extract obligatory. For 4-NPO, we found 100 μM to be the optimum concentration without affecting growth (Fig. 3B).

FIG. 3.

FIG. 3.

Dose-response curves of garlic extract (A) and 4-NPO (B). The QS monitor PAO1 (lasB-gfp) (23) was incubated with 2% (solid squares), 1% (solid triangles), 0.5% (solid circles), 0.25% (X), 0.13% (open circles), 0.06% (open triangles), or 0% (open circles) (vol/vol) garlic extract. Likewise, the QS monitor was treated with 100 μM (solid circles), 50 μM (X), 25 μM (open squares), 13 μM (open triangles), or 0 μM (open circles) 4-NPO. Growth and fluorescence were followed over time. RFU, relative fluorescence units.

Several QSI compounds are present in crude garlic extract.

Crude toluene extract of garlic was spotted onto a reversed-phase TLC plate and developed in two dimensions, after which the TLC plates were cast into agar containing QSIS1. After incubation, three spots of QSI activity were observed, indicating that the extract contained more than one biologically active QSI compound (Fig. 4A). This assay was performed with the crude extract retaining the growth inhibitory compound(s). The no-growth area suggested that this QSI activity comigrated with growth inhibitory activity. TLC separation performed on the aqueous phase revealed the presence of only one compound with QSI activity (Fig. 4B). This compound did not block growth in the tested concentration.

FIG. 4.

FIG. 4.

Two-dimensional TLC of crude toluene extract of garlic (A) and an aqueous phase separated from the toluene (B). Compounds having QSI effect were visualized by overlaying the TLC plate with agar containing QSIS1, X-Gal, and 3-oxo-C6-HSL. Large arrows indicate areas with growth of strain QSIS1, and the small black arrow points to the center where growth inhibitory activity comigrates with QSI activity.

DNA microarray analysis.

With QSIS and promoter fusions, the QSI compounds were only tested with a few QS-regulated genes. To gain more comprehensive information about the target specificity, the effect of two different garlic extracts (G1 and G6) as well as the pure compound 4-NPO on the transcriptome of P. aeruginosa was assessed by Affymetrix DNA arrays. Cultures of PAO1 were brought into exponential growth and at OD600 of 0.7, cultures were treated with either 2% (vol/vol) garlic or 100 μM 4-NPO. Although induction and repression of QS-controlled genes formed a continuum throughout the growth cycle (40), a majority of the genes are maximally regulated at the transition to stationary phase (25); hence, growth was followed to OD600 of 2.0, at which point samples for array analysis were taken. Absolute expression values from treated cultures were compared to the corresponding values of the untreated control. Expression values from genes estimated not to be present by using the Micro Array suite software, version 5.0, were not included in the analysis. Changes in gene expression were reported as simple fold changes; a change in expression of less than fivefold has proved to be insignificant in previous studies (25, 41). Genes that were significantly (>5-fold) downregulated are listed in Table 2, whereas significantly upregulated genes are listed in Table 3. Performed under these restrictions, the analysis demonstrated that the two garlic extracts affected the expression of 167 (3%) genes in total (Tables 2 and 3). According to our previous mapping (25), 34% of the QS regulon was downregulated by garlic treatment. Affected genes were found among LasR-controlled genes (8% of total number of LasR-controlled genes (25), RhlR-controlled genes (34% of total RhlR-controlled genes) (25), and LasR- plus RhlR-controlled genes (62% of total LasR- and RhlR-controlled genes) (25), indicating that garlic treatment was less efficient against LasR-controlled gene expression. 4-NPO showed a broader spectrum of target genes, as it affected expression of 337 (6%) genes in total; 323 were downregulated and 14 were upregulated (Tables 2 and 3). A total of 37% of the QS regulon was found to be downregulated by this treatment. Affected genes were found among LasR (13%), RhlR (42%), and LasR plus RhlR (67%) genes. This indicates that the garlic compounds and 4-NPO preferentially target the RhlR receptor. When analyzed under similar restrictions, the well-established QSI, furanone compound 30, was found to inhibit 46% of the QS-regulated genes in P. aeruginosa PAO1. Affected genes were found among LasR (23%), RhlR (84%) and LasR plus RhlR (39%) genes. Of the genes regulated by garlic extract and 4-NPO, 53 and 49%, respectively, are of unknown function. This seems reasonable, as about 44% of the genes in the PAO1 genome have unknown functions (25).

TABLE 2.

Genes downregulated by two different garlic extracts (G1 and G6) and 4-NPO

PA genea Gene Regulation Descriptionb Fold changec
G1 G6 4-NPO
PA0012 Hypothetical protein 1.2 −1.0 −6.8
PA0049 Hypothetical protein −31.7 −12.6 −76.3
PA0059 osmC las + rhl Osmotically inducible protein OsmC −22.2 −23.1 −51.2
PA0063 Hypothetical protein 1.3 1.3 −14.5
PA0105 coxB Cytochrome c oxidase, subunit II −2.3 −1.0 −7.9
PA0106 coxA Cytochrome c oxidase, subunit I −2.1 −1.2 −5.9
PA0107 Conserved hypothetical protein −14.4 −6.2 −23.3
PA0108 colII Cytochrome c oxidase, subunit III −10.3 −4.3 −5.7
PA0112 Hypothetical protein −6.9 −2.1 −15.2
PA0113 Probable cytochrome c oxidase assembly factor −1.7 −1.8 −19.3
PA0119 Probable dicarboxylate transporter −2.8 −1.5 −7.8
PA0121 Hypothetical protein −1.4 −1.3 −5.6
PA0122 las + rhl Conserved hypothetical protein −4.5 −4.5 −14.6
PA0133 Probable transcriptional regulator −1.5 1.4 −14.5
PA0177 Probable purine binding chemotaxis protein −2.7 −3.0 −35.6
PA0187 Hypothetical protein −3.8 −4.1 −16.6
PA0188 Hypothetical protein −28.0 −3.5 −2.4
PA0215 Probable transporter −1.0 1.1 −7.6
PA0216 Probable transporter −1,5 −1.3 −16.4
PA0224 Probable aldolase −1.9 −1.2 −8.5
PA0229 pcaT Dicarboxylic acid transporter PcaT −5.8 −3.1 −1.7
PA0276 Hypothetical protein 0.0 0.0 −7.1
PA0279 Probable transcriptional regulator −2.1 −1.4 −12.7
PA0355 pfpI Protease PfpI −14.2 −8.4 −8.0
PA0397 Probable cation efflux system protein −2.5 −1.5 −10.4
PA0534 Conserved hypothetical protein −3.8 −4.0 −13.2
PA0567 las + rhl Conserved hypothetical protein −21.9 −14.9 −11.4
PA0699 Probable peptidyl-prolyl cis-trans isomerase, PpiC type 0.0 0.0 −11.4
PA0755 Probable porin −2.0 1.3 −5.6
PA0797 Probable transcriptional regulator 2.3 1.1 −9.0
PA0798 pmtA Phospholipid methyltransferase −1.7 −1.3 −15.3
PA0800 Hypothetical protein 0.0 0.0 −35.9
PA0803 Hypothetical protein −2.3 −2.1 −17.2
PA0812 Hypothetical protein −5.1 −1.1 1.2
PA0828 Probable transcriptional regulator −1.8 −1.1 −8.0
PA0846 Probable sulfate uptake protein 1.8 −1.2 −17.3
PA0852 cpbD las + rhl Chitin binding protein CbpD precursor −14.4 −6.2 −16.9
PA0873 phhR Transcriptional regulator PhhR 0.0 0.0 −5.0
PA0887 acsA Acetyl-coenzyme A synthetase 3.6 1.9 −5.4
PA0990 Conserved hypothetical protein −3.5 −5.3 −9.9
PA0996 pqsA las Probable coenzyme A ligase −1.3 1,3 −7.6
PA1111 Hypothetical protein −5.2 −5.0 −6.9
PA1190 Conserved hypothetical protein −2.1 −1.6 −5.2
PA1202 Probable hydrolase −1.9 −1.4 −5.7
PA1216 Hypothetical protein −3.4 −2.2 −13.3
PA1242 Hypothetical protein −6.9 −3.8 −38.9
PA1249 aprA las + rhl Alkaline metalloproteinase precursor −3.4 −5.1 −16.6
PA1255 Hypothetical protein −1.1 −1.6 −9.8
PA1290 Probable transcriptional regulator −1.8 −1.5 −8.6
PA1297 Probable metal transporter −9.8 −8.9 −3.2
PA1298 Conserved hypothetical protein −13.3 −2.7 −2.8
PA1323 las + rhl Hypothetical protein −26.5 −19.5 −32.3
PA1324 las + rhl Hypothetical protein −22.5 −19.1 −21.6
PA1349 Conserved hypothetical protein −1.9 −2.2 −5.4
PA1351 Probable sigma-70 factor, ECF subfamily −1.8 −2.5 −21.7
PA1404 Hypothetical protein −2.7 −3.2 −8.8
PA1412 Hypothetical protein −6.1 −3.7 −3.6
PA1415 Hypothetical protein −2.3 −2.6 −12.6
PA1418 Probable sodium:solute symport protein −3.4 −2.8 −5.2
PA1419 Probable transporter 0.0 0.0 −9.5
PA1421 gbuA Guanidinobutyrase 0.0 0.0 −5.3
PA1470 Probable short-chain dehydrogenase −1.9 −1.6 −5.9
PA1471 Hypothetical protein −6.5 −4.7 −4.4
PA1475 ccmA Heme exporter protein CcmA 1.4 −1.0 −13.0
PA1485 Probable amino acid permease 0.0 0.0 −11.5
PA1486 Hypothetical protein 0.0 0.0 −9.0
PA1514 Conserved hypothetical protein −3.2 −3.4 −15.5
PA1523 xdhB Xanthine dehydrogenase −2.2 −2.2 −24.4
PA1562 acnA Aconitate hydratase 1 −4.3 −3.3 −6.2
PA1617 Probable AMP-binding enzyme −1.6 −2.2 −7.0
PA1651 Probable transporter −1.4 −1.3 −7.8
PA1652 Hypothetical protein −1.2 1.1 −5.7
PA1660 las + rhl Hypothetical protein −8.5 −2.5 −10.6
PA1664 las + rhl Hypothetical protein −8.6 −2.1 −4.6
PA1665 las + rhl Hypothetical protein −5.2 −3.8 −1.8
PA1667 las + rhl Hypothetical protein −5.0 −2.2 −3.4
PA1668 Hypothetical protein −2.7 −1.7 −13.9
PA1669 las + rhl Hypothetical protein −7.7 −2.4 −4.6
PA1670 stp1 Serine/threonine phosphoprotein phosphatase Stp1 −4.9 −3.3 −54.3
PA1700 Conserved hypothetical protein in type III secretion 1.4 1.1 −14.4
PA1730 Conserved hypothetical protein −2.8 −2.6 −5.6
PA1763 Hypothetical protein −1.7 −1.5 −13.7
PA1782 Probable serine/threonine-protein kinase 0.0 0.0 −27.6
PA1784 las Hypothetical protein −5.8 −4.1 −5.2
PA1840 Hypothetical protein 1.4 1.0 −33.2
PA1864 Probable transcriptional regulator −1.7 −2.0 −13.0
PA1866 Hypothetical protein −2.1 −2.1 −36.0
PA1869 las + rhl Probable acyl carrier protein −3.1 −1.8 −8.8
PA1870 Hypothetical protein −7.1 −2.9 −5.7
PA1871 lasA las + rhl Las A protease precursor −12.9 −8.1 −65.2
PA1874 Hypothetical protein −5.5 −8.0 −10.1
PA1875 las Probable outer membrane protein precursor −7.5 −7.5 −45.8
PA1876 Probable ATP binding/permease fusion ABC transporter −4.1 −5.8 −38.3
PA1881 Probable oxidoreductase −2.1 −2.8 −12.6
PA1887 Hypothetical protein −2.2 −6.2 −3.8
PA1888 Hypothetical protein −3.2 −3.4 −5.0
PA1895 Hypothetical protein −1.3 −1.3 −7.9
PA1901 phzC2 rhl Phenazine biosynthesis protein PhzC −7.2 −3.9 −16.1
PA1902 phzD2 rhl Phenazine biosynthesis protein PhzD −7.4 −5.1 −17.4
PA1903 phzE2 rhl Phenazine biosynthesis protein PhzE −10.0 −4.4 −11.5
PA1904 phzF2 rhl Probable phenazine biosynthesis protein −7.5 −5.3 −221.1
PA1905 phzG2 rhl Probable pyridoxamine 5′-phosphate oxidase −8.2 −4.7 −26.2
PA1914 Conserved hypothetical protein −15.8 −11.9 −33.1
PA1921 Hypothetical protein −34.0 −3.0 −18.4
PA1956 Hypothetical protein 0.0 0.0 −8.6
PA1970 Hypothetical protein −2.3 −1.3 −6.4
PA1978 Probable transcriptional regulator 0.0 0.0 −23.7
PA1985 pqqA Pyrroloquinoline quinone biosynthesis protein A −1.8 −2.1 −7.8
PA1988 pqqD Pyrroloquinoline quinone biosynthesis protein D 1.1 −1.6 −11.5
PA1989 pqqE Pyrroloquinoline quinone biosynthesis protein E −1.3 −1.9 −5.3
PA1999 Probable CoA transferase, subunit A 1.1 −2.3 −8.6
PA2000 Probable CoA transferase, subunit B 1.5 −1.7 −8.0
PA2001 atoB Acetyl-CoA acetyltransferase 1.5 −1.9 −9.1
PA2002 Conserved hypothetical protein −2.4 −11.3 −39.5
PA2013 Probable enoyl-CoA hydratase/isomerase −1.2 1.3 −8.6
PA2021 Hypothetical protein −13.0 −10.6 −60.1
PA2030 las + rhl Hypothetical protein −6.8 −4.7 −18.4
PA2031 las + rhl Hypothetical protein −10.8 −4.4 −17.3
PA2035 Probable decarboxylase 0.0 0.0 −27.6
PA2046 Hypothetical protein −47.2 −16.3 −31.2
PA2050 Probable sigma-70 factor, ECF subfamily 2.4 −2.2 −6.7
PA2066 Hypothetical protein −3.9 −5.2 −9.5
PA2067 Probable hydrolase −6.1 −5.7 −6.9
PA2068 rhl Probable MFS transporter −8.8 −5.7 −18.6
PA2069 rhl Probable carbamoyl transferase −24.8 −11.3 −34.1
PA2084 Probable asparagine synthetase 1.5 −3.2 −5.3
PA2086 Probable epoxide hydrolase 1.1 −3.3 −5.1
PA2088 las + rhl Hypothetical protein 0.0 0.0 −12.2
PA2090 Hypothetical protein −1.2 −4.8 −8.2
PA2093 Probable sigma-70 factor, ECF subfamily −1.6 −5.4 −2.0
PA2110 Hypothetical protein −13.4 −15.7 −70.7
PA2111 Hypothetical protein −6.9 −13.6 −14.2
PA2112 Conserved hypothetical protein −18.8 −16.1 −25.5
PA2113 Probable porin −10.8 −6.8 −36.0
PA2114 Probable MFS transporter −73.2 −15.0 −33.5
PA2116 Conserved hypothetical protein −153.1 −62.4 −87.4
PA2134 Hypothetical protein −2.3 −2.4 −29.8
PA2137 Hypothetical protein 0.0 0.0 −33.5
PA2139 Hypothetical protein 0.0 0.0 −5.5
PA2142 Probable short-chain dehydrogenase −8.8 −6.5 −4.1
PA2143 Hypothetical protein −30.8 −8.1 −67.1
PA2144 glgP Glycogen phosphorylase 0.0 0.0 −40.2
PA2146 Conserved hypothetical protein −7.2 −30.9 −24.5
PA2149 Hypothetical protein −4.8 −3.7 −8.3
PA2151 Conserved hypothetical protein −92.9 −78.8 −24.2
PA2153 glgB 1,4 α-Glucan branching enzyme −9.5 −6.6 −26.0
PA2158 Probable alcohol dehydrogenase (Zn dependent) −4.5 −2.7 −17.7
PA2159 Conserved hypothetical protein −1.1 −1.8 −7.9
PA2162 Probable glycosyl hydrolase −2.8 −4.3 −12.4
PA2163 Hypothetical protein −3.1 −4.7 −17.9
PA2165 Probable glycogen synthase −1.5 −2.1 −5.6
PA2166 Hypothetical protein −5.3 −6.3 −10.6
PA2167 Hypothetical protein −12.2 −6.8 −126.9
PA2168 Hypothetical protein −2.5 −4.3 −12.4
PA2169 Hypothetical protein −4.1 −5.9 −3.0
PA2170 Hypothetical protein −9.3 −7.6 −2.1
PA2171 Hypothetical protein −3.0 −2.2 −9.4
PA2172 Hypothetical protein −3.3 −5.5 −3.0
PA2174 Hypothetical protein −3.7 −3.1 −5.9
PA2175 Hypothetical protein −3.2 −3.8 −25.5
PA2176 Hypothetical protein −13.2 −6.5 −143.6
PA2184 Conserved hypothetical protein −3.5 −3.1 −65.9
PA2187 Hypothetical protein −3.2 −1.3 −42.8
PA2190 Conserved hypothetical protein −5.1 −4.6 −18.0
PA2191 exoY Adenylate cyclase ExoY −1.2 −1.1 −5.6
PA2198 Hypothetical protein −1.9 −1.7 −21.2
PA2225 Hypothetical protein −2.2 −1.3 −10.2
PA2226 Hypothetical protein −1.6 −1.8 −5.5
PA2244 Hypothetical protein −3.5 −5.4 −3.3
PA2245 Hypothetical protein −14.1 −3.8 −15.6
PA2250 lpdV Lipoamide dehydrogenase-Val −1.0 1.1 −5.7
PA2251 Hypothetical protein −1.2 1.0 −8.6
PA2272 pbpC Penicillin binding protein 3A 0.0 0.0 −19.9
PA2277 arsR ArsR protein 1.2 −1.0 −12.1
PA2278 arsB ArsB protein −2.0 −1.2 −13.1
PA2296 Hypothetical protein 1.1 −1.6 −10.1
PA2300 chiC rhl Chitinase −37.1 −20.5 −32.4
PA2317 Probable oxidoreductase −1.3 −1.4 −10.6
PA2322 Gluconate permease −2.9 −2.4 −49.5
PA2414 las + rhl l-sorbosone dehydrogenase −14.8 −8.7 −7.0
PA2415 las + rhl Hypothetical protein −13.2 −5.7 −9.4
PA2433 las + rhl Hypothetical protein −41.8 −28.9 −30.8
PA2448 Hypothetical protein −3.5 −3.3 −35.8
PA2457 Hypothetical protein −1.4 −1.3 −9.8
PA2485 Hypothetical protein −8.9 −10.4 −6.8
PA2486 Hypothetical protein −6.9 −6.4 −5.0
PA2505 Probable porin −1.5 −1.2 −8.1
PA2528 Probable RND efflux membrane fusion protein precursor −1.1 −1.5 −5.3
PA2534 Probable transcriptional regulator −1.4 −1.7 −6.3
PA2557 Probable AMP binding enzyme −9.0 −6.6 −6.9
PA2564 las + rhl Hypothetical protein −2.5 −18.8 −1.9
PA2570 palL rhl PA-I galactophilic lectin −50.6 −16.9 −19.0
PA2598 Hypothetical protein 2.9 −1.8 −20.7
PA2602 Hypothetical protein 1.5 −1.2 −10.8
PA2692 Probable transcriptional regulator −2.2 1.3 −5.3
PA2696 Probable transcriptional regulator −1.5 −1.1 −10.4
PA2698 Probable hydrolase −1.5 −1.1 −12.6
PA2701 Probable MFS transporter 1.2 −1.9 −6.2
PA2708 Hypothetical protein −2.3 −3.4 −98.8
PA2717 cpo Chloroperoxidase precursor −4.2 −4.9 −39.8
PA2722 Hypothetical protein −2.7 −2.2 −7.9
PA2746 Hypothetical protein −4.2 −2.7 −18.6
PA2747 las + rhl Hypothetical protein −18.8 −16.6 −11.5
PA2751 Conserved hypothetical protein −5.0 −3.4 −10.8
PA2754 Conserved hypothetical protein −10.7 −8.9 −4.8
PA2777 Conserved hypothetical protein −6.7 −6.9 −14.1
PA2819 Hypothetical protein −0.0 0.0 −5.2
PA2862 lipA Lactonizing lipase precursor −1.4 −1.6 −6.3
PA2893 Probable very-long-chain acyl-CoA synthetase −1.6 −1.2 −5.8
PA2895 Hypothetical protein −2.3 −3.8 −11.1
PA2909 Hypothetical protein 1.0 −1.3 −11.1
PA2937 Hypothetical protein −3.8 −3.9 −13.7
PA2939 las Probable aminopeptidase −4.7 −3.2 −38.9
PA3019 Probable ATP binding component of ABC transporter 1.2 −1.2 −6.8
PA3025 Probable FAD dependent glycerol-3-phosphate dehydrogenase −1.5 −1.1 −8.0
PA3042 Hypothetical protein −1.8 −4.0 −8.2
PA3181 2-Keto-3-deoxy-6-phosphogluconate aldolase −1.4 −1.6 −8.8
PA3183 zwf Glucose-6-phosphate 1-dehydrogenase −2.2 −3.2 −5.1
PA3231 Hypothetical protein −11.8 −12.0 −24.7
PA3234 Probable sodium:solute symporter −13.2 −13.9 −5.3
PA3235 Conserved hypothetical protein 0.0 0.0 −13.4
PA3250 Hypothetical protein −1.7 −1.7 −6.2
PA3251 Hypothetical protein −2.4 −2.3 −6.0
PA3271 Probable two-component sensor −1.3 −1.6 −21.5
PA3273 Hypothetical protein −4.5 −5.9 −14.4
PA3274 las + rhl Hypothetical protein −15.6 −7.3 −58.6
PA3316 Probable permease of ABC transporter −1.7 −1.2 −12.5
PA3324 Probable short-chain dehydrogenase 0.0 0.0 −9.9
PA3332 rhl Conserved hypothetical protein −1.7 1.6 −5.7
PA3333 fabH2 rhl 3-Oxoacyl-[acyl-carrier-protein] synthase III −1.5 1.3 −10.5
PA3336 rhl Probable MFS transporter −1.7 1.5 −6.7
PA3361 rhl Hypothetical protein −8.7 −7.0 −46.9
PA3365 Probable chaperone 0.0 0.0 −18.0
PA3366 amiE Aliphatic amidase −1.7 −2.0 −6.8
PA3369 Hypothetical protein −5.4 −6.4 −41.8
PA3370 Hypothetical protein −10.1 −12.3 −23.7
PA3371 las + rhl Hypothetical protein −9.8 −9.5 −84.9
PA3416 Probable pyruvate dehydrogenase E1 component, beta chain −4.1 −6.3 −5.8
PA3451 Hypothetical protein −2.7 −3.7 −9.1
PA3459 Probable glutamine amidotransferase −9.7 −5.3 −4.3
PA3460 Probable acetyltransferase −9.9 −5.7 −14.0
PA3461 Conserved hypothetical protein −6.0 −7.3 −8.6
PA3466 Probable ATP-dependent RNA helicase 1.1 1.1 −7.9
PA3478 rhlB las + rhl Rhamnosyltransferase chain B −10.5 −7.1 −44.0
PA3479 rhlA las + rhl Rhamnosyltransferase chain A −9.6 −7.2 −29.1
PA3492 Conserved hypothetical protein −3.0 −1.7 −5.5
PA3500 Conserved hypothetical protein −1.8 −1.8 −7.6
PA3520 las + rhl Hypothetical protein −8.5 −9.1 −87.3
PA3562 Probable phosphotransferase system enzyme I −1.7 −1.8 −13.2
PA3581 glpF Glycerol uptake facilitator protein 0.0 0.0 −76.5
PA3584 glpD Glycerol-3-phosphate dehydrogenase −1.9 −1.4 −9.2
PA3691 las + rhl Hypothetical protein −13.4 −9.4 −12.8
PA3692 las + rhl Probable outer-membrane protein precursor −22.3 −14.2 −14.0
PA3706 Probable protein methyltransferase −1.4 −1.7 −5.3
PA3710 Probable GMC-type oxidoreductase 0.0 0.0 −10.2
PA3724 lasB las + rhl Elastase LasB −6.8 −3.1 −22.6
PA3734 Hypothetical protein −7.3 −5.0 −32.9
PA3739 Probable sodium/hydrogen antiporter −1.5 −1.4 −22.3
PA3758 Probable N-acetylglucosamine-6-phosphate deacetylase −3.1 −2.1 −6.0
PA3779 Hypothetical protein −1.7 −2.0 −5.1
PA3788 Hypothetical protein −8.4 −7.6 −6.5
PA3815 Conserved hypothetical protein −2.1 −2.1 −9.8
PA3819 Conserved hypothetical protein −5.2 −5.3 −3.1
PA3845 Probable transcriptional regulator −1.7 −1.6 −17.1
PA3887 nhaP Na+/H+ antiporter NhaP 1.0 1.1 −17.2
PA3888 Probable permease of ABC transporter −7.1 −8.6 −8.7
PA3889 Probable binding protein component of ABC transporter −4.8 −6.7 −10.5
PA3890 las + rhl Probable permease of ABC transporter −5.6 −5.7 −95.6
PA3898 Probable transcriptional regulator 1.2 −1.4 −18.3
PA3920 Probable metal transporting P-type ATPase −1.3 −1.8 −28.4
PA3923 Hypothetical protein −1.6 −1.0 −9.0
PA3957 Probable short-chain dehydrogenase −3.6 −1.8 −5.9
PA4078 Probable nonribosomal peptide synthetase −7.2 −5.2 −8.0
PA4086 cupB1 Probable fimbrial subunit CupB1 −1.6 1.1 −11.2
PA4106 Conserved hypothetical protein −1.7 −1.1 −5.5
PA4129 las + rhl Hypothetical protein −2.6 −6.5 −7.2
PA4130 las + rhl Probable sulfite or nitrite reductase −2.1 −8.3 −13.2
PA4133 las + rhl Cytochrome c oxidase subunit (cbb3 type) −5.6 −11.5 −123.5
PA4134 las + rhl Hypothetical protein −3.4 −3.5 −5.4
PA4138 tyrS Tyrosyl-tRNA synthetase 0.0 0.0 −11.7
PA4141 las + rhl Hypothetical protein −6.6 −4.4 −23.7
PA4142 las + rhl Probable secretion protein −7.2 −5.6 −33.9
PA4143 Probable toxin transporter −4.7 −3.5 −148.3
PA4171 Probable protease −4.7 −2.5 −16.8
PA4172 Probable nuclease −6.4 −3.4 −7.0
PA4175 prpL las Pvds-regulated endoprotease, lysyl class −6.9 −4.2 −20.7
PA4199 Probable acyl-CoA dehydrogenase −1.7 −1.2 −9.2
PA4204 Conserved hypothetical protein −7.6 −3.2 −4.5
PA4205 mexG Hypothetical protein −4.1 −3.7 −6.0
PA4207 mexl Probable RND efflux transporter −4.1 −5.3 −3.3
PA4209 phzM rhl Probable phenazine-specific methyltransferase −4.2 −3.1 −17.1
PA4210 phzA1 rhl Probable phenazine biosynthesis protein −5.6 −2.7 −15.17
PA4211 phzB1 rhl Probable phenazine biosynthesis protein −6.4 −3.5 −25.0
PA4217 phzS rhl Flavin-containing monooxygenase −5.3 −2.7 −15.4
PA4290 Probable chemotaxis transducer −4.4 −8.1 −27.1
PA4294 Hypothetical protein −2.0 −2.7 −5.5
PA4300 Hypothetical protein −2.8 −3.5 −5.7
PA4302 Probable type II secretion system protein −3.6 −8.5 −3.2
PA4303 Hypothetical protein −2.5 −6.0 −6.0
PA4304 Probable type II secretion system protein −2.6 −3.5 −5.2
PA4305 Hypothetical protein −3.4 −4.3 −21.1
PA4306 las + rhl Hypothetical protein −5.7 −10.1 −20.1
PA4342 Probable amidase 1.0 −1.0 −25.8
PA4345 Hypothetical protein −4.9 −5.7 −10.8
PA4346 Hypothetical protein −1.4 −2.3 −9.0
PA4354 Conserved hypothetical protein −1.7 −1.4 −28.4
PA4377 Hypothetical protein −4.7 −6.1 −15.9
PA4391 Hypothetical protein −1.5 −1.6 −7.1
PA4397 panE Ketopantoate reductase −1.4 −1.5 −6.1
PA4435 Probable acyl-CoA dehydrogenase −1.0 1.4 −5.4
PA4456 Probable ATP-binding component of ABC transporter 1.5 1.3 −5.9
PA4573 Hypothetical protein −4.1 −5.6 −4.4
PA4648 Hypothetical protein −5.2 −8.8 −11.9
PA4649 Hypothetical protein −3.7 −8.7 −20.9
PA4650 Hypothetical protein −5.4 −4.3 −31.2
PA4651 Probable pilus assembly chaperone −3.4 −5.7 −4.3
PA4653 Hypothetical protein −2.0 −1.8 −8.5
PA4738 las + rhl Conserved hypothetical protein −5.4 −7.2 −76.7
PA4739 las + rhl Conserved hypothetical protein −11.4 −11.3 −28.1
PA4785 Probable acyl-CoA thiolase −4.8 −4.5 −10.1
PA4786 Probable short-chain dehydrogenase −3.2 −3.3 −12.0
PA4788 Hypothetical protein −1.7 −1.7 −13.9
PA4816 Hypothetical protein −4.1 −1.8 −11.4
PA4828 Conserved hypothetical protein −1.3 1.1 −8.6
PA4829 lpd3 Dihydrolipoamide dehydrogenase 3 −1.3 −1.7 −14.3
PA4835 Hypothetical protein −11.9 −2.3 −2.1
PA4869 Hypothetical protein −2.5 −2.2 −15.9
PA4876 osmE Osmotically inducible lipoprotein OsmE −13.5 −12.9 −10.2
PA4877 Hypothetical protein −4.0 −5.7 −3.9
PA4880 Probable bacterioferritin −3.7 −4.2 −14.2
PA4908 Hypothetical protein 0.0 0.0 −8.4
PA4910 Probable ATP-binding component of ABC transporter −1.5 −1.2 −18.7
PA4980 Probable enoyl-CoA hydratase/isomerase 1.0 −1.0 −14.4
PA5034 hemE Uroporphyrinogen decarboxylase 0.0 0.0 −6.1
PA5061 Conserved hypothetical protein −4.1 −3.7 −7.2
PA5093 Probable histidine/phenylalanine ammonia-lyase 0.0 0.0 −5.5
PA5096 Probable binding protein component of ABC transporter 0.0 0.0 −12.8
PA5098 hutH Histidine ammonia-lyase −2.9 −6.6 −2.6
PA5099 Probable transporter 0.0 0.0 −21.9
PA5100 hutU Urocanase 1.6 −3.2 −5.2
PA5155 Probable permease of ABC transporter 1.0 1.5 −8.3
PA5171 arcA Arginine deiminase −5.7 −2.6 1.5
PA5172 arcB Omithine carbamoyltransferase, catabolic −6.4 −2.7 1.4
PA5173 arcC Carbamate kinase −7.6 −4.5 −1.3
PA5212 Hypothetical protein −8.4 −8.7 −5.8
PA5235 glpT Glycerol-3-phosphate transporter −5.7 −2.1 −13.3
PA5297 paxB Pyruvate dehydrogenase (cytochrome) −4.7 −3.7 −6.6
PA5352 Conserved hypothetical protein −1.3 −1.3 −5.1
PA5383 Conserved hypothetical protein −5.7 −3.1 −5.9
PA5457 Hypothetical protein 1.0 1.0 −17.0
PA5460 Hypothetical protein −6.8 −2.8 −2.0
PA5468 Probable citrate transporter −1.9 1.2 −6.7
PA5481 las + rhl Hypothetical protein −5.8 −12.2 −79.3
PA5482 las + rhl Hypothetical protein −22.7 −16.6 −77.0
PA5503 Probable ATP binding component of ABC transporter 1.8 −1.9 −5.4
PA5506 Hypothetical protein −5.0 −3.1 −4.5
PA5517 Conserved hypothetical protein −1.1 −1.1 −13.6
PA5541 Probable dihydroorotase −2.4 −1.1 −11.6
PA5544 Conserved hypothetical protein −5.5 −2.5 −1.3
a

Genes marked with boldface type were found to be QS regulated (25).

b

Description from the Pseudomonas genome project (http://www.pseudomonas.com). CoA, coenzyme A; MFS, major facilitator superfamily.

c

Values are fold change in hybridization signal comparing a treated and untreated planktonic culture at OD600 = 2.0. Boldface type indicates a change of fivefold or higher. LasR/RhlR regulation is defined by Hentzer et al. (25).

TABLE 3.

Genes upregulated by two different garlic extracts (G1 and G6) and 4-NPO

PA genea Gene Regulation Descriptionb Fold Changec
G1 G6 4-NPO
PA0047 Hypothetical protein 3.0 2.6 5.8
PA0083 Conserved hypothetical protein 2.5 3.3 5.8
PA0085 Conserved hypothetical protein 3.1 3.6 8.8
PA0197 Hypothetical protein 8.1 −1.6 −1.9
PA0198 exbB1 Transport protein ExbB 6.2 −2.1 −2.5
PA1556 Probable cytochrome c oxidase subunit 5.4 1.8 11.0
PA1557 Probable cytochrome oxidase subunit (cbb3 type) 3.3 1.6 8.3
PA1673 Hypothetical protein 2.0 1.8 18.1
PA1715 pscB Type III export apparatus protein 7.4 5.4 4.6
PA1718 pscE Type III export protein PscE 4.4 2.7 6.5
PA1746 Hypothetical protein 1.1 −1.1 7.1
PA2285 Hypothetical protein −1.1 −1.1 5.4
PA2310 Hypothetical protein 5.9 −3.2 1.0
PA3283 Conserved hypothetical protein 2.4 2.4 25.4
PA3284 Hypothetical protein 2.0 2.0 12.1
PA3441 las + rhl Probable molybdopterin binding protein 5.9 −2.5 −2.5
PA3442 Probable ATP-binding component of ABC transporter 9.2 −1.9 −2.5
PA3444 Conserved hypothetical protein 8.3 1.1 −1.1
PA3445 Conserved hypothetical protein 5.3 −1.1 1.3
PA3570 mmsA Methylmalonate-semialdehyde dehydrogenase 7.6 2.4 −3.0
PA3720 Hypothetical protein 10.2 3.2 1.1
PA3935 tauD Murine dioxygenase 8.4 −1.3 1.4
PA3938 Probable periplasmic taurine binding protein precursor 6.2 −1.3 −1.2
PA4067 oprG Outer membrane protein OprG precursor 2.3 1.6 5.9
PA4191 Probable iron-ascorbate oxidoreductase 5.9 1.2 1.0
PA4195 Probable binding protein component of ABC transporter 7.1 1.7 −1.1
PA4710 phuR Hemoglobin uptake outer membrane receptor PhuR precursor 4.6 5.5 2.7
PA5027 Hypothetical protein 1.3 1.8 6.3
PA5054 hslU Heat shock protein HslU 4.4 5.4 2.3
PA5083 Conserved hypothetical protein 5.8 2.3 1.2
PA5475 Hypothetical protein −1.0 −1.2 5.4
a

Gene marked with boldface were found to be QS regulated (25).

b

Description from the Pseudomonas genome project (http://www.pseudomonas.com).

c

Values are fold changes in hybridization signal comparing a treated and untreated planktonic culture at OD600 = 2.0; data in boldface indicate a change of fivefold or higher. LasR-RhlR regulation is defined by Hentzer et al. (25).

The two garlic extracts and 4-NPO have 111 target genes in common. Genes such as lasA and lasB (encoding elastase protease), rhlAB (encoding rhamolipids), and chiC (encoding chitinase), as well as aprA, phzA1B1, phzS, phzC2D2E2F2G2, and PA1L, were downregulated by the garlic extracts and 4-NPO. All these are involved in virulence and pathogenesis of P. aeruginosa.

The genes of P. aeruginosa have been divided into several functional classes (by PseudoCAP) (25). Garlic extract has a preference for genes belonging to the secreted factors (toxins, enzymes, and alginate) group, targeting 11 genes (22%) of that group. Similar results are seen with 4-NPO, as it targets 13 genes from that group. This correlates with the fraction of secreted factors (toxins, enzymes, alginate) genes regulated by QS. QS regulates 11 genes (22%) from this group (25), 10 of which match the genes targeted by garlic and 4-NPO. As rhamnolipid, phenazine, and other virulence factors are members of this group, it suggests that the garlic extracts can downregulate virulence of PAO1.

The garlic extract used in this transcriptome analysis is still a relatively crude extract containing a mixture of compounds. This may account for the effects on non-QS-regulated genes. However, it is fair to assume that the pure compound in the optimum concentration will exert a much more pronounced effect and have a higher specificity on the QS regulon. 4-NPO (which is a pure compound) downregulated a significant portion of the QS-regulated genes. However, it also affected expression of a number of non-QS-regulated genes. Together with the fact that 4-NPO is required at a 10-fold-higher concentration than furanone compound 30 (25), it indicates that 4-NPO is less efficient in affecting the QS regulon than the furanone compound.

Effect on biofilm tolerance to tobramycin.

It has previously been shown that P. aeruginosa biofilm cells are highly tolerant to antibiotic treatment (3). Davies et al. (9) demonstrated that a QS mutant of PAO1 is more susceptible to sodium dodecyl sulfate (SDS) treatment than the wild-type counterpart. Further, Hentzer et al. (25) showed that biofilms treated with a QSI became susceptible to both SDS and tobramycin. We tested if garlic extract exhibited a similar effect. Two sets of PAO1 biofilms were allowed to form for 3 days in flow chambers in which the medium contained either no garlic or 1% garlic. Following this, each biofilm was challenged with 340 μg of tobramycin/ml for 24 h. The effect of the antibiotic treatment was assessed by live/dead staining. In Fig. 5D, it can be seen that most of the cells in the biofilm treated with both garlic and tobramycin died (Fig. 5D). In striking contrast, only the cells in the top layer of the biofilm treated with tobramycin alone were killed (Fig. 5B). Further, Fig. 5C shows that treatment with garlic extract alone had no effect on biofilm viability. Comparing the untreated biofilm (Fig. 5A) with a garlic-treated one (Fig. 5C), a difference in architecture is observed. The untreated biofilm exhibited the classical mushrooms of a P. aeruginosa biofilm grown in glucose-containing medium. A flatter, undifferentiated biofilm was formed when the medium contained 1% garlic extract. This effect would be expected by QSI treatment, since a QS-defective lasI mutant of PAO1 has been found to form flat, undifferentiated biofilms (9).

FIG. 5.

FIG. 5.

Three-dimensonal images of 3-day-old PAO1 biofilms grown in the presence (bottom) or absence (top) of garlic extract. The biofilms are either untreated (left) or treated with tobramycin for 24 h (right). Bacterial viability was assessed with the BacLight viability stain: green (live)/red (dead).

C. elegans nematode model.

Previous work has shown that P. aeruginosa PAO1 kills C. elegans when the strain is grown on brain heart infusion (BHI) agar (17). However, a lasR mutant is strongly attenuated in this virulence model (17). Thus, the presence of a QS blocker in the medium is expected to abolish the ability of P. aeruginosa PAO1 to kill C. elegans. In agreement with a previous study (17), we observed that when C. elegans was placed on a lawn of P. aeruginosa PAO1 grown on BHI plates, the nematodes were killed within a few hours (Fig. 6). However, when the medium was supplemented with either 2% garlic extract or 100 μM 4-NPO, only 40 or 5% of the worms were killed within 5 h, respectively. As a comparison, a QS-deficient lasI rhlI double mutant killed 10% of the nematodes. These results provide strong evidence that garlic extract and 4-NPO reduce expression of pathogenic traits in PAO1.

FIG. 6.

FIG. 6.

Mortality of C. elegans nematodes living on a lawn of P. aeruginosa. Bars show an average of five experiments, and errors bars indicate the standard deviation between experiments.

In conclusion, we have developed recombinant bacteria which can be employed as rapid QSI screens. These QSIS systems have been used to screen a library of pure compounds and a selection of extracts from food sources and herbal medicine. We have identified a number of active QSI (Table 1) and further investigated the effects of the two most active: garlic extracts, which contain at least three different QSIs, and 4-NPO. Both were able to inhibit QS in a concentration-dependent manner. GeneChip analysis revealed that garlic extract and 4-NPO had a profound effect on genes, especially virulence genes, regulated by QS. Both garlic extract and 4-NPO significantly lowered the pathogenicity of P. aeruginosa PAO1 in a C. elegans nematode model. In a clinical context, drugs based on QSI compounds might become interesting, due both to the ability to downregulate expression of virulence factors and to the ability to make biofilms much more susceptible to conventional antibiotic treatment.

Work is currently in progress to identify the active QSI component in garlic extract, as well as to investigate the effect of garlic extract in a pulmonary mouse model.

Acknowledgments

Our work has received financial support from the Danish Technical Research Council, the Villum Kann-Rasmussen Foundation, the Cystic Fibrosis Foundation Therapeutics, Inc., and the Mukoviszidose e.V.

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