ABSTRACT
Pseudomonas aeruginosa and Staphylococcus aureus cause debilitating polymicrobial infections in diverse patient populations. Studies of these bacterial pathogens in coculture have shown that environmental variables, including Fe availability and the host-defense protein calprotectin (CP), impact coculture dynamics. To decipher how CP modulates interactions between P. aeruginosa and S. aureus, we employed dual-species RNA-seq to examine the transcriptional responses of both pathogens in coculture to CP treatment and metal depletion. Analysis of these responses revealed that, for both P. aeruginosa and S. aureus, CP treatment not only induced gene expression changes consistent with single- and multi-metal starvation responses but also induced gene expression changes that were not observed under metal limitation. For P. aeruginosa, CP treatment induced gene expression changes pointing to a shift in chorismate flux away from alkylquinolone and phenazine biosynthesis and toward folate biosynthesis. These observations were consistent with decreased production of alkylquinolones by P. aeruginosa, including the potent anti-staphylococcal alkylquinolone N-oxides. CP treatment altered the levels of two quorum-sensing molecules, 3-oxo-C12-homoserine lactone and C4-homoserine lactone, produced by P. aeruginosa. In addition, CP treatment enhanced the ability of S. aureus to mount Fe-starvation responses and caused S. aureus to express host virulence genes. This analysis illuminated the physiological consequences of CP treatment that extend beyond metal starvation and impact interspecies interactions. Our findings provide a working model in which CP effectively disarms P. aeruginosa by inhibiting the production of anti-staphylococcal factors and boosts the ability of S. aureus to protect itself from attack.
IMPORTANCE
The innate immune protein calprotectin (CP) defends the host against bacterial pathogens by sequestering multiple essential nutrient metal ions at infection sites. In addition to this role in nutritional immunity, CP promotes the survival of Staphylococcus aureus in coculture with Pseudomonas aeruginosa, an effect that is independent of its metal-sequestering function. In this work, we sought to understand how CP modulates this interspecies interaction by evaluating the transcriptional responses of P. aeruginosa and S. aureus to CP and metal limitation in cocultures. Our study revealed that CP attenuates the ability of P. aeruginosa to attack S. aureus with anti-staphylococcal factors and enhances the capacity of S. aureus to withstand this assault, effects that are not recapitulated by metal limitation. This work provides a new understanding of how CP modulates microbial interactions that are relevant to human health.
KEYWORDS: Pseudomonas aeruginosa, Staphylococcus aureus, coculture, calprotectin, metal availability, gene expression
INTRODUCTION
Pseudomonas aeruginosa and Staphylococcus aureus are two bacterial pathogens of clinical concern owing to their widespread prevalence, ability to colonize and thrive within the host environment, and resistance against available antimicrobial therapies (1–3). P. aeruginosa and S. aureus share infection niches, including chronic wounds and the lungs of cystic fibrosis (CF) patients (4, 5). Co-infections by P. aeruginosa and S. aureus exacerbate the severity of the infection (6–8), and interactions between these two bacterial pathogens increase the tolerance of both P. aeruginosa and S. aureus to antibiotic treatment (4, 5, 9–12). Elucidating how host immunity and the host environment impact interactions between these two bacterial pathogens is important for advancing fundamental understanding of coculture dynamics and pathogenesis.
P. aeruginosa and S. aureus interactions are antagonistic, with P. aeruginosa outcompeting S. aureus by secreting various anti-staphylococcal factors (13–15). Multiple virulence factors and exoproducts contribute to the anti-staphylococcal activity of P. aeruginosa, including LasA, LasB, and phenazines, such as pyocyanin (PYO) (16). Production of anti-staphylococcal factors by P. aeruginosa is controlled by a hierarchy of quorum-sensing (QS) metabolites, autoinducers, and their associated regulators (17–22). Two prominent autoinducer–regulator systems involved in this hierarchical QS cascade (23–26) are the 3-oxo-C12-HSL/LasIR (17, 27) and the C4-HSL/RhlIR systems (17, 28). When activated, the 3-oxo-C12-HSL/LasIR system triggers the activation of downstream virulence factors and systems (29–32), including the production of alkaline protease, staphylolysin (LasA) (33, 34), and upregulation of genes encoding the C4-HSL/RhlR system (18). Activation of the C4-HSL/RhlIR system is essential for rhamnolipid biosynthesis and the production of elastase (LasB) (35–37) and PYO (38). P. aeruginosa also produces multiple alkylquinolones (AQs) that contribute to its anti-staphylococcal activity both as QS molecules and as direct anti-staphylococcal metabolites (19, 39–42). The combination of multiple molecular factors drives S. aureus toward fermentative metabolism and reduces S. aureus viability (11, 14, 43, 44).
The host environment undoubtedly affects interactions between P. aeruginosa and S. aureus. One environmental variable is nutrient availability. P. aeruginosa and S. aureus have a metabolic Fe requirement, and the host lowers Fe availability to starve invading pathogens in a process termed nutritional immunity (45, 46). In response to host-imposed Fe limitation, P. aeruginosa and S. aureus express dedicated transporters (47, 48), siderophores (49–52), and heme uptake machinery (53, 54) to compete for Fe. Prior studies of P. aeruginosa and S. aureus cocultures have examined the importance of metal availability, revealing that Fe starvation enhances anti-staphylococcal activity of P. aeruginosa toward S. aureus (55, 56). The host protein calprotectin (CP) contributes to nutritional immunity by sequestering multiple divalent transition metal ions, including Fe(II), and elicits single- and multi-metal starvation responses in these two bacterial pathogens (57–63). CP was also shown to promote S. aureus survival in coculture with P. aeruginosa, which was attributed to reduced production of anti-staphylococcal factors resulting from CP-mediated metal limitation (64). Combined, these studies revealed an apparent dichotomy in the field, wherein CP sequesters Fe(II) and induces Fe-starvation responses in both pathogens, while also providing a protective effect on S. aureus when cocultured with P. aeruginosa (64–66). Our recent work demonstrated that the protective effect of CP on S. aureus is metal-independent, indicating that the CP protein scaffold directly impacts coculture dynamics (66). Our findings also suggested that perturbed production of PYO and the siderophore pyochelin (PCH) by P. aeruginosa in the presence of CP may arise due to additional effects of CP that extend beyond its metal sequestering ability (66). Others have shown that CP interacts physically with P. aeruginosa and S. aureus during coculture (67), though the impact of these interactions on the anti-staphylococcal activity of P. aeruginosa and the viability of S. aureus is unknown. Taken together, these studies illustrate the complex and multifactorial effects of the CP protein scaffold and metal limitation on coculture outcomes, necessitating a new model for how CP and metal availability modulate interspecies dynamics between P. aeruginosa and S. aureus.
To support the development of such a model, we utilized dual-species RNA-seq to evaluate the global transcriptional responses of P. aeruginosa and S. aureus in coculture to CP treatment and metal depletion. We report that CP treatment elicits transcriptional responses in both bacterial pathogens that shape coculture outcomes and that were not observed in metal-depleted cocultures. In P. aeruginosa, CP treatment induced gene expression changes that indicated redirected chorismate flux, perturbed levels of QS effectors, and decreased production of AQs, effectively reducing the anti-staphylococcal activity of P. aeruginosa. Consistent with these observations, the presence of CP led to decreased gene expression responses by S. aureus related to membrane damage and cell stress while enhancing Fe-starvation responses. CP treatment also increased the expression of S. aureus genes associated with host virulence. Our findings support a model in which P. aeruginosa functions as an attacker that antagonizes S. aureus, the defender, primarily through the action of alkylquinolone N-oxides. By perturbing QS production and decreasing AQ production, CP effectively disarms P. aeruginosa and promotes the survival of S. aureus in coculture. Collectively, our results show that the CP protein scaffold markedly impacts coculture dynamics between these two pathogens, demonstrating that components of host immunity may impact pathogen–pathogen interactions in ways outside their known function.
RESULTS AND DISCUSSION
Experimental considerations for dual-species RNA-seq
The study design leveraged insights from prior investigations into the effects of CP treatment and metal depletion on the growth dynamics of P. aeruginosa and S. aureus cocultures, utilizing the same coculture conditions as previously described (66). Briefly, P. aeruginosa strain UCBPP-PA14 (hereafter PA14) and S. aureus strain USA300 JE2 (hereafter JE2) were grown in a chemically defined medium (CDM) prepared from trace metal basis reagents used in prior studies of both species in monocultures or cocultures (57–59, 66). This base medium is used to prepare media with defined metal concentrations. Metal-replete CDM is supplemented with 0.3 µM Mn, 5 µM Fe, 0.1 µM Ni, 0.1 µM Cu, and 6 µM Zn. These metal concentrations are representative of physiologically relevant metal levels in sputum samples from CF patients (68, 69). The omission of one or more metals (Mn, Fe, Zn, or all three metals) from this mixture allows for comparisons between the effects of CP treatment and either single- or multi-metal depletion on P. aeruginosa and S. aureus in monoculture and coculture. We performed dual-species RNA-seq on cocultures of these two bacterial pathogens grown in metal-replete, Mn-depleted, Fe-depleted, Zn-depleted, metal-depleted CDM (depleted of Mn, Fe, and Zn), and metal-replete CDM supplemented with a physiologically relevant concentration of CP (20 µM) (66, 70, 71). We compared the transcriptional responses of the cocultures exposed to metal depletion with those observed for CP treatment. We also performed RNA-seq on P. aeruginosa and S. aureus monocultures treated with CP (20 µM) to identify transcriptional responses occurring specifically in coculture or monoculture of either species, as well as responses common to both culture types.
We identified the 6–8-h period as a potential window for sample collection based on our prior coculture growth and metabolite time-course studies. Fe-starvation responses, including appreciable production of the pseudomonal siderophores pyoverdine and PCH and decreased production of phenazines, occurred from 6 h onward in cultures treated with CP (66). To determine the appropriate time point for RNA-seq sample collection, real-time PCR was used to confirm sample reproducibility by validating consistent transcript levels for both P. aeruginosa and S. aureus cocultured in Fe-depleted medium and metal-replete medium with or without CP (66). Across the conditions tested, P. aeruginosa RNA abundance remained high as judged from transcript levels of the housekeeping gene 16S. However, the reproducibility of S. aureus RNA transcripts from cocultures grown in the absence of CP declined significantly past the 6-h time point as judged from highly variable and often trace levels of the S. aureus housekeeping gene sigA (Table S1), indicative of significant RNA degradation as P. aeruginosa anti-staphylococcal activity proceeded. Consequently, the 6-h time point was selected for RNA-seq. For differential expression analysis, metal-replete CDM functioned as the (untreated) control. The proportions of differentially expressed (DE) genes for P. aeruginosa and S. aureus are presented in Table S2. Key statistics of the RNA-seq data set, including the sequenced read count and the number of unique features sequenced (72), are presented in Table S3. Herein, we summarize multi-metal starvation responses induced by CP treatment in cocultures of P. aeruginosa and S. aureus and describe how CP treatment modulates interspecies dynamics between both bacterial pathogens. Additional transcriptional responses of P. aeruginosa unique to each experimental condition are presented in the accompanying supplemental Discussion. The complete list of DE P. aeruginosa and S. aureus genes is presented in the accompanying supplemental files.
CP elicits multi-metal starvation responses in P. aeruginosa cocultured with S. aureus
We examined the top 600 DE genes across all culture conditions with Venn analysis to compare responses resulting from CP treatment and metal depletion. For P. aeruginosa genes DE in response to CP treatment and Fe depletion, about 48% of upregulated genes (Fig. 1A) and 40% of downregulated genes (Fig. 1B) were common to both conditions, demonstrating significant overlap. For genes DE in response to CP treatment and Zn depletion, 47% of upregulated genes (Fig. 1A) and all downregulated genes (Fig. 1B) were common to both conditions. For cocultures grown in Mn-depleted CDM, only 42 P. aeruginosa genes fell within the top 600 DE genes across all culture conditions (Fig. S1A and B), and nearly all genes observed to be upregulated in response to Mn depletion were also upregulated in CP-treated cocultures (Fig. S1A). Transcriptional responses common to CP treatment and the depletion of Fe, Zn, or Mn were also recapitulated in metal-depleted cocultures (Fig. S1 to S3). While most transcriptional responses (~87%) of P. aeruginosa in monoculture to CP treatment overlapped with the transcriptional responses for P. aeruginosa in coculture to CP treatment, approximately 9% of upregulated genes and 16% of downregulated genes were found to be unique to either monoculture or coculture (Fig. S4A and B).
Fig 1.
CP treatment induces multi-metal starvation responses in P. aeruginosa when cocultured with S. aureus. Venn analyses reveal significant overlap of upregulated (A) and downregulated (B) P. aeruginosa genes in cocultures treated with CP and cocultures grown in Fe-depleted or Zn-depleted CDM. The top 600 DE genes across all culture conditions were used for Venn analyses. (C) Volcano plot of DE changes in response to CP treatment. Genes with similar DE patterns in response to Fe depletion, Zn depletion, or both Fe and Zn depletion are denoted as colored shapes. A threshold cutoff log2(fold change) of 1 was employed. The complete list of DE P. aeruginosa genes identified in each condition is presented in Tables SF1 to SF10.
To further probe similarities and differences between CP treatment and metal depletion, we performed functional enrichment analyses. Overrepresentation analysis of DE genes revealed considerable overlap between the effects of CP treatment and metal depletion for P. aeruginosa in coculture (Fig. S5A and C), but also identified several distinct clusters of Gene Ontology (GO) terms responding uniquely to CP treatment or the depletion of Fe, Mn, or Zn (Fig. S5B and D). Genes encoding the Mn-dependent superoxide dismutase SodM (73), the heme acquisition protein HasAp (74), Phu heme uptake machinery (53), and pyoverdine biosynthesis and uptake machinery (pvd operon) (50, 66) were upregulated in all four conditions (Table SF1A). No systems were downregulated in all four conditions (Table SF1B). Collectively, our findings demonstrate that CP treatment elicits multi-metal starvation responses in P. aeruginosa cocultured with S. aureus, and that these responses overlap considerably, but not fully, with the effects of metal depletion.
CP treatment induces Fe-starvation responses in P. aeruginosa cocultured with S. aureus
In agreement with prior studies reporting that CP elicits transcriptional changes associated with Fe-starvation responses in P. aeruginosa during coculture with S. aureus (66) and in monoculture (57, 59, 64), CP treatment and growth in Fe-depleted CDM resulted in the upregulation of genes encoding pyoverdine (pvd) and pyochelin (pch) biosynthetic machinery (51), the exotoxin A precursor (toxA) (64, 75), the transcriptional regulator (toxR) (76), and alkaline protease secretion machinery (77) (Fig. 1A and 2; Table SF2A). These observations are also consistent with previous studies of Fe-starvation responses in P. aeruginosa (58, 78). Genes encoding the MexEF-OprN efflux pump, which secretes the QS metabolite HHQ (79, 80) and contributes to antimicrobial resistance (81), and the Fe-independent paralog of fumarase fumC1 (82) were also found to be upregulated in response to CP treatment and Fe depletion (Table SF2A).
Fig 2.
CP elicits Fe-starvation responses and Fe-sparing responses by P. aeruginosa cocultured with S. aureus. DE heatmap of P. aeruginosa genes associated with Fe-starvation responses and Fe-sparing responses. Pa indicates P. aeruginosa monoculture, and Pa/Sa indicates the coculture.
Under conditions of Fe limitation, P. aeruginosa decreases the expression of Fe-containing proteins via an Fe-sparing response that is mediated by PrrF small RNAs (sRNAs) (83–85). CP treatment and Fe depletion resulted in strong downregulation of genes for the Fur-regulated catalase (katA) (86, 87), the Fe-cofactored superoxide dismutase (sodB) (88), the nitrate-inducible formate dehydrogenase (fdnIHG) (89, 90), and denitrification (nar, nir, and nap), indicative of Fe-sparing responses under these treatment conditions (91) (Fig. 1B and 2; Table SF2B). Furthermore, CP treatment and Fe depletion decreased the expression of genes for the cbb3-type cytochrome c oxidase (cco) (64, 92–94) and NADH dehydrogenase (nuo) (95) (Fig. S6; Table SF2B) as part of an Fe-starvation response (78). CP treatment and Fe depletion also decreased the expression of genes for the bacterial ferritin (ftnA) (96) and phenazine biosynthetic machinery (see below) (Fig. S7).
CP treatment induces Zn-starvation responses in P. aeruginosa cocultured with S. aureus
Consistent with Zn-starvation responses (58), CP treatment and Zn depletion resulted in the upregulation of genes associated with Zn uptake machinery, including pseudopaline biosynthesis and transport (cnt) (97, 98), the znu operon (99, 100), and the Zn uptake regulator zur (99) (Fig. 1A; Fig. S8; Table SF3A). Furthermore, expression of genes for the Zn(II)-independent paralogs of RpmE and RpmJ (PA14_17700–PA14_17710) (58) and a gene cluster for a predicted Zn(II) uptake system (PA14_26390–PA14_26420) (100) were upregulated upon CP treatment and Zn depletion (Fig. 1A; Fig. S8). In addition, a Zur-regulated cluster of Zn-independent paralogs (PA14_72980–PA14_73070) (58, 100) was among the most strongly upregulated hits in CP-treated and Zn-depleted cocultures (Table SF3A). This cluster contained genes for the cell wall amidase (amiA) (101, 102), a putative carbonic anhydrase (cynT) (58), and the Zn-independent transcription factor (dksA2) (103, 104) (Fig. S8). Genes downregulated by CP treatment and Zn depletion included several that are known to be regulated by the PprAB two-component system (105) (see below) (Table SF3B). Unexpectedly, we found that expression of genes for the ferrous iron uptake system (feoAB) (47, 58, 106) and the catecholate siderophore receptor (cirA) (107, 108) was upregulated in CP-treated and Zn-depleted conditions but not in Fe-depleted conditions (Fig. S8).
CP treatment does not induce Mn-starvation responses in P. aeruginosa cocultured with S. aureus
We detected no DE of genes encoding the putative Mn uptake proteins MntH1 and MntH2 or genes encoding proteins known to be Mn-cofactored in CP-treated cocultures (58) (Table SF4). These findings are consistent with prior studies reporting that CP treatment had a negligible effect on cell-associated Mn levels in P. aeruginosa PAO1 grown under aerobic conditions (59).
CP treatment induces gene expression changes associated with cell envelope modifications in P. aeruginosa cocultured with S. aureus
Having characterized the aforementioned metal-starvation responses of P. aeruginosa to CP treatment, we looked at functional categories of transcriptional changes that could not be fully accounted for by metal depletion. The presence of CP resulted in DE of multiple systems associated with modifications to the cell envelope of P. aeruginosa in monoculture and in coculture with S. aureus. These gene expression changes were mostly absent for cocultures grown in Fe-depleted conditions. In agreement with prior work (66), CP treatment upregulated the expression of genes encoding the spermidine synthase SpeE2 (109, 110), the 4-amino-4-deoxy-l-arabinose lipid A transferase ArnT (111, 112), and the holin CidA (PA14_19680), although the change in the expression of cidA fell below the DE threshold (Fig. 3). CP treatment resulted in the downregulation of genes encoding the PprAB two-component system (Fig. 3), which regulates a hyper-biofilm phenotype (Pel- and Psl-independent) in P. aeruginosa (105). Furthermore, genes known to be positively regulated by PprAB (105), including those encoding structural components and assembly of the type IVb pili (113, 114), CupE fimbriae (115), and the BapA adhesin (105, 116), were downregulated by CP treatment (Fig. 3). We observed that downregulation of genes associated with the PprAB regulon was partially attributable to Zn depletion. CP treatment also upregulated the expression of the arn operon and the PA14_63110–PA14_63160 locus encoding the two-component sensor/regulator PmrAB (117, 118), transcriptional responses that were common to Zn-depleted cocultures (Table SF3A). The PprAB two-component system has also been reported to regulate genes encoding PQS biosynthetic and transport machinery (pqsCDE) (see below) and anthranilate synthase (phnAB) (105) (Fig. 3).
Fig 3.
CP elicits transcriptional responses associated with cell envelope modifications for P. aeruginosa in coculture with S. aureus. DE heatmap of P. aeruginosa genes associated with cell envelope modifications and the pprAB regulon. Pa indicates P. aeruginosa monoculture, and Pa/Sa indicates the coculture.
We also found that CP elicited transcriptional changes that were not attributable to metal depletion. CP treatment caused mild upregulation of cprRS (119) and parRS (120) encoding two-component systems (Fig. S9) that are associated with P. aeruginosa responses to cationic peptides and antibacterials, including aminoglycosides and polymyxins. Additional indications of altered membrane character/integrity in response to CP treatment included upregulation of the genes encoding the N-succinyl-l-diaminopimelic acid desuccinylase DapE (121), which is involved in cell wall peptidoglycan production, the competence lipoprotein ComL (122), and the twin-arginine translocation (Tat) and general secretion (Sec) systems (123), which transport proteins across the cytoplasmic membrane (Fig. S9). Furthermore, CP treatment resulted in the downregulation of genes for the oxidative stress-sensing regulator OspR (124) and the long-chain fatty acid responsive regulator PsrA (125) (Fig. S9).
CP elicits transcriptional responses indicative of redirected chorismate flux in P. aeruginosa cocultured with S. aureus
We also noticed a pattern among genes associated with the biosynthetic pathways utilizing chorismate, a key precursor for multiple secondary metabolites that contribute to the survival and virulence of P. aeruginosa. These secondary metabolites include the siderophore PCH (51, 126), the anthranilate-derived AQs (39), phenazines (127), the aromatic amino acid precursor prephenate (128), and 4-aminobenzoate (129), which is an intermediate for folate biosynthesis (130). DE analysis revealed that CP treatment, but not metal depletion, upregulated the expression of genes associated with the biosynthesis and utilization of 4-aminobenzoate and prephenate (Fig. 4; Table SF9). These changes indicated increased cellular requirements for folate and amino acids, which are needed to support metabolism. The expression of PCH biosynthetic machinery (131) was also upregulated as part of an Fe-starvation response (see above) (66), indicating that some chorismate flux is directed toward PCH (Fig. 4). CP treatment also significantly decreased the expression of genes encoding phenazine biosynthetic machinery, which were among the most strongly downregulated genes identified (Fig. 4; Fig. S7). These observations are in agreement with prior metabolite analyses of P. aeruginosa in monoculture and in coculture with S. aureus, which showed that Fe depletion significantly decreased phenazine levels, and CP treatment resulted in near-complete suppression of phenazine production (57, 66). Moreover, the expression of genes encoding the PhnAB anthranilate synthase (132–135) and AQ biosynthetic machinery (pqs operon) (41, 136) were downregulated in response to CP treatment; we observed that Fe limitation affected the expression of these genes to a lesser extent than CP treatment (Fig. 3 and 4). Overall, our analysis revealed that CP treatment elicits transcriptional responses indicative of redirected chorismate flux in P. aeruginosa in coculture with S. aureus and in monoculture (Table SF9). Our results also indicate that the transcriptional responses of P. aeruginosa to CP treatment are complex and involve both metal-dependent and metal-independent effects (66).
Fig 4.
Gene expression analysis indicates that CP treatment redirects chorismate flux in P. aeruginosa cocultured with S. aureus. P. aeruginosa genes DE in response to CP treatment are shown. Genes that were DE to a similar extent in CP-treated and Fe-depleted cocultures are underlined.
CP treatment perturbs autoinducer production and dampens QS in P. aeruginosa cocultured with S. aureus
DE analysis indicated that CP treatment resulted in the downregulation of lasA, lasB, and genes encoding rhamnolipid production (rhlAB) (137) (Fig. 5A), which are known to be controlled by QS. These trends were not observed in Fe-depleted or metal-depleted cocultures. To further interrogate these findings, we examined how CP treatment and Fe depletion affected the expression of these QS-controlled genes using real-time PCR. Consistent with trends revealed by RNA-seq, CP treatment decreased the expression of lasA, lasB, and rhlA in P. aeruginosa cocultured with S. aureus (Fig. 5B). While Fe depletion slightly decreased the expression of lasB, this condition increased the expression of lasA and did not change the expression of rhlA (Fig. 5B). These results indicate that CP treatment attenuates the expression of QS-controlled genes in P. aeruginosa cocultured with S. aureus in a manner that is largely independent of Fe depletion.
Fig 5.
CP downregulates the expression of genes controlled by QS and decreases the production of autoinducers in P. aeruginosa cocultured with S. aureus. (A) DE heatmap of QS-controlled genes identified by RNA-seq. Pa indicates P. aeruginosa monoculture, and Pa/Sa indicates the coculture. (B) DE of selected QS-controlled genes quantified by real-time PCR. (C and D) CP treatment and Fe depletion decrease the production of the QS autoinducers 3-oxo-C12-HSL (C) and C4-HSL (D) in P. aeruginosa cocultured with S. aureus. Cultures were grown in metal-replete CDM ± 20 µM CP or Fe-depleted CDM and incubated at 37°C for 6 h. (B) Transcript levels were normalized to the P. aeruginosa housekeeping gene 16S, and the fold change after normalization is presented (n = 4, *P < 0.05 and **P < 0.01, error bars represent S.D.). (C and D) Aliquots of culture supernatants were collected and processed for quantitative mass spectrometry. Metabolite levels were normalized to P. aeruginosa CFUs (n = 5, error bars represent S.E.). For comparison with the untreated culture condition, **P < 0.01.
Based on these findings, we suspected that CP may be acting on the LasIR and RhlIR QS systems, which govern the regulation of LasA and LasB (21, 23, 138, 139). However, our efforts to understand the impact of CP on the expression of both QS systems were complicated by expression trends indicating overlap between the effects of CP treatment and Fe depletion. To further probe the effects of CP treatment on QS in P. aeruginosa, we utilized triple-quadrupole mass spectrometry to quantify the levels of the autoinducers 3-oxo-C12-HSL and C4-HSL in coculture supernatants as a readout of QS molecules in P. aeruginosa (140, 141). Because CP treatment has negligible effects on the growth kinetics of P. aeruginosa cocultured with S. aureus (66), differences in levels of homoserine lactones (HSLs) are unlikely to be a result of differences in growth phase (142). Our mass spectrometric analysis revealed that CP treatment and Fe depletion slightly decreased levels of 3-oxo-C12-HSL, but the change was not statistically significant (Fig. 5C). By contrast, CP treatment decreased the levels of C4-HSL by approximately 70% at the 6-h time point (Fig. 5D). Fe depletion caused no significant change in C4-HSL levels at the 6-h time point (Fig. 5D). At the 11-h time point, CP treatment did not significantly alter the levels of 3-oxo-C12-HSL (Fig. S10A), indicating that production of 3-oxo-C12-HSL in CP-treated cocultures recovered to levels found in metal-replete cultures between 6 and 11 h. By contrast, the levels of C4-HSL were decreased by both CP treatment and Fe depletion at 11 h (Fig. S10B), indicating that the effect of CP on C4-HSL production occurs early in the culture time course and persists through the 11-h time point. It is difficult to conclude from these data whether the effect of CP on C4-HSL levels can be attributed to Fe depletion.
To further understand how perturbed production of 3-oxo-C12-HSL and C4-HSL affected transcriptional responses of P. aeruginosa, we examined the expression of other P. aeruginosa genes that are known to be QS-controlled. Consistent with attenuated QS for P. aeruginosa in CP-treated cocultures, strong downregulation of genes encoding QS-controlled systems was also observed under these culture conditions. These genes encode phenazine biosynthetic machinery (phz), hydrogen cyanide production (hcn) (143), chitin-binding protein (cbpD) (144), and PA-I galactophilic lectin (lecA) (145, 146) (Fig. 5A; Fig. S7). Furthermore, substantial overlap was found between genes that were DE in response to CP treatment and genes previously identified to be QS-controlled by microarray analysis (23, 147). Out of 311 genes known to be positively regulated by QS (23), 245 (78.8%) were downregulated in CP-treated cocultures, of which 75 (24.1%) overlapped with the effects of Fe or Zn depletion, and 170 (54.7%) were attributable only to the effects of CP treatment. We also observed that CP treatment resulted in downregulated expression of qscR (PA14_39980) (148, 149) and qteE (PA14_30560) (150), genes encoding recently identified QS anti-activator proteins (Fig. 5A), further suggesting perturbed QS. In addition, the QS-regulated prtN gene was downregulated in response to CP treatment (151) (Fig. 5A). Collectively, these findings suggest that CP perturbs the production of P. aeruginosa AHL autoinducers primarily through effects on C4-HSL (Fig. 5D), resulting in attenuated QS by P. aeruginosa in coculture. This noteworthy effect of CP on autoinducer production likely impacts the expression of multiple virulence factors that directly impact coculture dynamics between P. aeruginosa and S. aureus.
Interactions between bacterial pathogens and host factors can lead to perturbations in bacterial QS and virulence. Prior studies have found that binding of 3-oxo-C12-HSL and its degradation product by the host protein albumin inhibited QS in P. aeruginosa and decreased the anti-staphylococcal activity of P. aeruginosa cocultured with S. aureus (152). Mammalian paraoxonases were previously shown to possess lactonase activity against 3-oxo-C12-HSL, and transgenic expression of the paraoxonase PON1 in a Drosophila melanogaster model was shown to confer protection against P. aeruginosa infection (153–156). Host-derived metabolites have also been reported to modulate bacterial QS; ethanolamine was identified as a host metabolite that perturbs QS in Vibrio cholerae, and human Caco-2 cells were found to produce a mimic of the QS signal molecule autoinducer-2, thus activating QS-controlled responses in Salmonella enterica serovar Typhimurium (157, 158). Our findings contribute to a growing body of evidence indicating that the host environment impacts bacterial QS and highlight the importance of considering such effects in studies of the host–pathogen interface.
CP treatment decreases the production of antimicrobials by P. aeruginosa cocultured with S. aureus
We recently showed that CP treatment and Fe depletion have opposing effects on S. aureus viability during coculture with P. aeruginosa (66). Previous studies have independently shown that CP treatment and Fe starvation have opposing effects on AQ production (55, 64). Considering that these studies were done under different experimental conditions, we were motivated to evaluate the effects of CP treatment and Fe levels on AQ production by P. aeruginosa in parallel. P. aeruginosa produces multiple AQs such as 2-heptyl-4(1H)-quinolone (HHQ) (39–41, 56), 2-heptyl-3-hydroxy-4(1H)-quinolone (PQS) (19, 39), and the potent anti-staphylococcal metabolite 2-heptyl-4-hydroxyquinoline N-oxide (HQNO) (42). PQS and its precursor HHQ function as QS molecules that modulate the activation of the virulence regulator MvfR (PqsR) and its regulon (39, 40, 159). PQS has been identified as a key QS signal molecule that controls many aspects of P. aeruginosa virulence (18, 160), including the expression of lasB. RNA-seq revealed that CP treatment decreased the expression of genes associated with AQ production (Fig. 3 and 4). To further investigate these trends, we performed real-time PCR studies to examine the expression of AQ biosynthetic machinery in response to CP treatment and Fe depletion (41, 136). We observed that CP treatment slightly downregulated the expression of pqsD (Fig. S11A) and decreased the expression of pqsE (Fig. S11B), while Fe depletion resulted in significant downregulation of pqsD and pqsE (Fig. S11), indicating that the effect of CP on pqsD and pqsE is attributable to Fe(II) sequestration by CP. Furthermore, we suspected that anthranilate production by P. aeruginosa may be reduced in the presence of CP due to the downregulation of phnAB and kynBU (Fig. 4), which encode the only two experimentally verified sources of anthranilate for AQ production (41, 133, 161–163).
Based on transcriptional responses suggesting decreased AQ production in response to CP treatment, we used mass spectrometry to ascertain whether CP treatment decreased the production of AQs by P. aeruginosa cocultured with S. aureus. The alkyl chains in AQs can vary in length and saturation, with the C7 congeners being the first studied (19, 164, 165). Because P. aeruginosa also synthesizes C9 AQ congeners (40) that possess anti-staphylococcal activity similar to the C7 congeners (56), we included the C9 AQ congeners 2-nonyl-4(1H)-quinolone (NHQ), 2-nonyl-4-hydroxyquinoline N-oxide (NQNO), and 2-nonyl-3-hydroxy-4(1H)-quinolone (C9-PQS) in our analysis. Using triple-quadrupole mass spectrometry, we quantified AQ levels from the same coculture supernatants used for the analysis of HSLs. Strikingly, CP treatment considerably decreased levels of HHQ, HQNO, and PQS at the 6-h (Fig. S12A through C) and 11-h (Fig. 6A through C) time points. While Fe depletion also decreased levels of HHQ at both time points, levels of HQNO were increased by Fe depletion at both time points (Fig. S12A and B; Fig. 6A and B), although we note that in some cases the difference was not statistically significant. PQS levels in Fe-depleted cocultures were slightly increased at 6 h (Fig. S12C) and decreased at 11 h (Fig. 6C), suggesting that production of PQS in cocultures grown in Fe-depleted CDM may be negatively autoregulated at this later time point during growth. CP treatment and Fe depletion decreased the overall pool of C7-AQs at both time points (Fig. 6D; Fig. S13), which was primarily driven by decreased levels of HHQ.
Fig 6.
The presence of CP decreases the production of C7 AQs in P. aeruginosa/S. aureus cocultures. CP treatment decreases the levels of HHQ (A), HQNO (B), PQS (C), and the overall C7 AQ pool (D). Aliquots of culture supernatants were collected from cocultures of P. aeruginosa and S. aureus grown in Fe-depleted CDM or metal-replete CDM ± 20 µM CP at 37°C for 11 h and processed for quantitative mass spectrometry. Metabolite levels were normalized to P. aeruginosa CFUs (n = 5, error bars represent S.E.). For comparison with the untreated culture condition, *P < 0.05 and **P < 0.01.
Consistent with the C7 congeners, CP treatment resulted in a marked decrease in NHQ levels at both the 6-h (Fig. S14A) and 11-h (Fig. 7A) time points, a decrease that was not observed for Fe-depleted cocultures. By contrast, NQNO levels were significantly increased in Fe-depleted cocultures and unchanged in CP-treated cocultures at both time points (Fig. S14B; Fig. 7B). Levels of C9-PQS were increased in CP-treated cocultures and Fe-depleted cocultures at the 6-h time point (Fig. S14C) but were not significantly altered at 11 h (Fig. 7C), in agreement with trends observed for C7-PQS (Fig. S12C; Fig. 6C). Changes in the overall pool of C9 AQs were primarily driven by changes in the levels of C9-PQS (Fig. S15; Fig. 7D). Together, our findings show that the effect of CP on the C9 AQs occurs primarily on NHQ, which exhibits significant anti-staphylococcal activity in Fe-limited conditions (56) such as those expected in the presence of CP.
Fig 7.
The presence of CP decreases levels of the C9 AQ NHQ in P. aeruginosa/S. aureus cocultures. CP treatment decreased the levels of NHQ (A) but did not significantly affect levels of NQNO (B), C9-PQS (C), or the overall C9 AQ pool (D). Aliquots of culture supernatants were collected from cocultures of P. aeruginosa and S. aureus grown in Fe-depleted CDM or metal-replete CDM ±20 µM CP at 37°C for 11 h and processed for quantitative mass spectrometry. Metabolite levels were normalized to P. aeruginosa CFUs (n = 5, error bars represent S.E.). For comparison with the untreated culture condition, **P < 0.01.
Overall, our analysis of AQ production by P. aeruginosa in coculture is consistent with transcriptional responses indicating redirected chorismate flux, with decreased chorismate flux toward phenazine and AQ production (Fig. 4). Furthermore, our results are in agreement with prior observations of the opposing effects of CP treatment and Fe depletion on S. aureus survival in coculture with P. aeruginosa (55, 56, 64, 66). Collectively, our findings indicate that one aspect of CP-mediated S. aureus survival in coculture with P. aeruginosa (64, 66) involves decreased production of the C7 AQs HHQ, HQNO, and PQS, as well as the C9 AQ NHQ. The observation that CP treatment decreased PQS production was also consistent with CP-induced downregulation of psrA (166) (Fig. S9), encoding a protein known to positively regulate PQS production. By contrast, P. aeruginosa produced increased levels of the anti-staphylococcal metabolites HQNO and NQNO in Fe-depleted cocultures, which contribute toward heightened anti-staphylococcal activity by P. aeruginosa in Fe-limited environments.
S. aureus cocultured with P. aeruginosa mounts Fe-starvation responses in the presence of CP but not in Fe-depleted conditions
The above analysis highlights the distinct impacts of CP treatment and Fe limitation on P. aeruginosa AQ production, with likely consequences on S. aureus viability in coculture. To gain an improved understanding of how S. aureus responds to CP treatment and metal limitation, analysis of the S. aureus transcriptome during coculture was performed. In response to CP, S. aureus upregulated multiple systems associated with metal acquisition and siderophore utilization (Fig. 8A and C), indicating that CP elicits multi-metal starvation responses from S. aureus in coculture. Our findings are consistent with prior studies examining the transcriptional responses of S. aureus to CP treatment, which include real-time PCR studies of S. aureus cocultured with P. aeruginosa (66) and a recent RNA-seq study of S. aureus monocultures (60). However, Venn analysis of the top 300 DE genes across all conditions revealed only partial overlap between the transcriptional responses of S. aureus in coculture to CP treatment and metal depletion (Fig. 8A and B), prompting further analysis of these distinct effects (Fig. S16 to S20).
Fig 8.
DE profiles of CP treatment and Fe depletion overlap in S. aureus cocultured with P. aeruginosa. Venn diagrams of the top 600 DE S. aureus genes across all conditions tested reveal partial overlap for upregulated (A) genes and considerable overlap of downregulated (B) genes in CP-treated cocultures and cocultures grown in Fe-depleted CDM. (C) Volcano plot of DE changes in response to CP treatment. Genes with similar DE patterns in response to Fe depletion or Zn depletion are denoted as colored shapes. A threshold cutoff log2(fold change) of 1 was employed. The complete list of DE S. aureus genes identified in each condition is presented in Tables SF11 to SF17.
In agreement with prior real-time PCR studies, CP treatment elicited robust Fe-starvation responses from S. aureus in monoculture (59, 60) and in coculture with P. aeruginosa (66). These responses include the upregulation of genes encoding heme uptake machinery (isd) (54) and staphyloferrin biosynthesis and transport (sir and sbn) (167, 168). Unexpectedly, the upregulation of these hallmark Fe-starvation responses was not observed for S. aureus in Fe-depleted cocultures and was attenuated for S. aureus in metal-depleted cocultures (Fig. 9). These surprising results suggest that the ability of S. aureus to mount Fe-starvation responses is inhibited by the anti-staphylococcal activity of P. aeruginosa, which is exacerbated by Fe depletion and mitigated by CP treatment (55, 56, 64, 66).
Fig 9.
The presence of CP elicits Fe-starvation responses and decreases cell damage and stress responses by S. aureus cocultured with P. aeruginosa. DE heatmap of S. aureus genes associated with Fe-starvation responses as well as cell damage and stress responses. Sa indicates S. aureus monoculture, and Pa/Sa indicates the coculture.
In agreement with this notion, a cluster of genes was found to be upregulated in Fe-depleted cocultures but not in CP-treated cocultures. These genes encode the Zn-responsive transcriptional repressor and efflux transporter CzrAB (169, 170), the cell wall inhibition-responsive protein CwrA (171), the peptidylprolyl isomerase PrsA (172, 173), and superoxide stress responses (Fig. 9; Fig. S21), reflecting increased levels of cell wall stress and damage for S. aureus in Fe-depleted cocultures. Transcriptional responses of S. aureus in metal-depleted cocultures indicated decreased severity of cell wall damage and stress compared to Fe-depleted cocultures (Fig. 9; Fig. S22) despite similar impacts on S. aureus viability under both culture conditions (66). CP treatment also resulted in transcriptional responses indicating increased translational activity, evident from the upregulation of genes associated with translational machinery and metabolism, and downregulation of the genes encoding the transcriptional repressor LexA (174, 175) and the ribosome-associated inhibitor protein RaiA (176) (Fig. S22). By contrast, genes associated with translational activity were downregulated in S. aureus under Fe-depleted cocultures; this downregulation was attenuated in S. aureus under metal-depleted cocultures (Fig. S22).
These data point to a model in which CP promotes the survival of S. aureus in coculture with P. aeruginosa by reducing the anti-staphylococcal activity of P. aeruginosa, as evident from transcriptional responses indicating perturbed QS and decreased AQ production in P. aeruginosa, and decreased cell wall damage and increased metabolism in S. aureus. As a result, S. aureus cocultured with P. aeruginosa in the presence of CP is able to mount Fe-starvation responses. We speculate that the ability of S. aureus to mount Fe-starvation responses (although attenuated) in metal-depleted cocultures but not in Fe-depleted cocultures may stem from the effects of multi-metal depletion (Supplemental Discussion).
CP treatment increases the expression of genes associated with host virulence in S. aureus cocultured with P. aeruginosa
CP treatment upregulated the expression of multiple S. aureus systems associated with host virulence in coculture, in agreement with a prior RNA-seq study examining the effect of CP on S. aureus Newman in monoculture (60). We observed that CP treatment uniquely upregulated the expression of genes encoding the immunoglobulin-binding protein Sbi (177), alpha-hemolysin (hyl) (178), lytic transglycosylase IsaA (179), the secretory antigen SsaA (180), and the phenol-soluble modulins (psm) (181) in coculture (Fig. 10; Table SF19). These findings were consistent with CP-induced upregulation of genes for the SaeRS two-component system (182–184), which regulates many S. aureus host virulence factors (Fig. 10). The expression of agr encoding the master virulence regulator (185) remained unchanged in response to CP treatment and was decreased in response to Fe depletion (Tables SF15B and SF20). In addition, the expression of the S. aureus QS effector RNAIII was decreased in response to CP treatment, Fe depletion, and Mn depletion (Fig. S23). Together, these findings indicate that CP-mediated upregulation of S. aureus host virulence genes is unlikely to be due to Agr-mediated regulation or metal sequestration by CP. The upregulation of psmα-3 was consistent with increased expression of the sRNA Teg41 (srna_1080_RsaX05) (Fig. S23; Table SF21), which was previously shown to be important for virulence in S. aureus and required for the expression of the alpha phenol-soluble modulins (186, 187). Intriguingly, CP treatment increased the expression of the sRNA RsaA for S. aureus in coculture (Fig. S23), which is known to suppress the translation of the pleiotropic virulence regulator MgrA (188, 189). We note that the effect of CP on S. aureus monocultures was attenuated (Fig. 10), which most likely stems from variations in the growth phase of S. aureus and culture conditions between this work and previous investigations (60, 66).
Fig 10.
CP treatment upregulates the expression of virulence factors and regulators in S. aureus cocultured with P. aeruginosa. DE heatmap of S. aureus genes associated with host virulence factors and virulence regulation. Sa indicates S. aureus monoculture, and Pa/Sa indicates the coculture.
We also observed that CP treatment in coculture resulted in upregulated expression of the S. aureus dltABCD operon (60, 190), which is responsible for the modification of cell wall teichoic acids in response to environmental stresses (Fig. S24). The presence of CP also led to upregulation of genes for the KdpDE two-component system (191), which is involved in virulence regulation by sensing extracellular K+ levels. In addition, CP treatment downregulated the expression of genes encoding Clp protease, which is involved in protein homeostasis and the expression of various virulence factors in S. aureus (60, 192). Finally, we observed that the presence of CP slightly perturbed the expression of genes encoding two global regulators, sigB (193, 194) and sarA (195–197), which are involved in S. aureus virulence and adaptation (Fig. S24). We did not observe comparable upregulation of S. aureus host virulence genes in monocultures treated with CP. Overall, the increased expression of host virulence genes in the presence of CP is consistent with the protective effect of CP on S. aureus cocultured with P. aeruginosa and highlights the profound impact of this protection on the S. aureus transcriptome.
Working model and outlook
The insights discussed here provide a working model for how CP and Fe availability impact coculture dynamics between P. aeruginosa and S. aureus (Fig. 11A). In this model, P. aeruginosa functions as an attacker that produces an arsenal of anti-staphylococcal factors, while S. aureus functions as a defender. Under metal-replete and metal-depleted conditions, P. aeruginosa attacks S. aureus via AQNOs and other secreted factors, and the inability of S. aureus to defend itself leads to decreased viability. CP effectively disarms P. aeruginosa by redirecting chorismate flux, perturbing autoinducer production, and decreasing the production of AQs. By decreasing the anti-staphylococcal activity of P. aeruginosa, the presence of CP increases the viability of S. aureus cocultured with P. aeruginosa, and thus S. aureus mounts Fe-starvation and host virulence responses that are otherwise not feasible in the presence of P. aeruginosa. Our findings highlight complexity in the transcriptional responses of both bacterial pathogens to CP, some of which overlap with responses to metal depletion and others appear to result from metal-independent effects of the protein.
Fig 11.
Current working model of the impact of CP on coculture dynamics between P. aeruginosa and S. aureus. (A) CP treatment and Fe depletion have distinct and opposing impacts on coculture dynamics. (B) Scheme of interactions between CP, AQNOs, and cocultures of P. aeruginosa and S. aureus.
This study and the resulting model present several outstanding questions that warrant future investigation (Fig. 11B). First, this work motivates investigating the mechanism by which AQ levels are modulated by CP treatment, i.e., does CP directly initiate a P. aeruginosa signaling cascade that results in decreased AQ production, or does P. aeruginosa reduce AQ production due to a distinct physiological response to CP? Second, the collective results from prior studies (58, 60, 66) and this work point to CP eliciting cell envelope changes in P. aeruginosa and S. aureus. Whether these membrane changes are linked to the observed decrease in AQ production remains to be investigated. Third, future work should examine whether CP-mediated protection of S. aureus results from CP boosting S. aureus defenses against P. aeruginosa—perhaps through cell envelope modifications—or if coculture dynamics are primarily driven by changes in AQ production. Fourth, given that CP-mediated protection of S. aureus occurs independently of metal sequestration, future studies should determine whether the CP protein scaffold, without its metal-binding sites, can recapitulate the transcriptional responses elicited by CP from cocultures of P. aeruginosa and S. aureus (66), or if any other structural features or functions of CP are required. Finally, we expect this model to pertain to the extracellular host environment where CP is released from the neutrophil and encounters these two bacterial pathogens, and the impact of these interactions on the host warrants exploration. These insights will likely be key to understanding the multifaceted activity of this remarkable protein and its consequences on interspecies interactions at the host–pathogen interface, such as in polymicrobial infections.
MATERIALS AND METHODS
For complete materials and methods, please refer to the supplemental material.
General experimental methods
General methods, including general microbiology methods and protein production and handling, were performed as previously reported 66.
RNA extraction and workup for RNA-seq
RNA extraction and workup were carried out as previously reported (66). Following RNA precipitation and resuspension in nuclease-free water, samples were submitted to the MIT BioMicro Center for further preparation and sequencing. Sample integrity was validated using fluorescence-based electrophoresis (AATI Fragment Analyzer), and ribosomal depletion was performed using the NEB Next rRNA Depletion Kit (New England Biolabs). Subsequently, library preparation (adapter ligation, size selection, barcoding, and enrichment) was performed using the NEBNext Ultra II Directional RNA Library Prep Kit (New England Biolabs). The quality of the resulting libraries was validated using real-time PCR, following which the libraries were pooled and sequenced on a single lane of an Illumina NextSeq500 instrument using 75 nt chemistry.
Bioinformatics workflow and analyses
Raw reads were aligned with the hisat2 aligner (198) using NCBI RefSeq reference genomes for P. aeruginosa PA14 (GCF_000014625.1) (199) and S. aureus JE2 (GCF_002085525.1) (Walter Reed Army Institute of Research). The combined genome derived from the PA14 + JE2 genomes was used to align reads from coculture samples, and mapping fidelity was validated by verifying that no cross-mapping occurred. The aligned reads were quantified using Feature Aggregate Depth Utility (200). To check for sequencing depth and the presence of technical artifacts, rarefaction analysis and principal component analysis were performed. DE analysis of the quantified reads was performed using DESeq2 (version 1.40.2) (201). For both monocultures and cocultures, untreated cultures (in metal-replete CDM) served as the untreated control. Log2(fold changes) (LFCs) were calculated using the apeglm method for effect size shrinkage (202). Functional enrichment analyses were performed with clusterProfiler (203, 204) using the variance-stabilized LFCs for both species against the best available annotations for each species. To access these annotations, cross-species gene mapping was carried out with CD-HIT-EST-2D (205) to obtain unique gene mappings. For P. aeruginosa, overrepresentation analysis was performed using curated PAO1 GO annotation available on the Pseudomonas genome database (pseudomonas.com) (206). For S. aureus, gene set enrichment analysis was performed using the NCBI RefSeq annotations available for S. aureus USA300 FPR3757 (CP000255.1) (207).
Metabolite quantification by triple quadrupole mass spectrometry
HPLC-grade solvents were used for sample preparation and mass spectrometry. A 350 µL aliquot of culture suspension was centrifuged at 13,000 rpm for 5 min at 4°C to pellet cells and debris. A 300 µL aliquot of the supernatant was transferred to a new polypropylene tube, and 3 µL of 100 µM C6-HSL-d3 internal standard in methanol was added. The resulting mixture was extracted twice with an equal volume of acidified ethyl acetate containing 0.02% (vol/vol) acetic acid, each time by vigorous vortexing at 3,000 rpm at ambient temperature for 1 min. The upper organic layers were transferred to a clean glass vial, and the solvent was removed by rotary evaporation in a 35°C water bath. The resulting solid was resuspended in 900 µL of ice-cold methanol and transferred to a new ice-cold tube. The resuspended samples were centrifuged at 13,000 rpm for 10 min at 4°C to pellet any particulates, and 200 µL of the supernatant was transferred into a HPLC vial fitted with a polypropylene vial insert for analysis. Complete instrumentation data and HPLC conditions are provided in the supplemental material.
Preparation of analyte standards
The homoserine lactones and alkylquinolone standards were obtained from commercial vendors and used as received. To determine the dynamic range of detection and obtain standard curves, analyte standards (2 nM–50 µM) were prepared by serial dilution of a fresh 1–10 mM stock solution of each analyte in methanol, with the exception of C9-PQS, which was instead dissolved into a 1:1 mixture of water:acetonitrile, each containing 0.1% formic acid. The analyte standards were centrifuged at 13,000 rpm for 10 min at 4°C to pellet any particulates and loaded into vials as described above.
ACKNOWLEDGMENTS
This work was supported by the NIH (R01 GM126376 to E.M.N. and A.G.O.). W.H.L. received support from the A*STAR National Science Scholarship (BS-PhD). The triple quadrupole MS instrument is housed and maintained in the MIT DCIF (HHMI). Real-time PCR and RNA-seq instrumentation are housed and maintained in the MIT BioMicro Center (NIH P30-ES002109).
The authors acknowledge Dr. Mohanraja Kumar (MIT DCIF) for helpful discussions regarding mass spectrometry, Dr. Stuart Levine (MIT BioMicro Center) for helpful recommendations for RNA-seq, Dr. Charlie Whittaker (MIT Swanson Biotechnology Center) for assistance with CD-HIT-EST and initial processing of raw RNA-seq reads, and Dr. Vincent Butty (MIT BioMicro Center), Prof. Alex Shalek (MIT), and Prof. Julie Hotopp (Univ. of Maryland) for helpful RNA-seq discussions. The authors thank Jonathon Gans for technical assistance with real-time PCR primers for crcZ.
Contributor Information
Amanda G. Oglesby, Email: aoglesby@rx.umaryland.edu.
Elizabeth M. Nolan, Email: lnolan@mit.edu.
Kathryn C. Milligan-McClellan, University of Connecticut, Storrs, Connecticut, USA
DATA AVAILABILITY
Raw reads obtained from RNA-seq were deposited in the NCBI Sequence Read Archive under the BioProject accession number PRJNA1295913. The complete lists of differentially expressed P. aeruginosa and S. aureus genes are available as accompanying supplemental material (Tables SF1 to SF21).
SUPPLEMENTAL MATERIAL
The following material is available online at https://doi.org/10.1128/msystems.00576-25.
Supplemental text, tables, figures, and references.
Gene expression data for P. aeruginosa.
Gene expression data for S. aureus.
ASM does not own the copyrights to Supplemental Material that may be linked to, or accessed through, an article. The authors have granted ASM a non-exclusive, world-wide license to publish the Supplemental Material files. Please contact the corresponding author directly for reuse.
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Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Supplemental text, tables, figures, and references.
Gene expression data for P. aeruginosa.
Gene expression data for S. aureus.
Data Availability Statement
Raw reads obtained from RNA-seq were deposited in the NCBI Sequence Read Archive under the BioProject accession number PRJNA1295913. The complete lists of differentially expressed P. aeruginosa and S. aureus genes are available as accompanying supplemental material (Tables SF1 to SF21).











