Flipping the switch: tools for detecting small molecule inhibitors of staphylococcal virulence
- 1Department of Dermatology, Emory University School of Medicine, Atlanta, GA, USA
- 2Center for the Study of Human Health, Emory University College of Arts and Sciences, Atlanta, GA, USA
- 3Department of Microbiology, Roy J. and Lucille A. Carver College of Medicine, University of Iowa, Iowa City, IA, USA
Through the expression of the accessory gene regulator quorum sensing cascade, Staphylococcus aureus is able to produce an extensive array of enzymes, hemolysins and immunomodulators essential to its ability to spread through the host tissues and cause disease. Many have argued for the discovery and development of quorum sensing inhibitors (QSIs) to augment existing antibiotics as adjuvant therapies. Here, we discuss the state-of-the-art tools that can be used to conduct screens for the identification of such QSIs. Examples include fluorescent reporters, MS-detection of autoinducing peptide production, agar plate methods for detection of hemolysins and lipase, High performance liquid chromatography-detection of hemolysins from supernatants, and cell-toxicity assays for detecting damage (or relief thereof) against human keratinocyte cells. In addition to providing a description of these various approaches, we also discuss their amenability to low-, medium-, and high-throughput screening efforts for the identification of novel QSIs.
Staphylococcus aureus is an opportunistic pathogen that is the causative agent of numerous acute and chronic infections (Skov et al., 2012; Uhlemann et al., 2014). The prevalence of these infections has increased due to higher rates of colonization, immunosuppressive conditions, greater use of surgical implants, and dramatic increases in antibiotic resistance. More recently, methicillin resistant Staphylococcus aureus (MRSA) strains expanded from healthcare settings and began infecting otherwise healthy individuals in the community. These strains were coined “community-associated” MRSA (CA-MRSA) for their new properties and have become the most recent epidemic wave of resistance in S. aureus (Chambers and Deleo, 2009; DeLeo and Chambers, 2009). Outbreaks of CA-MRSA have spread worldwide with remarkable speed and have affected otherwise healthy individuals (Hidron et al., 2009; Yamamoto et al., 2010). Indeed, CA-MRSA infections confer a substantial clinical and economic burden, with total costs in the United States (US) estimated at over $15 billion US dollars per year (Lee et al., 2013). Given our knowledge of how quickly drug resistance spreads in S. aureus, it is apparent that we are rapidly exhausting current treatment options.
The hypervirulent nature of CA-MRSA is due to its active cell–cell communication pathway, or quorum sensing system, which controls expression of an extensive array of enzymes, hemolysins, and immunomodulators that are essential to its ability to spread through tissues and cause disease (Novick, 2003). These virulence factors serve a wide scope of purposes in the infection process, including disruption of the epithelial barrier, inhibition of opsonization by antibody and complement, neutrophil cytolysis, interference with neutrophil chemotaxis, and inactivation of antimicrobial peptides (Tsuji et al., 2007; Spaan et al., 2013; Foster et al., 2014; Otto, 2014). The expression of all of these invasive factors is controlled by cell-density quorum sensing using the autoinducing peptide (AIP) molecule. Like other quorum sensing signals, AIP accumulates outside the cell until it reaches a critical concentration and then binds to a surface receptor called AgrC, initiating a regulatory cascade (Figure 1). Since AIP controls the expression of accessory factors for S. aureus, this regulatory system has been named the accessory gene regulator (agr), and the majority of the proteins necessary for this quorum sensing system to function are encoded in the agr chromosomal locus (Novick, 2003; Thoendel et al., 2010). The use of small molecule inhibitors to “flip the agr switch” off and quench this communication system to attenuate pathogenicity and virulence lies at the core of the anti-virulence approach (Zhu and Kaufmann, 2013).
FIGURE 1. Schematic of the Staphylococcus aureus accessory gene regulatory (agr) system. The agr locus is known to contain two divergent transcripts named RNAII and RNAIII. The RNAII transcript is an operon of four genes, agrBDCA, that encode factors required to synthesize AIP and activate the regulatory cascade. Briefly, AgrD is the precursor peptide of AIP, AgrB is a membrane protease involved in generating AIP, AgrC is a histidine kinase that is activated by binding AIP, and AgrA is a response regulator that induces transcription of RNAII and RNAIII through the P2 and P3 promoters, respectively. AgrA also directly promotes PSM production. The RNAIII transcript yields a regulatory RNA molecule that acts as the primary effector of the agr system by up-regulating extracellular virulence factors and down-regulating cell surface proteins (Novick et al., 1993).
Despite recognition of the important role of agr regulation in S. aureus pathogenesis, to date, no quorum sensing inhibitor (QSI) candidates have made it to the clinic (Zhu and Kaufmann, 2013). However, efforts dedicated to the discovery of small molecule inhibitors of this system are currently underway in many labs, and have already resulted in the discovery of several promising leads (Table 1). These QSIs were identified through screens of synthetic compounds and natural products of various origins (i.e., fungal, botanical, microbial, and marine sources), see for example: (Quave et al., 2011; Murray et al., 2014; Nielsen et al., 2014; Sully et al., 2014). In this article, we aim to review the various tools being used in these ongoing efforts to identify novel inhibitors of the S. aureus agr system.
Strains and Mutant Controls
One of the most important aspects of investigating the agr system is the use of appropriate strains and controls. The USA300 (agr Type I) strains have a very robust agr system and produce consistently high levels of RNAIII (Li et al., 2009). Considering these strains are clinically relevant, the USA300s are excellent testing and screening strains for QSIs due to the large dynamic range of quorum sensing function. For confirmation, complete deletions of the agr system are available in USA300 (Lauderdale et al., 2009, 2010; Pang et al., 2010), and these mutants can be used to assess the agr selectivity of an inhibiting agent, as was done recently with the compound savirin (Sully et al., 2014). In testing the therapeutic efficacy of a QSI, the agr mutants are also important controls in animal models of infection to determine the importance of quorum sensing during host interactions (Thoendel et al., 2010). As a small-molecule control, the competing AIP-II or AIP-III signal serves as a low nanomolar inhibitor of the AgrC receptor, and these can be easily synthesized for studies (Mayville et al., 1999). For other agr Type I strains, older isolates like NCTC8325-4 and Newman have been used in many pioneering studies on agr function (Thoendel et al., 2010). While there have been tremendous advances made in these strains, they do have some limitations, such as the rsbU deletion in 8325-4 that greatly enhances RNAIII output (Lauderdale et al., 2009), potentially skewing the interpretation of inhibitor potency. More recently, there has been effort to fix these issues by repairing chromosomal mutations, with a goal of having a wild-type strain amenable to laboratory research (Herbert et al., 2010).
Going beyond the agr Type I strains, the availability of useful isolates, tools, and knowledge greatly diminishes. Although agr Type II strains were discovered early (Ji et al., 1997), they have received sparingly little attention in ongoing studies. The 1963 isolate 502A (often called SA502A or SA502a) has been the ‘go to’ strain for essentially all agr Type II studies. This strain is genetically tractable and agr reporters are available (Kirchdoerfer et al., 2011), and more recently the genome has been sequenced (Parker et al., 2014). However, the focus on 502A is somewhat misplaced considering recent clinical USA100 isolates are also agr Type II and represent over 53% of many hospital MRSA collections (Limbago et al., 2009). Similarly, for agr type III strains, USA400 MW2 has become the strain of choice for studies. It is a relevant clinical isolate (Baba et al., 2002), has a robust agr system, and agr mutants and reporters are available (Kirchdoerfer et al., 2011; Olson et al., 2013), making it an excellent strain for ongoing investigation and inhibitor testing. The agr type IV system is the rarest in terms of global distribution of S. aureus isolates (Holtfreter et al., 2007). Strains with reporters are available (Kirchdoerfer et al., 2011), but few other tools or mutants have been developed. When using any of these strains, caution is suggested due to the tendency of the agr system to mutate (Shopsin et al., 2008). Frequent testing of hemolytic activity and reconstruction of reporters is often necessary in order to draw accurate conclusions about a QSI candidate.
The QSI Detector Toolbox
Following a review of the literature on the staphylococcal agr system, we have identified four major groups of in vitro and ex vivo tools used for assessing agr function: agar plate assays, cell culture and ex vivo techniques, chromatographic tools and molecular tools. These assays differ in cost, sensitivity, and amenability to screening of small molecules for QSI activity (Table 2). For the purposes of clarity, here we delineate the characteristics considered during our categorization of techniques as being low-, medium-, or high- throughput:
- Low throughput refers to techniques that require heavy manual personnel involvement, with little to no robotics. These are best suited to small-scale investigation of no more than a few drug candidates at a time and are most appropriate for the secondary or tertiary QSI lead validation stage in the discovery process.
- Medium throughput refers to those techniques which are amenable to screening hundreds of compounds. These methods are often conducted in micro-volume assays (e.g., with 96-well plates), require personnel for sample setup and processing, and incorporate some degree of automation (e.g., microtiter plate readers, autosamplers, etc.).
- High throughput refers to the heavy integration of automation into the experimental and computational approaches employed. High throughput screening (HTS) efforts can be used to rapidly screen large numbers (1000s to 100s of 1000s) of test compounds at rates that are impossible to duplicate with low- and medium- throughput approaches. Personnel involvement in liquid handling is more limited, and robotics systems are employed to reduce manual labor. Prior to implementation of HTS, it is recommended to use smaller pilot screens to calculate the Z-factor (also known as Z-prime or Z′) to determine the suitability of an assay to HTS applications (Zhang et al., 1999).
Agar Plate Assays
Blood agar plate assays
A simple method for assessing agr activity is to test the hemolytic activity of δ-hemolysin by streaking culture on a blood agar plate in combination with an intersecting streak of a β-hemolytic positive strain in the CAMP assay (Elek and Levy, 1950). While this inexpensive test can be used to detect agr activity, it has not yet been adapted for small molecule screening efforts.
Another useful assay for detecting hemolytic activity of agr translational products involves streaking strains on a TSA plate with 5% sheep blood, starting at the center of the blood agar plate which contains a β-hemolysin disk and moving outward (Schweizer et al., 2011). δ-hemolysin is detected through visualization of a zone of clearance created by synergistic activity with β-hemolysin near the center of the plate. While not very amenable to screening many QSIs (only one candidate at a time would be incorporated into the media of the plate), this could be easily adapted for examination of a QSI candidate against up to six strains at a time or as a means of secondary confirmation of QSI activity following HTS. Expected results would include zones of clearance along the streak of the agar control plate, and lack of zone formation along the growth streaks found on the agar plate containing the QSI candidate. Thus, it could be a simple useful test for assessing quenching activity against the four agr types on a single agar plate.
Phospholipase plate assay
In addition to the production of toxins, S. aureus also produces a number of enzymes, some of which exhibit lipolytic activity as (phospho)lipases (Laabei et al., 2014). A new version of the lipase plate assay involves a modification of the original method (Kouker and Jaeger, 1987) that incorporates olive oil (1%) and rhodamine B (0.001%) into the substrate added to the agar medium (Laabei et al., 2014). Holes are then punched into the agar and supernatant is added, the plate incubated, irradiated with UV light, and images captured for analysis. An orange halo emerging around the supernatant indicates the presence of lipase (Figure 2). Treatment of S. aureus with a successful QSI will not yield the halo zone in the agar dish, indicating the lack of lipolytic enzymes present in the supernatant.
FIGURE 2. Schematic representation of the phospholipase plate assay for the identification of quorum sensing inhibitor (QSI) activity. In this test, 18 h cultures are grown either in the presence or absence of QSI, the supernatants harvested and sterile filtered, and then added to the punch holes made in the phospholipid plate. Following an additional 18 h incubation period, the plates are exposed to UV irradiation and photographed. The orange halos indicate the lytic activity of untreated supernatants. Supernatants from QSI-treated cultures would exhibit limited to no lytic effects and no orange halo.
Agar plate X-GAL test
Staphylococcus aureus strains with integrated hla::lacZ and spa::lacZ reporters have been used to screen for compounds with agr QSI properties (Nielsen et al., 2010). The hla gene encodes for α-toxin and the spa gene encodes for Protein A. As a chromosomal reporter, the lacZ gene encodes for the enzyme β-galactosidase that is readily detectable through colorimetric assays. Tryptic soy agar plates are made containing a diluted overnight culture of a reporter strain, the appropriate antibiotic to maintain the reporter, and X-GAL (5-bromo-4-chloro-3-indolyl-β-D-galactopyranoside) as a reagent to detect β-galactosidase activity. Following incubation, the plates containing hla::lacZ will become intensely blue due to high hla expression and thus production of β-galactosidase enzyme, while plates with spa::lacZ will become very light blue. Positive hits can be visualized by blue/white screening of the rings surrounding the hole punches containing putative QSIs. The intent of this approach is that QSIs added to the plate will prevent expression of hla, leading to white rings on the X-GAL plates. Simultaneously, a QSI will induce Protein A expression, leading to a blue ring with the spa::lacZ reporter Figure 3. Using the two reporters in parallel makes the assay more robust and has led to the successful identification of QSIs. A major advantage of this assay is its simplicity and low expense for screening both individual compounds and more complex natural product extracts. However, the hla reporter is also an indicator of SaeR/S regulatory expression and its interpretation must be considered carefully; see more on this in the section on qRT-PCR.
FIGURE 3. Schematic representation of the X-GAL agar plate test, which can be used in QSI screening efforts of either individual compounds or more complex natural product extracts. QSIs are identified by presence of both a white ring in the hla::lacZ plate and blue ring on the spa::lacZ plate. (A) hla::lacZ plate: following incubation of the plate containing the hla reporter, a white clearing surrounding the hole punch containing the QSI candidate indicates reduced expression of hla (α-toxin). (B) spa::lacZ plate: following incubation of the plate containing the spa reporter, a blue zone surrounding the hole punch containing the QSI candidate indicates increased expression of spa (Protein A).
Cell Culture and Ex Vivo Techniques
Bacterial survival with neutrophils
In this technique, the viability of S. aureus expressing superfolder green fluorescent protein (sGFP) in the presence of human neutrophils is assessed by flow cytometry. Following phagocytosis, fluorescence of S. aureus containing neutrophils is measured as a marker for cell viability (Schwartz et al., 2009; Pang et al., 2010; White et al., 2014). If the QSI candidate successfully blocks agr system function, then the impacted S. aureus cells will not be able to release toxins to damage the neutrophils. In turn, the S. aureus cells would be left susceptible to neutrophil attack resulting in a loss of sGFP signal. Toxins under agr regulatory control have been linked to intracellular survival phenotypes (Wang et al., 2007). The challenge is that this assay is not particularly well suited for screening studies of a large chemical library. It is not known whether an exogenously added compound could impact the agr regulatory activity following phagocytosis. However, if the technical details on the experiment could be developed, it might offer insight into the efficacy of specific compounds in blocking agr-regulated virulence pathways responsible for neutrophil lysis.
Cytotoxicity testing with S. aureus supernatants
Supernatants harvested from S. aureus cultures grown in the presence (or absence) of QSI candidates can be examined for the presence of secreted virulence factors that cause serious damage, and even lysis, of human cells. The following two assays make use of the lactate dehydrogenase release (LDH) cytotoxicity assay to measure the impact of sterile-filtered supernatants on the structural integrity of human cell lines. In addition to LDH tests, useful image data can also be collected of the cells following exposure to treated and untreated supernatants with the aid of fluorescent stains (e.g., LIVE/DEAD or DAPI) and fluorescent microscopy.
Human neutrophil lysis test. This assay examines the ability of QSIs to quench the agr pathway to a degree that prevents production of virulence factors responsible for neutrophil lysis. PSMs have been identified as the main lytic agents in this process (DeLeo et al., 2009; Pang et al., 2010; Surewaard et al., 2013; Cheung et al., 2014). Briefly, cultures of agr-active strains are grown in the presence (and absence) of the QSI under investigation. Human neutrophils are then exposed to the sterile filtered supernatants, and lysis is examined using the LDH cytotoxicity test (Nielsen et al., 2014). If the QSI candidate is, indeed, blocking production of virulence factors, the LDH output for neutrophils exposed to the QSI-treated supernatant will not show statistically significant difference from the spontaneous control neutrophils (which have not been exposed to any supernatant, but just sterile growth media).
Human keratinocyte cell lysis test. This assay examines the impact of QSI candidates on toxin production and viability of human keratinocyte (HaCat) cells. Here, S. aureus is grown in the presence of the QSI candidate or vehicle control, and the supernatant is harvested and sterile filtered prior to exposing to HaCat cells. Similar to the human neutrophil lysis test, this assay uses an LDH kit to detect cell lysis following exposure to the toxin-containing supernatant (Cech et al., 2012). Successful QSI candidates will exhibit no HaCat lysis above that exhibited by the media control.
Rabbit blood cell lysis test
Rabbit erythrocytes prepared from defibrinated blood are exposed to the supernatants of S. aureus treated with the QSI candidate or vehicle control. Following a period of incubation at room temperature, the degree of lysis is quantified by loss of turbidity [as measured by a plate reader at an optical density (OD) of 630 nm]. This test is a useful measure of agr function as it evaluates the presence of hemolysins in the supernatant, representing downstream translational products of RNAIII (Pang et al., 2010). The presence of hemolysins in the supernatant is confirmed by loss of red blood cell turbidity, and thus successful QSI candidates will demonstrate no change in turbidity from the media control. Alternatively, the change in release of hemoglobin from the lysed red blood cells can be monitored.
Virulence expression on reconstituted human epithelia
A new in vitro infection model uses reconstituted human epithelium (RHE) for assessing the expression of virulence genes. Here, S. aureus is grown on the RHE surface, and following a period of incubation, bacteria are harvested for RNA purification, reverse transcription, and subjected to real-time polymerase chain reaction (RT-PCR) using primers (e.g., spa, cna, and agr) for virulence gene profiling (Paniagua-Contreras et al., 2014). Although originally developed as a method to compare the profiles of a collection of clinical isolates, this method could provide interesting insight into the activity and mechanism of action of QSI lead compounds with regards to agr mediated virulence in an infection model.
Quantification of δ-hemolysin
Staphylococcal toxins represent downstream products of RNAIII, and their detection and quantification is a useful marker for assessing agr activity. High performance liquid chromatography (HPLC) has emerged a useful tool in medium-throughput small molecule activity screening efforts. For example, a method for detecting δ-hemolysin in supernatant by RP-HPLC (Otto and Gotz, 2000) was modified to screen a library of medicinal plant extracts for QSI natural products (Quave et al., 2011). The advantages of this system over Western blots for detection of δ-hemolysin in drug screening efforts is the medium-throughput nature of the test (if the HPLC is equipped with an autosampler), highly reproducible quantification of the individual formylated and deformylated δ-hemolysin peaks, and limited sample preparation requirements as the supernatant can be injected directly onto the HPLC column. This technique is especially useful for determination of dose-response trends of a QSI, in which either the sum of total peak area or total peak height of the formulated and deformylated δ-hemolysin can be measured and plotted (Figure 4).
FIGURE 4. High performance liquid chromatography chromatogram of deformylated and formylated δ-hemolysin present in a USA500 (NRS385) S. aureus culture supernatant. Quantification of either the total peak height or peak area allows for accurate quantification of δ-hemolysin production in cultures grown in the presence (or absence) of QSIs. This technique is also very useful in dose-dependent activity studies on QSIs.
In addition to HPLC, mass spectrometry (MS) methods, including liquid chromatography MS (LC-MS; Somerville et al., 2003) and Whole Cell Matrix Assisted Laser Desorption Ionization Time-of-Flight/Time-of-Flight MS (MALDI-TOF/TOF MS; Gagnaire et al., 2012) have also been successfully used to detect δ-hemolysin. These MS methods could prove very useful if adapted for medium-throughput QSI screening efforts.
Quantification of PSM-α
As discussed above, agr-regulated PSMs are very effective at recruiting, activating and lysing human neutrophils, and as such, they are key to the pathogenesis of S. aureus infections (Otto, 2010). Similar to the detection and quantification of δ-hemolysin, an RP-HPLC method has also been used to detect the deformylated and formylated forms of PSM-α in culture supernatants (Chua et al., 2014). Moreover, new imaging MS (IMS) methods have been developed to characterize the microbial metabolic output of strains (including PSMs), which can also be further characterized by MALDI-MS/MS (Gonzalez et al., 2012).
Quantification of extracellular AIPs
Among known S. aureus strains, there are four different classes of agr systems, each recognizing a unique AIP structure (referred to as agr-I, agr-II, agr-III, and agr-IV, and correspondingly their cognate signals are termed AIP-I through AIP-IV). Interestingly, these different classes of AIPs exhibit cross-inhibition to one another, and some studies have focused on screening synthetic AIP mimetics (Tal-Gan et al., 2013). Quantitative methods have recently emerged for analyzing AIP-I (Junio et al., 2013) and AIP-III (Roux et al., 2014) using ultrahigh performance liquid chromatography (UHPLC) coupled to electrospray ionization MS with an LTQ Orbitrap mass spectrometer. This technique is particularly useful in monitoring time-dependent release of AIPs and could be adapted for assessment of QSI candidate impact on AIP release to the extracellular environment.
Molecular Tools for Identifying QSI
One of the original approaches to assessing S. aureus quorum sensing is through direct analysis of transcripts. Northern analysis is the classical approach and the high expression level of rnaIII transcript and its stability make it a useful candidate for tracking. More recently, quantitative reverse transcriptase PCR (qRT-PCR) has become a standard alternative approach used by many laboratories.
Transcriptional analyses by Northern blotting. Probes directed at RNAIII transcript can be used to assess agr activity (Kjaerulff et al., 2013). For example, in a study by Nielsen et al. (2014), strains were grown in the presence of a QSI lead molecule, RNA was purified, and Northern blot analysis on agrA and psmα was performed. Likewise, in another study on QSI candidates, CA-MRSA isolates were grown in the presence of solonamides and Northerns were performed on rnaIII, spa, and hla transcripts to assess differences in virulence gene expression between the treated samples and vehicle control (Mansson et al., 2011). While this technique is not amenable to large compound screens, it can provide useful information on the impact of a lead QSI candidate on virulence gene transcription.
qRT-PCR. Quantitative reverse transcriptase PCR (qRT-PCR) with primers for agr can be used to monitor agr function (Park et al., 2007). The best targets for assessment are rnaIII, psmα, and psmβ transcripts because these are under direct AgrA control (Queck et al., 2008). As indicated above, Protein A (spa) is also informative due to its opposite response when agr is inhibited. Although the hla transcript, encoding α-toxin, is a popular choice for an assessment of agr function, its interpretation is more difficult. The predominant action of the agr system is to control protein translation of Hla. In other words, an agr mutant does not produce Hla protein, but this mutant will show only minimal changes (typically twofold) to hla transcript levels. Thus, small molecule inhibitors that greatly reduce hla transcription should be viewed with caution since the dominant transcriptional regulator of this gene is the SaeR/S system (Flack et al., 2014).
As an alternative to direct analysis of transcripts, transcriptional reporters for S. aureus quorum sensing dependent promoters are often used for monitoring agr system function and identifying QSI. The agr P3 promoter is most commonly used for this purpose due its strong output and large dynamic range. In this section, different reporter-based approaches are outlined using both fluorescent and luminescent markers, and these approaches can be applied for monitoring agr system function or identifying a QSI.
Fluorescent reporters. A number of fluorescent reporter strains have been developed for use in studies aimed at understanding the mechanistic underpinnings of the system and for small molecule QSI screening efforts (Malone et al., 2009; Shojima and Nakayama, 2014). The most commonly used ones contain either a GFP, or a similar emitting yellow fluorescent protein (YFP), that is linked to the agr P3 promoter. Although the agr P2 promoter has been utilized, it has much weaker output and a more limited dynamic range. When these reporters are used in conjunction with a microplate reader that has the capacity for reading OD for growth and fluorescence, these strains allow for the detection of either promotion or inhibition of the agr system. Moreover, these tools are readily adaptable for high-throughput screening of small molecule repositories. For example, a screen of a 24,087 compound library using a reporter strain with agr::P3 driven GFP expression resulted in the discovery of savirin as a small molecule inhibitor of AgrA, which was further supported by additional in vitro and in vivo studies (Sully et al., 2014). Successful QSI candidates exhibit growth ODs similar to those of the vehicle control, but with significantly reduced fluorescence outputs, signaling loss of agr P3 promoter activation.
BlaZ reporter. The agr P3-blaZ reporter has been used in some of the original efforts to identify S. aureus QSI (Mayville et al., 1999; Lyon et al., 2000). The blaZ gene encodes for β-lactamase, and the activity of BlaZ enzyme can be easily tracked using nitrocefin assays. The technique is also useful for mechanistic investigations of agr system function (Geisinger et al., 2012). Recently, the BlaZ reporter has been used in efforts to characterize the natural product solonamide B as an AgrC antagonist (Nielsen et al., 2014). The reporter could be used to identify agr inhibitors in the medium throughput screening models described above.
AIP competition assay. Autoinducing peptide competition can also be tracked through the use of fluorescent reporters (see section Fluorescent reporters) for the different agr and AIP types (Malone et al., 2007). Reporter strains are grown in the presence of the appropriate antibiotic to maintain the plasmid, and then once reaching an established OD, are aliquotted and mixed with either control media or competing AIP. Cell density and fluorescence is measured with a microplate reader to examine impact on growth and agr activity. A decline in fluorescence, without impacting growth, is interpreted as QSI activity. This approach was successfully used to test Type I signal peptidase inhibitors for impact on agr function (Kavanaugh et al., 2007), and it could be amenable to screening compound libraries.
Vesicle lysis test. A new method to detect small amphipathic α-helical peptides and measure agr activity has been developed (Laabei et al., 2014). The synthetic lipid vesicle type used in this assay was chosen specifically for its selectivity to PSMs and δ-hemolysin, excluding other known S. aureus toxins. The vesicles prepared for this test comprise a similar level of cholesterol as that found in erythrocytes (20–25%) and includes two very common membrane phosphoglycerides: phosphatidylcholine and phosphatidylethanolamine. Following preparation of the vesicles, bacteria can either be normalized to a specific OD for corresponding colony forming units per mL (CFUs/mL) or supernatants can be harvested for use in the experiment. The vesicle solution and bacteria (or supernatant) are then mixed and fluorescence is monitored with a fluorescent detector. An increase in normalized fluorescence over the untreated control (with no toxin) indicates an increase in toxin-mediated vesicle lysis. Some advantages of this assay include that it is relatively quick to perform and is amenable to 96-well plate medium throughput testing using a plate reader with fluorescent detection abilities. It is reported to have greater accuracy in correctly identifying strains with active agr systems than the CAMP assay (Laabei et al., 2014). It could be adapted to QSI screening efforts perhaps either by inclusion of QSI candidates in the test containing live, OD-standardized culture or by using supernatants of cultures grown in the presence of QSI candidates.
Luminescent reporters. Strains with lux reporters that link the agr system to a bioluminescence response have been developed (Park et al., 2007; Subrt et al., 2011; Figueroa et al., 2014). These constructs utilize the Photorhabdus luminescens luxCDABCE genes that self-produce light without the need for additives. Since the lux genes are often poorly expressed in Gram-positive bacteria such as S. aureus, improved constructs have been developed that increase production of the fatty acid aldehyde substrate needed (Mesak et al., 2009). The agr P3 promoter has been coupled to this improved construct for tracking quorum sensing function (Subrt et al., 2011). Recently, this construct has been moved to clinical isolates and used successfully to screen for QSIs (Figueroa et al., 2014). As described above for fluorescent reporter screens, in comparison with the vehicle control, successful QSI candidates yield little to no change to growth OD but significant reduction in luminescent output.
At a time when the field of medicine stands on the precipice of the post-antibiotic era (CDC, 2013), the anti-virulence strategy may represent a viable solution to addressing the emerging therapeutic gaps presented by growing trends in antibiotic resistance (Spellberg et al., 2013). This strategy aims to interfere with cell–cell communication, or quorum sensing, through which single-celled organisms coordinate gene expression in adaptive measures to enhance survival in their respective environments, including their human hosts. Discovery of small molecule QSI candidates represents the first step in the path toward integration of an anti-virulence strategy into the treatment and management of S. aureus infections.
Over the past decade, the “toolbox” for studying the S. aureus agr QS system and searching for novel QSI candidates has expanded greatly. In addition to the standard, lower throughput Western and Northern blots, we now have a suite of fluorescent and luminescent reporter strains as well as various chromatographic techniques at our disposal for the study of this important virulence target. Nevertheless, most of these techniques have not yet been further developed or modified for applications in medium- to high-throughput screening efforts for the identification of novel QSIs. One caveat concerning studies focused on agr as a target is the potential impact of test candidates on growth. This is something that must be closely monitored as growth-dependent inhibition can yield a false-positive result for QSI activity, and thus QSI activity should be explored at sub-MIC concentrations. Likewise, QSIs inhibiting certain virulence factors (i.e., α-toxin) require additional evaluation, as this may not reflect true agr inhibition, but rather alternative (or additional) impact on the S. aureus SaeR/S system. Future work should build on these existing resources, optimizing them to further support efforts for the identification and mechanistic analysis of small molecule inhibitors of this highly clinically relevant target.
Cassandra L. Quave and Alexander R. Horswill conceived of and wrote this review together.
Conflict of Interest Statement
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
This work was supported by a grant from the National Institutes of Health, National Center for Complementary and Alternative Medicine (R01 AT007052, PI: CLQ and Co-I: ARH). The content is solely the responsibility of the authors and does not necessarily reflect the official views of NCCAM or NIH. The funding agency had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Baba, T., Takeuchi, F., Kuroda, M., Yuzawa, H., Aoki, K.-I., Oguchi, A.,et al. (2002). Genome and virulence determinants of high virulence community-acquired MRSA. Lancet 359, 1819–1827. doi: 10.1016/S0140-6736(02)08713-5
Cech, N. B., Junio, H. A., Ackermann, L. W., Kavanaugh, J. S., and Horswill, A. R. (2012). Quorum quenching and antimicrobial activity of Goldenseal (Hydrastis canadensis) against Methicillin-Resistant Staphylococcus aureus (MRSA). Planta Med. 78, 1556–1561. doi: 10.1055/s-0032-1315042
Cheung, G. Y. C., Joo, H.-S., Chatterjee, S. S., and Otto, M. (2014). Phenol-soluble modulins – critical determinants of staphylococcal virulence. FEMS Microbiol. Rev. 38, 698–719. doi: 10.1111/1574-6976.12057
Chua, K., Monk, I., Lin, Y.-H., Seemann, T., Tuck, K., Porter, J.,et al. (2014). Hyperexpression of alpha-hemolysin explains enhanced virulence of sequence type 93 community-associated methicillin-resistant Staphylococcus aureus. BMC Microbiol. 14:31. doi: 10.1186/1471-2180-14-31
Figueroa, M., Jarmusch, A. K., Raja, H. A., El-Elimat, T., Kavanaugh, J. S., Horswill, A. R.,et al. (2014). Polyhydroxyanthraquinones as quorum sensing inhibitors from the guttates of Penicillium restrictum and their analysis by desorption electrospray Ionization Mass Spectrometry. J. Nat. Prod. 77, 1351–1358. doi: 10.1021/np5000704
Flack, C. E., Zurek, O. W., Meishery, D. D., Pallister, K. B., Malone, C. L., Horswill, A. R.,et al. (2014). Differential regulation of staphylococcal virulence by the sensor kinase SaeS in response to neutrophil-derived stimuli. Proc. Natl. Acad. Sci. U.S.A. 111, E2037–E2045. doi: 10.1073/pnas.1322125111
Foster, T. J., Geoghegan, J. A., Ganesh, V. K., and Hook, M. (2014). Adhesion, invasion and evasion: the many functions of the surface proteins of Staphylococcus aureus. Nat. Rev. Microbiol. 12, 49–62. doi: 10.1038/nrmicro3161
Gagnaire, J., Dauwalder, O., Boisset, S., Khau, D., Freydière, A.-M., Ader, F.,et al. (2012). Detection of Staphylococcus aureus delta-toxin production by whole-cell MALDI-TOF mass spectrometry. PLoS ONE 7:e40660. doi: 10.1371/journal.pone.0040660
Geisinger, E., George, E. A., Chen, J., Muir, T. W., and Novick, R. P. (2012). Identification of ligand specificity determinants in AgrC, the Staphylococcus aureus quorum-sensing receptor. J. Biol. Chem. 287, 18588. doi: 10.1074/jbc.A112.710227
Gonzalez, D. J., Okumura, C. Y., Hollands, A., Kersten, R., Akong-Moore, K., Pence, M. A.,et al. (2012). Novel phenol-soluble modulin derivatives in community-associated methicillin-resistant Staphylococcus aureus identified through Imaging Mass Spectrometry. J. Biol. Chem. 287, 13889–13898. doi: 10.1074/jbc.M112.349860
Gordon, C. P., Williams, P., and Chan, W. C. (2013). Attenuating Staphylococcus aureus virulence gene regulation: a medicinal chemistry perspective. J. Med. Chem. 56, 1389–1404. doi: 10.1021/jm3014635
Herbert, S., Ziebandt, A.-K., Ohlsen, K., Schäfer, T., Hecker, M., Albrecht, D.,et al. (2010). Repair of global regulators in Staphylococcus aureus 8325 and comparative analysis with other clinical isolates. Infect. Immun. 78, 2877–2889. doi: 10.1128/IAI.00088-10
Hidron, A. I., Low, C. E., Honig, E. G., and Blumberg, H. M. (2009). Emergence of community-acquired methicillin-resistant Staphylococcus aureus strain USA300 as a cause of necrotising community-onset pneumonia. Lancet Infect. Dis. 9, 384–392. doi: 10.1016/S1473-3099(09)70133-1
Holtfreter, S., Grumann, D., Schmudde, M., Nguyen, H. T. T., Eichler, P., Strommenger, B.,et al. (2007). Clonal distribution of superantigen genes in clinical Staphylococcus aureus isolates. J. Clin. Microbiol. 45, 2669–2680. doi: 10.1128/JCM.00204-07
Junio, H. A., Todd, D. A., Ettefagh, K. A., Ehrmann, B. M., Kavanaugh, J. S., Horswill, A. R.,et al. (2013). Quantitative analysis of autoinducing peptide I (AIP-I) from Staphylococcus aureus cultures using ultrahigh performance liquid chromatography–high resolving power mass spectrometry. J. Chromatogr. B Analyt. Technol. Biomed. Life Sci. 930, 7–12. doi: 10.1016/j.jchromb.2013.04.019
Kavanaugh, J. S., Thoendel, M., and Horswill, A. R. (2007). A role for type I signal peptidase in Staphylococcus aureus quorum sensing. Mol. Microbiol. 65, 780–798. doi: 10.1111/j.1365-2958.2007.05830.x
Kirchdoerfer, R. N., Garner, A. L., Flack, C. E., Mee, J. M., Horswill, A. R., Janda, K. D.,et al. (2011). Structural basis for ligand recognition and discrimination of a quorum-quenching antibody. J. Biol. Chem. 286, 17351–17358. doi: 10.1074/jbc.M111.231258
Kjaerulff, L., Nielsen, A., Mansson, M., Gram, L., Larsen, T., Ingmer, H.,et al. (2013). Identification of four new agr quorum sensing-interfering cyclodepsipeptides from a marine photobacterium. Mar. Drugs 11, 5051–5062. doi: 10.3390/md11125051
Laabei, M., Jamieson, W. D., Massey, R. C., and Jenkins, A. T. A. (2014). Staphylococcus aureus interaction with phospholipid vesicles – A new method to accurately determine accessory gene regulator (agr) activity. PLoS ONE 9:e87270. doi: 10.1371/journal.pone.0087270
Lauderdale, K. J., Boles, B. R., Cheung, A. L., and Horswill, A. R. (2009). Interconnections between Sigma B, agr, and proteolytic activity in Staphylococcus aureus biofilm maturation. Infect. Immun. 77, 1623–1635. doi: 10.1128/IAI.01036-08
Lauderdale, K. J., Malone, C. L., Boles, B. R., Morcuende, J., and Horswill, A. R. (2010). Biofilm dispersal of community-associated methicillin-resistant Staphylococcus aureus on orthopedic implant material. J. Orthop. Res. 28, 55–61. doi: 10.1002/jor.20943
Lee, B. Y., Singh, A., David, M. Z., Bartsch, S. M., Slayton, R. B., Huang, S. S.,et al. (2013). The economic burden of community-associated methicillin-resistant Staphylococcus aureus (CA-MRSA). Clin. Microbiol. Infect. 19, 528–536. doi: 10.1111/j.1469-0691.2012.03914.x
Li, J., Wang, W., Xu, S. X., Magarvey, N. A., and Mccormick, J. K. (2011). Lactobacillus reuteri-produced cyclic dipeptides quench agr-mediated expression of toxic shock syndrome toxin-1 in staphylococci. Proc. Natl. Acad. Sci. U.S.A. 108, 3360–3365. doi: 10.1073/pnas.1017431108
Li, M., Diep, B., Villaruz, A., Braughton, K., Jiang, X., Deleo, F.,et al. (2009). Evolution of virulence in epidemic community-associated methicillin-resistant Staphylococcus aureus. Proc. Natl. Acad. Sci. U.S.A. 106, 5883–5888. doi: 10.1073/pnas.0900743106
Limbago, B., Fosheim, G. E., Schoonover, V., Crane, C. E., Nadle, J., Petit, S.,et al. (2009). Characterization of methicillin-resistant Staphylococcus aureus isolates collected in 2005 and 2006 from patients with invasive disease: a population-based analysis. J. Clin. Microbiol. 47, 1344–1351. doi: 10.1128/JCM.02264-08
Lyon, G. J., Mayville, P., Muir, T. W., and Novick, R. P. (2000). Rational design of a global inhibitor of the virulence response in Staphylococcus aureus, based in part on localization of the site of inhibition to the receptor-histidine kinase, AgrC. Proc. Natl. Acad. Sci. U.S.A. 97, 13330–13335. doi: 10.1073/pnas.97.24.13330
Malone, C. L., Boles, B. R., and Horswill, A. R. (2007). Biosynthesis of Staphylococcus aureus autoinducing peptides by using the Synechocystis DnaB Mini-Intein. Appl. Environ. Microbiol. 73, 6036–6044. doi: 10.1128/AEM.00912-07
Malone, C. L., Boles, B. R., Lauderdale, K. J., Thoendel, M., Kavanaugh, J. S., and Horswill, A. R. (2009). Fluorescent reporters for Staphylococcus aureus. J. Microbiol. Methods 77, 251–260. doi: 10.1016/j.mimet.2009.02.011
Mansson, M., Nielsen, A., Kjærulff, L., Gotfredsen, C. H., Wietz, M., Ingmer, H.,et al. (2011). Inhibition of virulence gene expression in Staphylococcus aureus by novel depsipeptides from a marine photobacterium. Mar. Drugs 9, 2537–2552. doi: 10.3390/md9122537
Mayville, P., Ji, G., Beavis, R., Yang, H., Goger, M., Novick, R. P.,et al. (1999). Structure-activity analysis of synthetic autoinducing thiolactone peptides from Staphylococcus aureus responsible for virulence. Proc. Natl. Acad. Sci. U.S.A. 96, 1218–1223. doi: 10.1073/pnas.96.4.1218
Murray, E. J., Crowley, R. C., Truman, A., Clarke, S. R., Cottam, J. A., Jadhav, G. P.,et al. (2014). Targeting Staphylococcus aureus quorum sensing with nonpeptidic small molecule inhibitors. J. Med. Chem. 57, 2813–2819. doi: 10.1021/jm500215s
Nakayama, J., Uemura, Y., Nishiguchi, K., Yoshimura, N., Igarashi, Y., and Sonomoto, K. (2009). Ambuic acid inhibits the biosynthesis of cyclic peptide quormones in Gram-Positive bacteria. Antimicrob. Agents Chemother. 53, 580–586. doi: 10.1128/AAC.00995-08
Nielsen, A., Månsson, M., Bojer, M. S., Gram, L., Larsen, T. O., Novick, R. P.,et al. (2014). Solonamide B inhibits quorum sensing and reduces Staphylococcus aureus mediated killing of human neutrophils. PLoS ONE 9:e84992. doi: 10.1371/journal.pone.0084992
Nielsen, A., Nielsen, K. F., Frees, D., Larsen, T. O., and Ingmer, H. (2010). Method for screening compounds that influence virulence gene expression in Staphylococcus aureus. Antimicrob. Agents Chemother. 54, 509–512. doi: 10.1128/AAC.00940-09
Novick, R. P., Ross, H. F., Projan, S. J., Kornblum, J., Kreiswirth, B., and Moghazeh, S. (1993). Synthesis of staphylococcal virulence factors is controlled by a regulatory RNA molecule. EMBO J. 12, 3967–3975.
Olson, M. E., Nygaard, T. K., Ackermann, L., Watkins, R. L., Zurek, O. W., Pallister, K. B.,et al. (2013). Staphylococcus aureus nuclease is an SaeRS-dependent virulence factor. Infect. Immun. 81, 1316–1324. doi: 10.1128/IAI.01242-12
Pang, Y. Y., Schwartz, J., Thoendel, M., Ackermann, L. W., Horswill, A. R., and Nauseef, W. M. (2010). agr-dependent interactions of Staphylococcus aureus USA300 with human polymorphonuclear neutrophils. J. Innate Immun. 2, 546–559. doi: 10.1159/000319855
Paniagua-Contreras, G., Monroy-Perez, E., Vaca-Paniagua, F., Rodriguez-Moctezuma, J., Negrete-Abascal, E., and Vaca, S. (2014). Implementation of a novel in vitro model of infection of reconstituted human epithelium for expression of virulence genes in methicillin-resistant Staphylococcus aureus strains isolated from catheter-related infections in Mexico. Ann. Clin. Microbiol. Antimicrob. 13:6. doi: 10.1186/1476-0711-13-6
Park, J., Jagasia, R., Kaufmann, G. F., Mathison, J. C., Ruiz, D. I., Moss, J. A.,et al. (2007). Infection control by antibody disruption of bacterial quorum sensing signaling. Chem. Biol. 14, 1119–1127. doi: 10.1016/j.chembiol.2007.08.013
Parker, D., Narechania, A., Sebra, R., Deikus, G., Larussa, S., Ryan, C.,et al. (2014). Genome sequence of bacterial interference strain Staphylococcus aureus 502A. Genome Announc. 2:e00284-14. doi: 10.1128/genomeA.00284-14
Queck, S. Y., Jameson-Lee, M., Villaruz, A. E., Bach, T.-H. L., Khan, B. A., Sturdevant, D. E.,et al. (2008). RNAIII-independent target gene control by the agr quorum-sensing system: insight into the evolution of virulence regulation in Staphylococcus aureus. Mol. Cell 32, 150–158. doi: 10.1016/j.molcel.2008.08.005
Roux, A., Todd, D. A., Velázquez, J. V., Cech, N. B., and Sonenshein, A. L. (2014). CodY-mediated regulation of the Staphylococcus aureus agr system integrates nutritional and population density signals. J. Bacteriol. 196, 1184–1196. doi: 10.1128/JB.00128-13
Schwartz, J., Leidal, K. G., Femling, J. K., Weiss, J. P., and Nauseef, W. M. (2009). Neutrophil bleaching of GFP-expressing staphylococci: probing the intraphagosomal fate of individual bacteria. J. Immunol. 183, 2632–2641. doi: 10.4049/jimmunol.0804110
Schweizer, M. L., Furuno, J. P., Sakoulas, G., Johnson, J. K., Harris, A. D., Shardell, M. D.,et al. (2011). Increased mortality with accessory gene regulator (agr) dysfunction in Staphylococcus aureus among bacteremic patients. Antimicrob. Agents Chemother. 55, 1082–1087. doi: 10.1128/AAC.00918-10
Shojima, A., and Nakayama, J. (2014). “Quorum sensing in Gram-Positive bacteria: assay protocols for staphylococcal agr and enterococcal fsr systems,” in Microbial Biofilms: Methods and Protocols, ed. G. Donelli (New York: Springer Press), 33–41.
Shopsin, B., Drlica-Wagner, A., Mathema, B., Adhikari, R. P., Kreiswirth, B. N., and Novick, R. (2008). Prevalence of agr dysfunction among colonizing Staphylococcus aureus strains. J. Infect. Dis. 198, 1171–1174. doi: 10.1086/592051
Skov, R., Christiansen, K., Dancer, S. J., Daum, R. S., Dryden, M., Huang, Y.-C.,et al. (2012). Update on the prevention and control of community-acquired meticillin-resistant Staphylococcus aureus (CA-MRSA). Int. J. Antimicrob. Agents 39, 193–200. doi: 10.1016/j.ijantimicag.2011.09.029
Somerville, G., Cockayne, A., Durr, M., Peschel, A., Otto, M., and Musser, J. (2003). Synthesis and deformylation of Staphylococcus aureus delta-toxin are linked to tricarboxylic acid cycle activity. J. Bacteriol. 185, 6686–6694. doi: 10.1128/JB.185.22.6686-6694.2003
Spaan, A. N., Surewaard, B. G. J., Nijland, R., and Van Strijp, J. A. G. (2013). Neutrophils versus Staphylococcus aureus: a biological tug of war. Annu. Rev. Microbiol. 67, 629–650. doi: 10.1146/annurev-micro-092412-155746
Subrt, N., Mesak, L. R., and Davies, J. (2011). Modulation of virulence gene expression by cell wall active antibiotics in Staphylococcus aureus. J. Antimicrob. Chemother. 66, 979–984. doi: 10.1093/jac/dkr043
Sully, E. K., Malachowa, N., Elmore, B. O., Alexander, S. M., Femling, J. K., Gray, B. M.,et al. (2014). Selective chemical inhibition of agr quorum sensing in Staphylococcus aureus promotes host defense with minimal impact on resistance. PLoS Pathog. 10:e1004174. doi: 10.1371/journal.ppat.1004174
Surewaard, B. G. J., De Haas, C. J. C., Vervoort, F., Rigby, K. M., Deleo, F. R., Otto, M.,et al. (2013). Staphylococcal alpha-phenol soluble modulins contribute to neutrophil lysis after phagocytosis. Cell. Microbiol. 15, 1427–1437. doi: 10.1111/cmi.12130
Tal-Gan, Y., Stacy, D. M., Foegen, M. K., Koenig, D. W., and Blackwell, H. E. (2013). Highly potent inhibitors of quorum sensing in Staphylococcus aureus revealed through a systematic synthetic study of the Group-III autoinducing peptide. J. Am. Chem. Soc. 135, 7869–7882. doi: 10.1021/ja3112115
Tsuji, B. T., Rybak, M. J., Cheung, C. M., Amjad, M., and Kaatz, G. W. (2007). Community- and health care-associated methicillin-resistant Staphylococcus aureus: a comparison of molecular epidemiology and antimicrobial activities of various agents. Diagn. Microbiol. Infect. Dis. 58, 41–47. doi: 10.1016/j.diagmicrobio.2006.10.021
Uhlemann, A.-C., Otto, M., Lowy, F. D., and Deleo, F. R. (2014). Evolution of community- and healthcare-associated methicillin-resistant Staphylococcus aureus. Infect. Genet. Evol. 21, 563–574. doi: 10.1016/j.meegid.2013.04.030
Wang, R., Braughton, K., Kretschmer, D., Bach, T., Queck, S., Li, M.,et al. (2007). Identification of novel cytolytic peptides as key virulence determinants for community-associated MRSA. Nat. Med. 13, 1510–1514. doi: 10.1038/nm1656
White, M. J., Boyd, J. M., Horswill, A. R., and Nauseef, W. M. (2014). Phosphatidylinositol-specific phospholipase C contributes to survival of Staphylococcus aureus USA300 in human blood and neutrophils. Infect. Immun. 82, 1559–1571. doi: 10.1128/IAI.01168-13
Yamamoto, T., Nishiyama, A., Takano, T., Yabe, S., Higuchi, W., Razvina, O.,et al. (2010). Community-acquired methicillin-resistant Staphylococcus aureus: community transmission, pathogenesis, and drug resistance. J. Infect. Chemother. 16, 225–254. doi: 10.1007/s10156-010-0045-9
Zhang, J.-H., Chung, T. D. Y., and Oldenburg, K. R. (1999). A simple statistical parameter for use in evaluation and validation of high throughput screening assays. J. Biomol. Screen. 4, 67–73. doi: 10.1177/108705719900400206
Keywords: accessory gene regulator, Staphylococcus aureus, auto inducing peptides, drug discovery, toxins, quorum sensing, adjuvant therapy, quorum sensing inhibitor
Citation: Quave CL and Horswill AR (2014) Flipping the switch: tools for detecting small molecule inhibitors of staphylococcal virulence. Front. Microbiol. 5:706. doi: 10.3389/fmicb.2014.00706
Received: 29 September 2014; Paper pending published: 29 October 2014;
Accepted: 27 November 2014; Published online: 12 December 2014.
Edited by:Eugenie Huillet, Institut National de la Recherche Agronomique, France
Reviewed by:Pierre Cornelis, Vrije Universiteit Brussel, Belgium
Paul D. Brown, University of the West Indies, Jamaica
Elise Borezee Durant, Institut National de la Recherche Agronomique, France
Copyright © 2014 Quave and Horswill. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Cassandra L. Quave, Department of Dermatology, Emory University School of Medicine, 1518 Clifton Road NE, CNR Building, Room 5035, Atlanta, GA 30322, USA e-mail: firstname.lastname@example.org