L-Fucose–Dependent Biofilm Formation by Escherichia coli Enhances Polymicrobial Interactions and Antibiotic Tolerance on Urinary Catheters
Department of Microbiology and Immunology, Jacobs School of Medicine and Biomedical Sciences, State University of New York at Buffalo, Buffalo, NY, USA
Department of Pharmaceutical Sciences, School of Pharmacy and Pharmaceutical Sciences, State University of New York at Buffalo, Buffalo, NY, USA
NYS Center of Excellence in Bioinformatics and Life Sciences, Buffalo, NY, USA
*Corresponding author: chelsiea@buffalo.eduAbstract
Urinary tract infections are common healthcare associated infections, a large subset of which are caused by indwelling catheters. Long term catheterization causes persistent, asymptomatic, polymicrobial colonization despite catheters changes and antibiotic usage. In these polymicrobial populations, P. mirabilis, E. faecalis, and E. coli were found as the most common co-colonizing species. We investigated how interactions between P. mirabilis, E. coli, and E. faecalis contribute to biofilm formation and colonization of urinary catheters. Our results show that the interaction between these three species leads to enhanced biofilm biomass driven by an increase in total protein content of the biofilm. Biofilm enhancement required all three species and was also media-dependent, especially for dual-species combinations. Importantly, triple species biofilms also demonstrate biofilm enhancement when established under flow conditions in a biofilm reactor model using silicone urinary catheters. Additionally, triple species biofilm enhancement occurred in co-colonizing isolates from catheterized patients and was found to be specific to interactions between these three species. Triple species biofilms also demonstrated a species-dependent resistance to two commonly used antibiotics, ciprofloxacin and nitrofurantoin. By examining priority effects, E. coli was found to be the main facilitator of biofilm enhancement in a flow model. Finally, proteomics revealed that an L-fucose utilization pathway in E. coli was a key contributor to triple species biofilm enhancement. Overall, our results demonstrate the significant impact of polymicrobial interactions on biofilm formation in the catheterized environment and highlight ways in which complex microbial interplay and priority effects can shape the establishment of persistent colonization.
Article notes
Competing Interest Statement
The authors have declared no competing interest.
Introduction/Background
Urinary tract infections (UTI) are commonly-experienced infections worldwide that affect 40-60% of women and 12-15% of men (1). These infections are often considered to be monomicrobial and most frequently attributed to Escherichia coli, a gram-negative bacterium (2, 3). Up to 80% of healthcare-associated UTIs are due to the presence of an indwelling catheter, resulting in catheter associated urinary tract infection (CAUTI). CAUTIs are especially common in vulnerable populations such as the immunocompromised and residents in nurse homes, and these infections are often recurrent and associated with an increased incidence of urolithiasis, renal damage, and secondary bacteremia (4–7). CAUTIs also tend to be caused by a more diverse range of microbes than UTIs, and are often polymicrobial (7–9). For example, one study of clinically-diagnosed and treated CAUTIs reported that out of 182 cases, 57 (31%) had at least two species reported (10). In dual species cultures, Enterococcus spp. was found the most frequently in 23 samples (40%), followed by Proteus mirabilis (20, 35%), Pseudomonas aeruginosa (16, 28%), and Escherichia coli (14, 25%).
The catheterized bladder provides a unique niche environment that promotes the colonization and growth of uropathogens, thereby facilitating polymicrobial colonization and subsequent infection. Urinary catheters obstruct the natural flushing of the urethra and the complete voiding of urine from the bladder, allowing for a reservoir of urine below the drainage eyelet of the catheter. Urine contains metabolites that support bacterial growth, such as amino acids, organic acids, and iron. Additionally, insertion of the catheter can lead to uroepithelial cell damage, which recruits damage-response and inflammatory proteins that contribute to bacterial cell adhesion (11–13). These factors facilitate microbial colonization and proliferation in the urinary tract, as well as microbial biofilm formation. Catheter biofilms are typically polymicrobialand provide protection from the host immune system and antibiotics, facilitating persistence (14, 15). Due to these factors, bacteria are frequently present in urine specimens from individuals with long-term catheters in the absence of infection signs or symptoms, which is considered to be catheter-associated asymptomatic bacteriuria (CA-ASB).
CA-ASB is common and found in the vast majority of patients after a month of indwelling catheter use, and is often polymicrobial (7, 16). Two recent studies have examined the microbial composition of CA-ASB in different patient populations with long-term catheters: nursing home residents, and community dwelling individuals (7, 9). In the nursing home setting, 226 out of 233 urine samples (97%) were found to be polymicrobial, averaging ∼4 species per sample. Enterococcus faecalis (70%), Proteus mirabilis (51%), and Escherichia coli (38%) were the top species isolated from these samples, with all three of these microbes being found together in 20% of the samples(7). Similar findings were observed in community-dwelling patients; 290 out of 363 (80%) samples were polymicrobial, averaging ∼3 species present per sample. E. faecalis (51%), P. mirabilis (29%), and E. coli (20%) were also among the top species isolated and found co-colonized in 15% of the samples (9). These studies suggest that long-term catheterization can lead to stable polymicrobial colonization, and the persistent co-colonization of P. mirabilis, E. coli, and E. faecalis suggests a possible synergistic partnership between these species.
Each bacterium has an arsenal of virulence and fitness factors that assist in colonization and pathogenesis, many of which are also likely to be important contributors to polymicrobial infection. E. faecalis is a gram-positive bacterium that can colonize diverse environments and is associated with wound infections, bloodstream infections, and CAUTI (17). UTI-related E. faecalis strains harbor notable virulence factors that manipulate host factors to increase colonization, such as immune modulation through suppressing TLR signaling (18–20) and increased binding to the catheterized bladder environment by sequestering host factors like fibrinogen (12, 21). E.coli is a gram-negative bacterium responsible for more than 50% of all UTIs (22). Uropathogenic E. coli strains are characterized by an increased ability to cause infection outside of the intestinal tract, namely in the urinary tract, bloodstream, and cerebrospinal fluid (3). Key pathogenic factors of E. coli include the ability to rapidly grow in urine via flexible metabolism and numerous iron acquisition systems, including secreted siderophores that can be pirated by other bacteria (23). P. mirabilis is a gram-negative bacterium known for its urease activity, which increases urine pH and causes the formation of bladder, kidney stones, and crystalline biofilms that facilitate bacterial adherence and cause tissue damage. CAUTIs caused by P. mirabilis are associated with high mortality rates due to bacteremia and sepsis following infection, further increased during polymicrobial infection (24).
During polymicrobial colonization, uropathogens must either compete or cooperate with co-colonizing partners to persist. Common themes that have arisen from studies of polymicrobial interactions between uropathogens have demonstrated that both cooperation and competition can impact viability in one or both bacteria, adhesion and biofilm formation, tissue damage and disease progression, and modulation of host immune responses (11, 23, 25–27). For example, when E. coli and E. faecalis are co-inoculated in iron-limited environments, an increase in biofilm formation and E. coli survival was observed and this phenotype was linked to the secretion of excess ornithine by E. faecalis (23). Cooperation between E. coli and E. faecalis was further observed in a longitudinal study investigating microbial co-occurrences in catheterized patients. In this context, co-culture of E. coli and E. faecalis in artificial urine media increased E. faecalis viability compared to single species cultures (9). Our laboratory recently demonstrated that polymicrobial interactions between P. mirabilis and E. faecalis can also be beneficial to both microbes, resulting in increased biofilm biomass and infection severity without altering viability of either species, and that metabolic interplay involving ornithine secretion and arginine biosynthesis contributes to this process (11, 26). P. mirabilis urease activity is also increased during in vitro co-culture with either E. coli or E. faecalis in human urine, and the resulting pH increase can decrease bacterial viability in vitro (11). However, P. mirabilis coinfection in a mouse model of CAUTI increased E. coli CFUs in the bladder and kidneys (28).
Notably, most polymicrobial studies involving uropathogens have been performed in standard laboratory media, and the interactions between species may differ when examined in more physiologically relevant media such as human urine. Additionally, most polymicrobial studies involving uropathogens focus on interactions between only two bacterial species, as described above. Thus, there is a gap in our understanding of the mechanisms that contribute to successive colonization and persistence of 3+ species during long-term catheterization and how interactions between more complex polymicrobial communities influence infection risk and severity. In this study, we investigated how triple species interactions between P. mirabilis, E. coli, and E. faecalis contribute to biofilm formation and colonization of the urinary catheter environment. We found that co-culture of P. mirabilis, E. coli, and E. faecalis increases biofilm formation through a specific increase in total protein within the biofilm. Biofilm enhancement occurred in clinical co-isolates as well as commonly-used strains, and represents a unique relationship between these three uropathogens. Furthermore, E. coli was found to be the main driver of the enhanced biofilm biomass phenotype, and L-fucose metabolism was a key contributor to initial E. coli colonization of the catheterized environment and subsequent interaction with P. mirabilis and E. faecalis. Altogether, this work broadens our understanding of the CA-ASB environment and facilitates future studies aimed at examining the contribution of synergistic polymicrobial interactions in the development of unique catheter biomes as well as their contribution to onset of symptomatic infection. Ultimately, continued studies may reveal processes that can be targeted to decrease the incidence and severity of CAUTIs in patients with long-term catheters.
Results
Polymicrobial interactions during planktonic growth can decease viability in a urease-dependent manner
To determine whether interactions between P. mirabilis, E. coli, and E. faecalis exhibit competitive or cooperative behaviors during planktonic growth, colony forming units (CFUs) of each species from single, double, and triple cultures were determined over a time-course in tryptic soy broth with glucose (TSBG), artificial urine media (AUM), and human urine (Figure 1). We hypothesized that viability would be unaltered in nutrient rich TSBG while in AUM and human urine there may be competition for nutrients that could decrease CFUs of one or more species. E. faecalis and E. coli also secrete factors that can increase P. mirabilis urease activity (28), so we further hypothesized that the viability of one or more species could be decreased in a urease-dependent manner if they do not tolerate the rapid rise in pH.
Single species cultures exhibited robust growth in all media types, although E. faecalis only exhibited a modest overall increase in viability when cultured in either AUM or human urine. Growth of all three species in either TSBG or AUM remained consistent between single and polymicrobial cultures (Figure. 1A-B), demonstrating that there is no obvious competition or cooperation between these species that impacts viability. However, all three species exhibited reduced viability in human urine cultures containing P. mirabilis (Figure. 1C). To test whether decreased cell viability was urease-mediated, co-cultures in urine were repeated using a P. mirabilis urease mutant (ureF, Figure. 1C). Loss of P. mirabilis urease activity largely restored viability of all three species, suggesting that the decrease in cell viability in human urine was driven by a urease-dependent increase in pH rather than direct competition between species.
To investigate whether decreasing the concentration of urea and other metabolites could push the bacteria towards competitive interactions, growth curves were repeated using human urine diluted ∼1:1 with 0.9% saline to achieve a specific gravity of 1.004, which we previously found to slow down urease-mediate pH changes for P. mirabilis (29). All three species exhibited robust growth in dilute human urine, and no significant differences in viability were observed between culture conditions (Figure. 1D). Thus, the urease-dependent decrease in viability that occurs in human urine is tempered by diluting the urine and reducing the urea concentration, but the resulting reduction in nutrient abundance does not force any observable competition between species.
Polymicrobial interactions enhance biofilm biomass in a media-dependent manner
To understand the impact of polymicrobial interactions on biofilm development, single (Pm, Ec, Ef), double (Pm/Ec, Pm/Ef, Ec/Ef), or triple (Pm/Ec/Ef) species biofilms were established in tissue culture treated 24 well plates in either TSBG, AUM, human urine, or dilute human urine, and biofilm biomass was assessed using crystal violet staining after a 24 hour stationary incubation (Figure 2). Crystal violet readings were normalized to single species E. faecalis biofilms within each experiment to facilitate comparisons across independent experiments, and polymicrobial biofilms were only considered to exhibit enhanced biomass if the crystal violet staining was significantly greater than the single species biofilms formed by each species in the mixture. The biomass of single species biofilms varied across species, with E. faecalis forming the most robust biofilms in urine and dilute urine, P. mirabilis forming the most robust biofilms in AUM, and E. coli generally exhibiting lower biomass than the other species except when cultured in undiluted urine. Co-culture of P. mirabilis with E. coli did not significantly alter biofilm biomass in any of the media types, but a bimodal distribution was observed for biofilms formed in human urine (Figure. 2C). Co-culture of P. mirabilis with E. faecalis resulted in an increase in biofilm biomass in all media types, consistent with our prior data (26). Co-culture of E. coli with E. faecalis did not alter biofilm biomass in most media types, but robust enhancement was observed in AUM (Figure 2B). In contrast, triple species biofilms always exhibited enhanced biomass, suggesting that the interactions driving dual-species enhancement are media-dependent while those driving triple-species enhancement are independent of media type (Figure 2A-D).
To determine if cell viability was altered in different media types, differential plating was first used to quantify each species within the single, double, and triple species biofilms to determine whether increased biofilm biomass is due to an increase in abundance of any one species within the biofilm (Figure 2E-G). Total CFUs were largely consistent across all combinations and media types, with no significant differences observed for double or triple species biofilms compared to single species biofilms. Similar trends were observed when examining the CFUs of each individual species, although E. coli exhibited a striking decrease in viability when co-cultured with P. mirabilis in urine (Figure 2E). This is likely the result of urease-mediated pH changes, as in Figure 1C. Thus, cell viability remains unaltered in polymicrobial biofilms and is not contributing to biofilm enhancement.
Triple species biofilm biomass enhancement occurs with clinical isolates of P. mirabilis, E. coli, and E. faecalis but not with other species
Considering that P. mirabilis, E. coli, and E. faecalis were recently observed to persistently co-colonize for several months in patients with indwelling urinary catheters (7, 9) clinical co-isolates of each species were used to determine whether polymicrobial biofilm enhancement also occurs in isolates that have co-adapted within the urinary tract. To do this, isolates were chosen from three study participants: one who was co-colonized by P. mirabilis and E. faecalis for three weeks and then acquired E. coli (Figure 3A), one who was co-colonized by E. faecalis and E. coli for fifteen weeks and then acquired P. mirabilis (Figure 3B), and one who was co-colonized by all three species at baseline and maintained co-colonization for the duration of the study (Figure 3C). Single, double, and triple species biofilms were established in diluted human urine and biofilm biomass was measured by crystal violet staining as previously described. All triple species biofilms exhibited a significant increase in biofilm biomass compared to the single species biofilms. All Pm/Ef co-cultures also exhibited an increase in biofilm biomass in all three participant sets, while Pm/Ec and Ec/Ef co-cultures exhibited greater variability and significant enhancement was only observed for isolates from 2 of the 3 participants. These data suggest that the interactions that drive enhancement between these three species are common even in co-colonizing isolates and could contribute to catheter colonization and persistence.
To determine whether triple species biofilm enhancement is specific to the interactions between P. mirabilis, E. coli, and E. faecalis, additional biofilms were established by substituting out one of these species for other common co-colonizing uropathogens: Morganella morganii, Providencia stuartii, or Staphylococcus aureus (Supplemental Figure 1). Interestingly, biomass enhancement was not observed for any of the biofilms in which P. mirabilis, E. coli, or E. faecalis had been swapped out for a different species (Supplemental 1A). These data suggest that a unique interaction occurs when P. mirabilis, E. coli, and E. faecalis co-colonize, leading to enhanced polymicrobial biofilm biomass.
Triple species interactions increase biofilm biomass on silicone surfaces and under flow conditions
Foley catheters are standard medical devices used to assist in various instances of urinary incontinence and retention. These medical devices are constructed from either latex or silicone; use of latex catheters is no longer as common due to the frequency of patient allergies and the promotion of microbial colonization due to the pitted nature of the material (30–32). Silicone catheters are considered to be more hypoallergenic, cause less irritation, and have a lower rate of encrustation (33). Despite this reasoning, CAUTIs still occur with silicone material, which suggests that microbial attachment to silicone surfaces is pivotal in biofilm formation and proliferation. To determine if polymicrobial interactions lead to increased biofilm biomass on silicone surfaces, 8 mm sterile silicone discs were fitted into untreated 24 well plates containing dilute human urine and inoculated as described above. The discs were incubated for 24 hours, gently washed, and stained with crystal violet to quantify biofilm formation. In contrast to biofilms formed in tissue culture treated 24 well plates, none of the dual species biofilms exhibited enhanced biomass on the silicone discs (Figure 4A). However, the triple species biofilms still demonstrated enhanced biomass compared to all single species biofilms, indicating that interactions between these species can facilitate biofilm formation on silicone surfaces.
Biofilms that form within a urinary catheter will be exposed to liquid flow rather than remaining stationary. To next determine whether enhancement occurs under flow conditions, triple species biofilms were established in a glass bladder model system as previously described (26). This model consists of a 500-milliliter double walled glass vessel in which a Foley catheter is placed and the balloon inflated to form a seal, and human urine is introduced at a constant rate via a peristaltic pump. Due to the large volume of pooled human urine required for these experiments, only single and triple species biofilms were assessed. However, the triple species inocula again resulted in enhanced biomass (Figure 4B), confirming that the polymicrobial interactions driving this phenotype still occur in the catheter lumen under flow conditions.
To further examine biofilm formation during catheterization, including for dual species combinations, a modified biofilm reactor system was developed to reduce the amount of human urine needed for testing (Supplemental Figure 2). The eyelet, balloon, and sampling port were aseptically removed from a silicone Foley catheter, and the remaining length of catheter tubing was placed in a reaction chamber to be maintained at 37°C and attached to a peristaltic pump that flushes 2 ml of urine through the catheter lumen once per hour. Importantly, sterile human urine is left within each catheter for 24 hours before inoculation to allow for development of a conditioning film to promote bacterial attachment. Each inoculum was allowed to incubate within the catheter lumen 1 hour before initiating urine flow from the peristaltic pump. After 24 hour incubation, total biofilm biomass was assessed by staining the catheter lumen with crystal violet and sectioning catheters into 10 mm segments. Variability in staining was observed across the catheter length for all inocula and was most pronounced for the polymicrobial biofilms (Supplemental Figure 2A). None of the dual species biofilms exhibited a statistically significant increase in biomass, although the triple species biofilm exhibited clear enhancement throughout the length of the catheter (Figure 4C).
To again determine whether biofilm enhancement was a reflection of bacterial viability in these models, CFUs were quantified for each silicone surface experiment. For all experiments, viability remained uniform between single species and polymicrobial biofilms (Figure 4D-G) except for a modest decrease in E. coli CFUs during triple species infection in the glass bladder model (Figure 4E). Taken together, these data indicate that biofilm enhancement is likely due to a specific interaction that mediates biofilm development rather than promotes cell viability.
Inoculation order influences triple species biofilm enhancement under flow conditions
To determine if initial colonization order impacts biomass enhancement, catheters in the modified biofilm reactor system were inoculated with each species alone or dual species combinations at time 0, the inocula were allowed to establish for 1.5 hours, and then the remaining species were introduced (Figure 5A). The impact of priority effects was assessed by comparing to single species biofilms as well as a triple species condition in which all three species were simultaneously inoculated, as done previously. When E. coli was included in the initial inoculum, final biofilm biomass was enhanced to a similar level as when all three species were inoculated together at time 0. In contrast, when P. mirabilis or E. faecalis colonized first, either alone or together but in the absence of E. coli, there was a significant decrease in final biofilm biomass compared to when all three species were inoculated together at time 0. Interestingly, inoculation with dual species combinations and then adding the third species resulted in the same overall biomass as the triple species inoculum at time 0, although the median biomass value was the lowest when E. coli was missing from the initial inoculum (Figure 5A). Taken together, these data suggest that E. coli may be the key contributor to facilitating biomass enhancement.
To further examine E. coli as a key contributor to biofilm enhancement, a 48 hour priority experiment was performed in which the initial inocula were established for 24 hours before the next inoculum was introduced (Figure 5B). The polymicrobial biofilms were then incubated for an additional 24 hours, and biofilm biomass was assessed as previously described. Inoculation with all three species at time 0 resulted in a significant increase in 48 hour biofilm biomass compared to inoculation with either P. mirabilis or E. coli alone (Figure 5B). Biofilms that contained E. coli at time 0 exhibited a significant enhancement compared to the single species biofilms and rivaled the triple species control. However, biofilm biomass was significantly reduced when the initial inoculum contained P. mirabilis alone. Overall, these data strongly suggest that E. coli is modulating the catheter environment in a way that promotes triple species biofilm development.
Polymicrobial biofilms have a species-specific impact on antibiotic susceptibility
Biofilms are known to provide protection from antibiotics and are thought to play a role in recurrent UTI and CAUTI infections. Urinary tract infections are commonly treated with ciprofloxacin and nitrofurantoin, antibiotics that inhibit bacterial growth by disrupting DNA replication and protein synthesis, respectively (34–40). To determine whether polymicrobial biofilm formation decreases efficacy of common antibiotics, single and triple species biofilms were formed in diluted human urine for 24 hours in 24 well plates, supplied with fresh urine containing increasing concentrations of either ciprofloxacin or nitrofurantoin, and then incubated for an additional 24 hours. Biofilm CFUs were then quantified to assess species viability after exposure. Single species P. mirabilis biofilms were sensitive to concentrations of ciprofloxacin >1 ug/mL, and triple species biofilms provided no significant protection for P. mirabilis (Figure 6A). However, viable P. mirabilis was recovered from a greater number of polymicrobial catheter segments after treatment with 5 ug/mL ciprofloxacin than from single species segments, suggesting a potentially limited amount of protection provided by the polymicrobial biofilm. In contrast, P. mirabilis biofilms were largely resistant to nitrofurantoin at all concentrations, although several of the replicates exhibited cell death at high concentrations of (200 and 250 ug/mL, Figure 6D).
E. coli single species biofilms were sensitive to both ciprofloxacin and nitrofurantoin, and triple species biofilm formation provided robust and statistically significant protection from ciprofloxacin concentrations >5 ug/mL but no protection from nitrofurantoin (Figure 6B and E). E. faecalis single and triple species biofilms were completely resistant to ciprofloxacin (Figure 6C), and nitrofurantoin only resulted in a modest decrease in CFUs recovered from single species biofilms (Figure 6E). However, E. faecalis exhibited an unexpected further decrease in viability when triple species biofilms were treated with ≥150 ug/ml nitrofurantoin, as a greater percentage of catheter segments from the triple species biofilms exhibited CFU counts at or below the limit of detection (Figure 6F). These data indicate that while polymicrobial biofilm formation may provide protection to some species, this additional stressor may also influence polymicrobial interactions in a way that could increase susceptibility of others.
To determine whether flow conditions influence the antimicrobial susceptibility of each species in polymicrobial biofilms, the modified flow reactor was used to form single and triple species catheter biofilms in dilute human urine for 24 hours, followed by continued exposure to either untreated urine, urine with 25 ug/mL of ciprofloxacin, or urine with 200 ug/mL of nitrofurantoin for 24 hours. Biofilms CFUs were then derived from multiple 20 mm segments across the length of the catheter. P. mirabilis viability was more substantially reduced by ciprofloxacin than nitrofurantoin, and no significant differences were observed when comparing CFUs from the triple species biofilms and the single species biofilms formed (Figure 6G). However, 100% of the triple species catheter segments from the nitrofurantoin treatment had high P. mirabilis CFUs compared to only 57% of the single-species catheters, suggesting that triple species biofilm formation may provide some degree of nitrofurantoin protection to P. mirabilis under flow conditions. E. coli from untreated conditions had a decrease in CFUs while in triple species catheters (Figure 6H), which is again likely due to the prolonged impact of P. mirabilis urease activity at the 48 h time point. For ciprofloxacin treatment, triple species biofilm formation provided substantial protection to E. coli, resulting in higher CFUs compared to single species biofilms. E coli biofilms formed under flow were relatively susceptible to nitrofurantoin, although triple species biofilm formation did not provide any protection against this antibiotic. E. faecalis from untreated single and triple species both had a high level of CFUs recovered from the segments (Figure 6I). While triple species biofilm formation did not alter the total viability of E. faecalis, it did impact the likelihood of having high survival of E. faecalis within the biofilm: after treatment with either antibiotic: high CFUs of E. faecalis were only present on 66% and 52% of single species catheter segments after treatment, respectively, while 100% of segments from polymicrobial biofilms had high E. faecalis CFUs after treatment (Figure 6I).
Triple species biofilm enhancement is driven by an increase in total protein
To further examine the underlying source of the increased biofilm biomass caused by co-culture of uropathogens, biofilm composition was characterized by assessing three common components of a bacterial biofilm: total protein content, extracellular DNA (eDNA), and carbohydrates. The abundance of eDNA, carbohydrates and protein was first measured from 6 pooled replicate biofilms formed in dilute human urine in 24 well plates to determine whether enhanced biofilm biomass corresponds to any of these components. No differences were observed in eDNA levels between the biofilms, with the exception that E. faecalis single species biofilms exhibited lower levels of eDNA than the other species (Figure 7A). Carbohydrate quantities were very low and therefore generally too close to the limit of detection for high confidence, but no differences were observed between single and polymicrobial biofilms (Figure 7B). However, total protein levels were significantly higher in all polymicrobial biofilms (Figure 7C). Biofilms formed in AUM and human urine exhibited similar trends (Supplemental Figure 3), although high background levels and variability were noted for protein quantification in human urine that abrogated statistical significance. Taken together, these data suggest that the increase in biofilm biomass for double and triple species biofilms is due at least in part to an increase in protein content in AUM and dilute human urine but may also be influenced by other as-yet unidentified factors in undiluted human urine.
To further confirm that enhancement is driven by increased protein levels within the biofilm, single and triple species biofilms were established in diluted urine with and without proteinase K. The addition of proteinase K appeared to slightly increase biomass of the single species biofilms, as previously observed for E. faecalis (26), potentially due to the enzyme being incorporated into the biofilm or degraded for use as a nutrient. However, the presence of proteinase K abrogated the enhancement of the triple species biofilm (Figure 7D). These data further support the hypothesis that biomass enhancement is likely due to an increase in protein content.
To determine if the enhancement-associated increase in total protein derives from biofilm-associated bacteria or from the extracellular polymeric substance (EPS), biofilm fractionation was performed on single and triple species biofilms established in diluted urine. The eDNA, carbohydrate, and protein content of the unfractionated biofilm, the cell-associated fraction, and the soluble EPS fraction were then examined as above. As previously observed, no differences in carbohydrate or eDNA concentrations were seen between single and triple species biofilms in any fraction (Supplemental Figure 4). However, protein concentrations in the fractionated single and triple species samples demonstrated a trend towards being increased in the EPS rather than the cell-associated fraction (Figure 6C).
Discussion
Asymptomatic colonization of urinary catheters frequently occurs during long term use of these medical devices, and the resulting bacterial communities can become highly persistent and recalcitrant to antibiotics. Recent studies have found that P. mirabilis, E. coli, and E. faecalis are the most common and persistent co-colonizing partners of the catheterized urinary tract, suggesting potential synergistic interactions. This study aimed to examine the relationship between P. mirabilis, E. coli, and E. faecalis, specifically focusing on how polymicrobial interactions influence the development of antibiotic recalcitrant catheter biofilms. Overall, our findings suggest that these three uropathogens exhibit a synergistic partnership that enhances biofilm biomass, and that L-fucose metabolism by E. coli is critical for creating the initial environment that facilitates this partnership.
Free L-fucose in urine exists in diminutive amounts of ∼16 ug/mL (97.5 uM) in healthy individuals, and fucosuria (high levels of fucose in urine) has been linked to markers of disease such as bladder cancer and liver disease (43–45). However, the amount present in our pooled diluted urine is clearly sufficient for metabolism by E. coli, since disruption of fucose utilization resulted in a biofilm defect in the catheter flow model and prevented E. coli from establishing a permissive environment for triple species biofilm enhancement when inoculation order was staggered. The downstream effects of fucose metabolism on E. coli biofilm formation and composition still remain to be determined. One possibility is that fucose metabolism may allow
E. coli to alter the nutrient composition of the urine in a way that supports adherence and biofilm production by P. mirabilis and E. faecalis. Alternatively, fucose metabolism may impact production of E. coli adhesions or EPS components that then facilitate adherence and biofilm formation by P. mirabilis and E. faecalis.
To our knowledge, no prior studies have reported a role for L-fucose in mediating biofilm formation by uropathogens or for mediating polymicrobial interactions. However, others have demonstrated species-specific effects of L-fucose metabolism on monomicrobial colonization and biofilm formation in infection niches. In Klebsiella pneumoniae, the metabolism of L-fucose was found to promote gastrointestinal colonization and production of virulence factors (46). In minimal media, the addition of 0.5% L-fucose was sufficient to increase biofilm biomass and impacted the production of type III fimbriae. Similar to our study, L-fucose increased total protein content in the K. pneumoniae biofilms without altering other biofilm components. The contribution of L-fucose to biofilm formation and architecture may therefore be similar between
E. coli and K. pneumoniae. Further study is needed to determine the impact of L-fucose on production of adhesins in both species, and to determine if K. pneumoniae may similarly facilitate polymicrobial biofilm formation. In contrast, fucose utilization decreased biofilm formation and enhanced chemotaxis in Campylobacter jejuni (47). When C. jejuni was cultured in Mueller Hinton Broth (MH) supplemented with 25 mM fucose, a reduction in biofilm biomass was observed as compared to the control group lacking supplementation. Interestingly, the loss of ΔfucP in C. jejuni did not impact biofilm formation in the presence or absence of fucose supplementation, suggesting that L-fucose utilization is dispensable for this bacterium and that accumulation may impair biofilm formation.
Once within a polymicrobial setting, E. coli may also be able to scavenge fucose from other bacterial species. While some genomes of Proteus mirabilis harbor fucose synthase (fcl) for conversion of mannose to fucose, the closest match found by BLAST in P. mirabilis strain HI4320 was only 24% amino acid identity. Similarly, several Enterococcus faecalis genomes harbor fcl but BLAST did not reveal any homologs in strain OG1RF. Thus, it is unclear whether either of the isolates used in our study may be capable of producing L-fucose to further fuel metabolism in E. coli. However, since biofilm enhancement in combinations involving E. coli was only consistently observed in the triple species condition and not in any of the dual species biofilms, our data suggest that enhancement ultimately requires a specific interaction between both P. mirabilis and E. faecalis with E. coli that would not be driven by fucose production from one species alone. The only exception was that dual species biofilms of E. coli with E. faecalis exhibited enhancement in AUM, suggesting that differences in growth media influence metabolic interplay between these species to support polymicrobial biofilm formation. The observation that ornithine/arginine-mediated interactions between P. mirabilis and E. faecalis that are sufficient to drive dual-species enhancement are no longer required when E. coli is present provides further support for multiple condition-specific mechanisms underlying biofilm enhancement.
L-fucose in the intestinal tract is known to regulate virulence for pathogens like Enterohaemorrhagic E. coli (EHEC), Salmonella typhimirium, and Clostridium difficile, but this requires the cooperation of members of the gut microbiota like Bacteroides thetaiotaomicron to release fucose from epithelial cells (48–53). In EHEC, the environmentally free L-fucose is sensed by a histidine kinase response regulator, FusKR, which then represses virulence related factors and provides a growth advantage in the lumen in a mouse model (49, 54). Host adrenergic signals and microbiota-generated autoinducer signals were found to repress expression of FusKR, and subsequently enhanced EHEC virulence (55, 56). The mucosal surface of the bladder may similarly provide an environment form which fucose could be scavenged, and this could potentially be mediated by members of the urinary microbiome in a similar manner as members of the but microbiota (57–61). However, little is known regarding the interaction of the urinary microbiota with the bladder mucosal surface. Considering that our proteomics results did not show an enrichment of E. coli fucosidases or histidine kinases under any condition and there is no mucosal surface under our experimental conditions, it is unlikely L-fucose is driving triple species biofilm formation in a similar manner as what has been described for EHEC. What does remain evident is that L-fucose utilization by E. coli supports colonization and could be supporting polymicrobial relationships, even on an abiotic surface in the absence of host cells. Thus, further exploration is warranted to dissect the exact mechanism by which this metabolite facilitates polymicrobial biofilm formation.
Catheter-associated bacteriuria (CA-ASB) is largely polymicrobial and asymptomatic for the host and can persist for long periods of time. Thus, examining mechanisms that contribute to polymicrobial biofilm formation may provide insight into how CA-ASB communities form and remain asymptomatic, as well as novel points of intervention to disrupt polymicrobial biofilm formation and improve efficacy of antibiotic treatment when needed. Biofilm communities that form on the catheter may function as a unique biome that largely favors stable colonization rather than the transition to invasive disease. Observations from the catheter flow model support this idea, since initial colonization by E. coli facilitated formation of the robust triple species biofilm without outgrowth by a dominate species in polymicrobial biofilms. Enhancement of triple species biofilms form with patient isolates likewise suggests that this interaction does occur within the catheterized host and across multiple different clinical isolates.
However, when conditions in the urinary tract are disturbed, the individual members of this biome may shift to a pathogenic lifestyle, promoting tissue invasion, ascension to the kidneys, and severe disease. Disruption of the urinary biome, the damage to the mucosal layer, and damage to bladder epithelial cells by long term catheter usage could therefore trigger outgrowth or a virulent phenotype in pathogenic members of the microbial community. Further research is therefore needed to fully dissect the interactions between uropathogens within polymicrobial catheter biofilms and determine whether L-fucose mediated interactions could represent a target either for disrupting persistence or facilitating re-establishment of asymptomatic colonization after a perturbation rather than the transition to invasive disease.
Methods
Bacterial strains
Proteus mirabilis HI4320, Providencia stuartii BE2467, and Morganella morganii TA43 are well-established and minimally-passaged clinical isolates from the urine of long-term catheterized patients in a chronic care facility (62). Enterococcus faecalis OG1RF is a well-established oral clinical isolate commonly used in CAUTI research (63, 64). Escherichia coli CFT073 was isolated from a patient with chronic acute pyelonephritis and is also commonly used in UTI and CAUTI research (65). P. mirabilis ureF refers to a mutant of P. mirabilis HI4320 in which the gene for the UreF accessory protein of the urease operon was disrupted by insertion of a kanamycin cassette using the TargeTron protocol, resulting in loss of urease activity (66). E. coli CFT073 fucose utilization mutants fucA,fucI,fucK, and fucP were obtained from an ordered library of transposon mutants (67). Staphylococcus aureus UTI MRSA was isolated from chronically infected individuals with indwelling urinary catheters (6, 68).
Bacterial culture conditions
P. mirabilis and E. coli were cultured in 5 mL of low-salt Luria-Bertani (LSLB) broth (10 g/L tryptone, 5g/L yeast extract, 0.1 g/L NaCl) at 37°C with shaking at 225 RPM, while E. faecalis was cultured overnight in Brain Heart Infusion (BHI) broth at 37°C with shaking at 225 RPM. Bacteria were also cultured in other media types as indicated, including tryptic soy broth supplemented with 1% glucose (TSBG) and modified artificial urine medium (AUM) following the Brooks recipe (69). Filter-sterilized pooled human urine was purchased from Cone Bioproducts (Sequin, TX), stored at −20°C, and in some assays was diluted 1:1 with 0.9% saline to adjust the specific gravity to 1.004. Where indicated, dilute urine was supplemented with 30 ug/mL proteinase K (MP Biomecials,C183988, LU1124039730-1), 10 mM arabinose (MP Biomedicals,C100706, LU1124156894-1), or 10 mM fucose (Thermo, CA16789.03, LR0BJ007). For differential plating, P. mirabilis was incubated on either LSLB agar supplemented with 2.5 ug/mL tetracycline or MacConkey agar, E. faecalis was grown on BHI agar supplemented with 100 ug/mL of streptomycin, and E. coli was plated on MacConkey agar for enumeration by colony morphology or on plain LSLB, with enumeration by subtracting the CFUs of P. mirabilis on LSLB+tet from the total CFU/ml of both P. mirabilis and E. coli on LSLB..
Planktonic growth curves
Overnight cultures of all species were adjusted to ∼106 CFU/mL in the indicated media (TSBG, AUM, urine, diluted urine). Single species cultures were seeded with 1×106 CFU/ml of the indicated species, dual species cultures were seeded with ∼5 x105 CFU/ml of each respective species, and triple species cultured were seeded with ∼3.3 x 105 CFU/ml of each species, such that the total number of viable bacteria for all cultures was 1×106 CFU/ml. 5mL cultures were incubated at 37°C with shaking at 225 rpm, and aliquots were taken hourly from 0-8 hours as well as 24 hours, serial diluted, and plated as described above and using an EddyJet 2 spiral plater (Neutec Group) for the determination of CFUs using a ProtoCOL 3 automated colony counter (Synbiosis).
Crystal violet staining of bacterial biofilms.
Overnight cultures of bacteria were adjusted to ∼106 CFU/mL as described above in the indicated media and 750 uL was dispensed into triplicate wells in tissue culture treated 24-well plates (Falcon 353047). Three additional wells were filled with sterile media to serve as blanks for crystal violet staining. Plates were incubated for 24 hours at 37°C in a partially sealed plastic bag with a damp paper towel to maintain humidity. After 24 hours, supernatants were gently aspirated and wells were washed twice with 1mL of 1x phosphate buffer saline (PBS). Biofilms were fixed by adding 1 mL of ice cold 95% ethanol to each well and incubating for 15 minutes at room temperature (RT).
Ethanol was then aspirated and the wells were dried for 30 minutes in a fume hood. A 0.1% crystal violet solution (Fisher, CS252275A) was added to the dried wells and incubated at RT for 60 minutes to stain all biomass. Wells were then aspirated, washed with 1 mL of deionized water, and solubilized in 1 mL of 95% ethanol with shaking at 220 RPM for 15 minutes. Wells were then scraped with a 1000 uL pipette tip to ensure full resuspension of all biomass in EtOH.Crystal violet absorbance read at 570 nm using a BioTek synergy H1 plate reader in a a 96-well plate, and samples were typically diluted 1:5 in EtOH to ensure an accurate reading. For most experiments, crystal violet absorbance is expressed relative to single species E. faecalis biofilm unless stated otherwise to facilitate comparison across independent experiments.
Determination of cell viability within biofilms
Biofilms were established in triplicate in tissue culture treated 24-well plates as described above and incubated for 24 hours at 37°C. Wells were washed with 1 mL of sterile 1X PBS and were scraped as described above for resuspension using a sterile pipette tip. Samples were serially diluted and plated on appropriate agar for differentiation of each species as described above using an EddyJet2 spiral plater (Neutec Group) to determine CFUs using a ProtoCOL 3 automated colony counter (Synbiosis).
Protein, eDNA, and carbohydrate analyses
24 well plates were inoculated and incubated as described above, with 6 replicate wells per inoculum. Supernatants were carefully aspirated and biofilms were gently washed with 1X PBS. The first well for a given inoculum was then resuspended in 1X PBS and scraped as described above to collect all biofilm biomass. This resuspension was then transferred to the next well and repeated until all 6 replicate wells had been resuspended together in 1ml of PBS. The protein concentration of each biofilm suspension was measured using a Bicinchoninic acid assay (BCA) assay (Thermo, P23252) following the manufacturer’s instructions A Quant-iT dsDNA high sensitivity kit (Thermo, P11496) was used to measure double-strained DNA, and carbohydrate measurements were performed using a kit (Sigma Aldrich, MAK559) with a D-glucose ladder.
Silicone disc biofilms
Silicone disc were punched from a sheet using a 9 mm dermal punch and sterilized before use by autoclaving. Discs were then aseptically deposited into the wells of a non-tissue culture treated 24 well plate (Falcon, 351147), and biofilms were established by inoculating as described above After 24 hours, silicone discs were carefully removed with forceps, gently washed with 1X PBS, and air dried overnight. Discs were then stained with 1 mL of 0.1% crystal violet solution in a 1.5 mL Eppendorf tube for 15 minutes, washed in ddH2O twice to remove excess stain, and placed into 1mL of 95% ethanol. Samples were vortexed for 15 minutes, 25 µL of each ethanol suspension was transferred to a 96-well and diluted 1:5 with EtOH, and absorbance was read at 570 nm as described above. For assessment of viable bacteria within the silicone disc biofilms, the silicone disc biofilms were removed from the well, washed with 1X PBS, and transferred to Eppendorf tubes containing 1 mL of 1X PBS, vortexed for 15 minutes, serially diluted, and plated as described above.
Glass bladder biofilms
A previously described glass bladder flow model was used, in which a 500 mL water-jacketed vessel is maintained at 37°C by a circulating water bath. A Foley catheter is inserted, inflated, and urine is supplied into the bladder at a constant flow rate of 0.75-1.0mL/min through a peristaltic pump. CFUs and crystal violet analysis were performed as described previously.(68)
Catheter biofilm reactor
The periodic flow catheter model was based off design instructions from the construction of a drip biofilm reactor (70).The biofilm reactor consists of two boxes; the outer box is Styrofoam with a heating mat (BN-LINK, 5021701) on the inside, which is kept at 37°C and monitored by a thermal probe. The inner box is polypropylene and used to hold the catheters in place and ensure temperature regulation. See Supplemental Figure 2 for diagram.
French 14 catheters (Dynarex, 5075/57758) are first exposed to undiluted pooled human urine to establish a sterile conditioning film to facilitate bacterial attachment. To do this, 3 mL of human urine is pushed through the lumen at the base catheter via 5 mL Luer-Lok tip syringe and a tubing clamp is placed underneath the eyelet to create a seal. The clamped catheter with the syringe attached is then incubated overnight at 37°C. The clamp is then removed and the attached syringe is used to aspirate the urine from the catheter lumen. Any residual urine is then removed by a vacuum pump. The top portion of the catheter (eyelet and balloon) are then removed using a sterile surgical scalpel to expose the lumen for inoculation.
Bacterial inocula were prepared to ∼106 CFU/mL as described above in a final volume of 3 mL of dilute urine. Catheters are seeded at the base using a 5 mL syringe. After, a tubing clamp is placed at the base while a 14-gauge need is inserted into the end of the tubing where the balloon and eyelet were removed. The bacterial inocula are incubated for 1.5 hours at 37°C to promote bacterial attachment to the condition film within the catheter lumen. After incubation, catheters are fed through the biofilm reactor box and attached to a peristaltic pump (VWR/Masterflex) via the needle end of the catheter. After attachment, the clamp is removed and the drainage port end of the catheter is placed over a waste vessel. Urine flow is then established via peristaltic pump at 0.8 RMP for 1.5 minutes to clear the inocula with fresh diluted urine. Fresh dilute urine is then supplied every hour for 1.5 minutes (∼ 2mL of urine per cycle) for up to 24 or 48 hours, depending on the experiment.
For biofilm biomass quantification, catheters were gently aspirated by a vacuum pump to remove media from the lumen. Catheters were gently washed with 5 mL of ddH2O and dried in a biosafety cabinet for 24 hours. Catheter lumens were then stained with a 0.1% of crystal violet for 30 minutes, aspirated, and washed twice with 5 mL of ddH2O. The stained catheters were then sectioned into 20 mm segments using a scalpel and placed on a Kimwipe (Kimtech) to remove any excess liquid in the lumen. A single catheter provides 14 segments, which were each placed into individual 1.5 mL Eppendorf tubes with 1mL EtOH and vortexed for 15 minutes to fully solubilize. Crystal violet absorbance was then determined as previously stated. Raw OD values were reported rather than normalizing to E. faecalis due to the segment-to-segment variability in crystal violet staining. For CFU determination, catheters were washed as above, sectioned, and each section was vortexed in 1mL of 1X PBS for 15 minutes.
Suspensions were then diluted and plated as described above.
Biofilm fractionation experiments
Single and triple species biofilms were established in 24 well plates as described above. The biomass from 6 wells per inoculum were scraped and pooled in 3 mL of Milli-Q H2O, and 1.5 mL of the biofilm sample was immediately frozen for use as unfractionated control while the remaining 1.5 ml was fixed with 21 µL of 16% formaldehyde and incubated with shaking at RT for 1 hour. For EPS extraction, 300 uL of 1M NaOH was added to samples and incubated at 37°C with shaking at 220 rpm for 90 minutes. To separate the soluble EPS from the cell-associated biofilm fraction, samples were centrifuged at 20,000xg for 1 hour at 4°C. Supernatants were transferred to a 2mL tube, while cell pellets were resuspended in 200 uL of Milli-Q H2O and frozen to represent the cell-associated fraction of the biofilm. The supernatants were further processed by passing through a 0.22 μm filter and removed of salts and other containments using dialysis cassettes (Thermo, P66110) in ddH2O overnight. Dialyzed samples were transferred to 2mL tubes and concentrated using a Speed Vac (Savant, VLPI 20) and reconstituted to a total volume of 200 uL with Milli-Q H2O and frozen to represent the EPS fraction of the biofilm. The biofilm sample, cell-associated fraction, and EPS portions of the samples were then subjected to BCA, carbohydrate, and eDNA analysis as described above.
Antibiotic treatment
Single, polymicrobial biofilms were formed for 24 hours in diluted urine in the standard methods previously described. After incubation, using a vacuum pump supernatant was removed from biofilms, fresh diluted urine supplemented with 100, 150, 200, 250 ug/mL of nitrofurantoin (TCI, N0883, L:DBOTA-SH) or 1, 5, 10, 25,50 ug/mL of ciprofloxacin (C2510, L:SOBSA-BD) was then added to the wells. For biofilms underflow, antibiotic treatment was directly added to media bottle at 200 ug/mL for nitrofurantoin and 25 ug/mL for ciprofloxacin. Biofilms were exposed to the treated dilute urine for another 24 hrs; after biofilms were processed for CFUS using differential plating in the previously described manner.
Proteomics
Sample preparation was from single, double, and triple species biofilms were prepared in 1 mL of ddH2O and from 6 pooled technical replicates. The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD074670.
Protein Digestion
Fifteen micrograms of protein were taken from each sample, dried using a SpeedVac SPD 140DDA Vacuum Concentrator (Thermo Fisher, Scientific, San Jose, CA), and reconstituted in 30 µL of 50mM Tris-FA buffer (pH 8.5) containing 0.01% N-dodecyl-β-D-maltoside (DDM). Protein digestion was performed using a previously reported surfactant cocktail-aided extraction/precipitation/on-pellet digestion (SEPOD) protocol (71, 72). Briefly, proteins were first reduced with 5 mM dithiothreitol (DTT) at 56 °C for 30 min, followed by alkylation with 20 mM iodoacetamide (IAM) at 37 °C for 30 min in the dark. Both reduction and alkylation steps were carried out with constant mixing at 550 rpm using a Thermomixer. Protein precipitation was achieved by adding five volumes of chilled acetone, followed by vortexing, and incubation at −20 °C for 3 h. Samples were then centrifuged at 20,000 × g for 30 min at 4 °C, after which the supernatant was removed. The resulting protein pellets were washed with 200 µL methanol and air-dried. Pellets were subsequently reconstituted in 50 mM Tris-FA. Trypsin (Sigma-Aldrich), activated in 50 mM Tris-FA, was added, and enzymatic digestion was carried out at 37 °C for 16 h with constant mixing. Digestion was quenched by the addition of formic acid (FA) to a final concentration of 1%. Samples were centrifuged at 20,000 × g for 30 min at 4 °C. Two microliters from the supernatants of each sample were pooled to generate a quality control sample for assessing quantitative reproducibility, and the remaining supernatants were transferred to LC vials for LC-MS analysis.
Liquid chromatography-tandem mass spectrometry analysis:
Liquid chromatography-tandem mass spectrometry (LC-MS/MS) analysis was performed using a trapping nano-flow LC-Orbitrap Astral MS system, consisting of a Dionex Ultimate 3000 nano LC system, a Dionex Ultimate 3000 gradient micro-LC system equipped with a WPS-3000 autosampler, and an Orbitrap Astral mass spectrometer (Thermo Fisher Scientific, San Jose, CA).
For each sample, a single injection of 500 ng of digested peptides was analyzed. Three consecutive injections of pooled samples were also analyzed. A trapping column (150 µm i.d. × 5 cm, packed with 5 µm C18, CoAnn Technologies, Richland, WA) was used upstream of the nano-LC analytical column (75 µm i.d. × 20 cm, packed with 1.7 µm C18, CoAnn Technologies, Richland, WA) to remove matrix components and enable selective peptide delivery. Mobile phase A consisted of 0.1% formic acid (FA) in 2% acetonitrile, and mobile phase B consisted of 0.1% FA in 88% acetonitrile. The LC gradient was programmed as follows: 4-11%B for 2 min, 11-12%B for 2 min, 12-30% B over 26 min, 30-97% B over 0.1 min, followed by an isocratic hold at 97% B for 3 min. Mass spectrometric analysis was conducted in data-independent acquisition (DIA) mode. MS1 spectra were acquired over an m/z range of 380-980 at a resolution of 180,000, with a maximum injection time of 5 ms, and a normalized automatic gain control (AGC) target of 500%. Precursor ions were isolated using 2 Th-wide isolation windows and fragmented by higher-energy collisional dissociation (HCD) at a normalized collision energy of 25%. MS2 spectra were acquired over an m/z range of 350-1500 in the Astral (AST) mass analyzer, with a normalized AGC target of 200% and a maximum injection time of 3 ms.
Protein identification and quantification
The MS raw files were converted to HTRMS format using HTRMS Converter (Biognosys, Zurich, Switzerland) and searched against a combined NCBI reference sequence database for Escherichia coli CFT073, Enterococcus faecalis OG1RF, and Proteus mirabilis HI4320 using Spectronaut (version 19, Biognosys, Zurich, Switzerland) in DirectDIA mode. The protease was set to trypsin with up to two missed cleavages allowed. Carbamidomethylation of cysteine was specified as a fixed modification, while oxidation of methionine and protein N-terminal acetylation were specified as variable modifications. Protein-level false discovery rate (FDR) was controlled at 1% across the analysis. Only proteotypic peptides were used for protein quantification. All other parameters were kept at default settings.
Statistical analysis
Statistical analyses were performed using R (version 4.4.1). Species-specific normalization was carried out using median normalization. Comparisons betweengroups were conducted using two-sample, independent Student’s t-tests. Differentially expressed proteins were defined as those exhibiting a fold change greater than 1.3 or less than 0.77 with a p-value < 0.05.
Pathway Analysis
Differential protein abundance was calculated as log₂ fold change (Log₂ FC) comparing the triple-species biofilm to single biofilms. Proteins were considered significantly upregulated if they met both criteria: Log₂ FC > 1 (>2-fold increase) and p-value < 0.05. Proteins were identified using the NCBI RefSeq. Gene names were based on the STRING database and eggnog-mapper functional annotation tool. Pathway level analysis was done using the KEGG Ontology (KO) terms. Volcano plots were generated using Python (matplotlib) with log₂ fold change on the x-axis and −log₁₀(p-value) on the y-axis with threshold at Log₂ FC = 1 and p-value = 0.05.
Statistical Analyses
Statistical significance from experimental results for biofilms, CFUs, and growth curves was assessed by one-way ANOVA with multiple comparisons or by two-way ANOVA as indicated by legends. Chi square tests were performed where indicated. These analyses were performed using GraphPad Prism, version 10.5.0.
Supporting information
Acknowledgements
This work was supported by the National Institute of Diabetes and Digestive and Kidney Diseases under award R01 DK140371 to CEA and by the National Institute of Allergy and Infectious Diseases under award F31 AI183838 to SMT.