Abstract
L-arabinose inducible promoters are commonly used in gene expression analysis. However, nutrient source and availability also play a role in biofilm formation; therefore, L-arabinose metabolism could impact biofilm development. In this study we examined the impact of L-arabinose on Salmonella enterica serovar Typhimurium (S. Typhimurium) biofilm formation. Using mutants impaired for the transport and metabolism of L-arabinose, we showed that L-arabinose metabolism negatively impacts S. Typhimurium biofilm formation in vitro. When L-arabinose metabolism is abrogated, biofilm formation returned to baseline levels. However, without the ability to import extracellular L-arabinose, biofilm formation significantly increased. Using RNA-Seq we identified several gene families involved in these different phenotypes including curli expression, amino acid synthesis, and L-arabinose metabolism. Several individual candidate genes were tested for their involvement in the L-arabinose-mediated biofilm phenotypes, but most played no significant role. Interestingly, in the presence of L-arabinose the diguanylate cyclase gene adrA was downregulated in wild type S. Typhimurium. Meanwhile cyaA, encoding an adenylate cyclase, was downregulated in an L-arabinose transport mutant. Using an IPTG-inducible plasmid to deplete c-di-GMP via vieA expression, we were able to abolish the increased biofilm phenotype seen in the transport mutant. However, the mechanism by which the L-arabinose import mutant forms significantly larger biofilms remains to be determined. Regardless, these data suggest that L-arabinose metabolism influences intracellular c-di-GMP levels and therefore biofilm formation. These findings are important when considering the use of an L-arabinose inducible promoter in biofilm conditions.
Keywords: Salmonella, biofilm, arabinose, inducible promoters, c-di-GMP
Introduction
Salmonella enterica serovar Typhimurium (S. Typhimurium) can grow as either individual planktonic cells or as aggregates adhered to a surface known as a biofilm in response to environmental stimuli (Flemming and Wuertz, 2019). These cells are surrounded by a self-produced extracellular matrix (ECM) comprised of proteins, exopolysaccharides, and nucleic acids. While within a biofilm, these bacteria are protected from a variety of challenges and as a result are estimated to be involved in 80% of chronic infections (Davies, 2003). Therefore, further studies are required to identify key aspects of biofilm formation and persistence in order to enhance the efficacy of treating infections associated with biofilms.
The dinucleotide second messenger cyclic-di-GMP (c-di-GMP) has been identified as one of the factors that controls ECM synthesis and adhesion (Caly et al., 2015), regulating the transition between the planktonic and biofilm lifestyles of many bacteria, including S. Typhimurium (Solano et al., 2009; Chua et al., 2014; Dahlstrom and O’Toole, 2017). Usually, increased intracellular c-di-GMP promotes biofilm formation, while low levels increase motility and dispersal (Hengge, 2009; Lee et al., 2010; Chua et al., 2015; Valentini and Filloux, 2016; Gao et al., 2017; Liu et al., 2017). In Salmonella, the MlrA transcription factor promotes csgD transcription whose gene product CsgD stimulates both adrA and curli genes (Brown et al., 2001). The diguanylate cyclase, encoded by adrA, synthesizes c-di-GMP which then activates cellulose synthase (Zogaj et al., 2001).
Alternatively, the second messenger cyclic adenosine monophosphate (cAMP) also mediates biofilm formation particularly in carbon catabolite repression (Liu et al., 2020). When phosphotransferase system (PTS) sugars are limited and instead non-PTS sugars are present, the adenylyl cyclase gene product of cyaA is activated to synthesize cAMP which activates genes encoding the transport of non-PTS sugars into the cell (Park et al., 2006) and represses carbon catabolites (Deutscher et al., 2006). Increased intracellular cAMP also inhibits mlrA and csgD transcription which reduces biofilm formation in Salmonella (Paytubi et al., 2017). This implies that c-di-GMP and cAMP play key roles in the regulation of biofilm formation.
Nutrient availability also plays a role in biofilm formation. While Salmonella prefers D-glucose as a carbon source, it can utilize the pentose L-arabinose (Gutnick et al., 1969). Upon transport into the cell via the AraE permease (Lee et al., 1981; Lee et al., 1982), L-arabinose is metabolized into substrates for the pentose phosphate pathway (Englesberg, 1961; Englesberg et al., 1962). Intracellular L-arabinose bound to the AraC transcriptional regulator induces expression of the araBAD operon and the araE gene (Englesberg et al., 1965; Lee et al., 1980; Lee et al., 1981; Lee et al., 1982). In the absence of L-arabinose, AraC acts as a repressor (Schleif, 2010). It is this relationship that is often utilized for conditional, dependent expression of cloned genes, commonly utilized in the plasmid pBAD which contains the promoter of the L-arabinose operon and the regulatory gene araC (Guzman et al., 1995).
In this study, while utilizing L-arabinose inducible pBAD strains in S. Typhimurium biofilm analysis, we observed a strikingly significant decrease in biofilm formation in the presence of 0.2% L-arabinose. This phenomenon is dependent upon the first step in L-arabinose metabolism, acted upon by the L-arabinose isomerase AraA. However, when Salmonella lacks the ability to transport L-arabinose into the cell via the high-affinity transport system encoded by araE, it instead develops robust biofilms. Despite extensive phenotypic analyses and RNA-Seq expression analysis, the mechanisms by which this occurs remains to be determined. We speculate that under these conditions, the cells respond to carbon starvation by upregulating pathways involved in alternate energy sources.
Materials And Methods
Bacterial Strains and Growth Conditions
Wild-type (WT) Salmonella enterica serovar Typhimurium ATCC 14028 (JSG210) and its derivatives, were used in these studies ( Table S1 ). Cultures were first streaked on Luria-Bertani (LB) agar plates and incubated at 37°C overnight. Single colonies were then used to start overnight (O/N) liquid cultures grown in either LB broth, Tryptic Soy Broth (TSB), or Minimal Media (M9) at 37°C on a rotating drum. When grown in the presence of sugar, L-arabinose, D-arabinose, or D-glucose was included at 0.2% or 2% in 1:20 TSB, and 5 mM or 40 mM L-arabinose in M9. Antibiotics, when needed, were used at the following concentrations: ampicillin (Amp), 100 μg/mL or 200 µg/mL; chloramphenicol (Cam), 25 µg/mL; Isopropyl β-D-1-thiogalactopyranoside (IPTG), 2 mM; kanamycin (Kan), 45 µg/mL; and streptomycin (Strep), 100 µg/mL.
Generation of Mutants and Recombination Procedures
Mutants were created by the λ-red mutagenesis method (Datsenko and Wanner, 2000) with specific primers designed for the gene of interest ( Table S2 ). Marked gene deletions were transduced into WT using phage P22 HT105/1 int-201 (Maloy et al., 1996). Mutants were verified throughout the process via PCR and electrophoretic gel analysis.
Biofilm Growth and Crystal Violet Assays
S. Typhimurium biofilms were grown as follows: Overnight (O/N) cultures were grown in TSB at 37°C with aeration. These were normalized to OD600 = 0.8, diluted 1:10 into biofilm growth media (TSB diluted 1:20 or M9 +/- experimental conditions), and 0.1 mL was dispensed in triplicate into non-treated polystyrene 96-well plates (Corning). The plates were incubated for 24 hours (hr) at 25°C on a GyroMini nutating mixer (LabNet International, Inc.) at 24 rpm. If incubation longer than 24 hr was required, media was changed daily.
Attached biofilms of S. Typhimurium were then washed twice in ddH2O, heat fixed for 1 hr at 60°C, and stained with 0.33% crystal violet for 5 minutes (min). After two subsequent washes in ddH2O, the dye was released using 33% acetic acid, and the optical density was measured at 570 nm (OD570) in a SpectraMax Spectrophotmeter with SoftMax Pro software (Molecular Devices) to determine the amount of dye retained, which correlates to the amount of biofilm present. All biofilm experiments were performed in triplicate.
Biofilm CFUs
Biofilm growth was prepared as previously described above, with some modification. After incubation, the planktonic cells were removed and attached biofilms were then washed with 100 μL phosphate-buffered saline (PBS, Gibco-Life Technologies) twice to remove planktonic cells. Biofilms were then scraped for 2 minutes with a 200 µL pipette tip in 100 µL PBS, then diluted 1:10 in 1 mL PBS in microcentrifuge tubes to be vortexed for 3 minutes before being serially diluted 1:10 and 10 µL drip plated onto LB agar and incubated O/N at 37°C for quantification of CFU/mL. Biofilm CFUs were performed in triplicate.
Growth Curves
S. Typhimurium growth curves were performed as follows: O/N cultures were grown in TSB at 37°C with aeration. These were normalized to OD600 = 0.8, diluted 1:10 into 4 mL 1:20 TSB, with or without 0.2% or 2% L-arabinose added, in 5 mL screw-cap tubes (VWR). The tubes were incubated for 24 hr at 25°C on a GyroMini nutating mixer (LabNet International, Inc.) at 24 rpm. Aliquots were removed at designated time points, serial diluted 1:10 and 10 µL drip plated onto LB agar and incubated O/N at 37°C for quantification of CFU/mL. Growth curves were done in triplicate as biological replicates and averaged together. Growth curves performed in M9 were also normalized to OD600 = 0.8, diluted 1:10 into 1 mL M9 with 5 mM or 40 mM L-arabinose, and 0.1 mL was dispensed in triplicate into non-treated polystyrene 96-well plates (Corning). The plates were incubated for 24 hours (hr) static at 25°C, and the optical density was measured every 30 minutes, shaking for 5 seconds before each read, at 600 nm (OD600) in a SpectraMax Spectrophotmeter with SoftMax Pro software (Molecular Devices).
pH Measurement
The pH of the growth media was measured as follows. Before bacterial inoculation, the pH of 1:20 TSB with or without 0.2% or 2% L-arabinose was measured by a pH Meter (Denver Instrument). O/N cultures were normalized to OD600 = 0.8, diluted 1:10 into 20 mL 1:20 TSB, with or without 0.2% or 2% L-arabinose added, in 50 mL screw-cap conical centrifuge tubes (CellPro). The tubes were incubated for 24 hr at 25°C on a GyroMini nutating mixer (LabNet International, Inc.) at 24 rpm until the bacterial culture reached logarithmic growth. Cultures were then pelleted, the supernatant removed to a new 50 mL tube, and the pH was measured.
Confocal Microscopy of Biofilms
Established biofilms of GFP-expressing strains JSG4093 and JSG4244 were incubated with or without 0.2% L-arabinose for 24 hr prior to imaging. Biofilms were washed two times in PBS and fixed in 2% paraformaldehyde (PFA, Affimetrix) for 1 hour at room temperature and saved for later imaging. The amount of biofilm and the structure of the biofilm can be inferred by the amount of GFP signal detected (Franklin et al., 2015). Biomass and average thickness were assessed by automated capturing of 5 random Z-stacks per well in 4 wells per treatment using a Nikon A1R Live Cell Inverted Confocal microscope. The Z-stacks were then analyzed using the software package COMSTAT2.
Invasion Assays
HeLa cells (ATCC) were first allowed to attach in surface treated tissue culture flasks (Fisherbrand) Dulbecco’s Modified Eagle Medium (DMEM, Gibco-Life Technologies) + 1% Heat-Inactivated Fetal Bovine Serum (FBS, Corning) and Penicillin-Streptomycin (Gibco-Life Technologies) at 37°C in a humidified incubator with 5% CO2 until confluent. After washing with PBS twice to remove any dead cells, the HeLa monolayer was removed with 0.25% Trypsin-EDTA (1X) (Gibco-Life Technologies), cells were washed to remove Trypsin, counted using Trypan Blue (Gibco-Life Technologies), and seeded in DMEM + 1% FBS and strep/pen at a density of approximately 5.0 × 105 cells/well in 24-well polystyrene microplates (Falcon) for infection studies.
Overnight cultures of WT S. Typhimurium grown in LB were backdiluted 1:100 and grown statically in LB +/- 0.2% L-arabinose for 3 hr at 37°C. Bacteria were equilibrated in DMEM to an OD600 of 0.8. HeLa cells were washed with PBS twice to remove any dead cells and bacteria were added at a multiplicity of infection (MOI) of 100 in 1 mL DMEM + 1% FBS. Extracellular bacteria were removed 1 hr post-infection by addition of 50 μg/ml of gentamicin (Gibco-Life Technologies) for 1 hr followed by washing with PBS three times to remove additional extracellular bacteria. The infected HeLa cells were lysed with 0.1% Triton X-100 (Calbiochem) for 15 min. The cell lysates were then serially diluted, plated onto LB agar and enumerated after 24 hr incubation at 37°C. Invasion assay was performed in triplicate.
RNA Isolation
Biofilm growth was as described above with some modification. Each strain was grown in an entire 96-well plate for four days, with media replenished daily. After incubation, the biofilm was washed with 100 μL phosphate-buffered saline (PBS) twice to remove planktonic cells, scraped for 2 minutes with a 200 μL pipette tip, transferred to a microcentrifuge tube, and centrifuged at 10,000 × g for 3 min. RNA was extracted using the hot phenol method. Briefly, the supernatant was removed, and pellets were resuspended in 475 μl AE buffer (50 mM sodium acetate [NaOAc], 10 mM EDTA, pH 5.2). Forty microliters of 20% SDS and 475 μl of phenol were added and incubated for 10 min at 65°C, shaking every minute. Samples were put on ice for 5 min and centrifuged for 15 min at 10,000 rpm at 4°C. Supernatants were transferred to new microcentrifuge tubes and 475 μL of chloroform was added, mixed, and centrifuged for 10 min at 2,000 rpm at 4°C. The top aqueous layer was placed in a new microcentrifuge tube, and RNA was precipitated by adding 500 μL isopropanol and 50 μL sodium acetate (2 M), centrifuging for 20 min (12,000 rpm, 4°C), and washing with 250 μL 70% cold ethanol. Finally, samples were treated with DNase (12.5% of total reaction volume, catalog number M0303L; New England BioLabs, Ipswich, MA, USA) for 45 min. RNA isolation was performed in quadruplicate.
RNA-Seq Library Construction and Sequencing
Total RNA quality was assessed using an Agilent 2100 bioanalyzer and RNA Nano Chip kit (Agilent Technologies) to ensure that the RNA integrity number (RIN) was ≥7 and that there were no RIN value outliers. rRNA was removed from 1 μg of RNA with a Ribo-Zero rRNA removal kit for bacteria (Epicentre Biotechnologies). To generate a directional signal in the RNA-Seq data, libraries were constructed from first-strand cDNA using the ScriptSeq v2 RNA-Seq library preparation kit (Epicentre Biotechnologies). Briefly, 50 ng of rRNA-depleted RNA was fragmented and reverse transcribed using random primers containing a 5ʹ tagging sequence, followed by 3ʹ-end tagging with a terminus-tagging oligonucleotide to yield di-tagged single-stranded cDNA. Following purification by a magnetic bead-based approach, the di-tagged cDNA was amplified by limit-cycle PCR using primer pairs that anneal to tagging sequences and add adaptor sequences required for sequencing cluster generation. Amplified RNA-Seq libraries were purified using an AMPure XP System (Beckman Coulter). The quality of libraries was determined via an Agilent 2200 TapeStation using high sensitivity D1000 tape and quantified using a Kapa SYBR Fast qPCR kit (KAPA Biosystems, Inc). One hundred fifty-base pair sequence reads were generated using the Illumina HiSeq 4000 platform.
RNA-Seq Data Analysis
Each sample was aligned to the GCF_000022165.1 assembly of the S. Typhimurium strain 14028S reference from NCBI (NC_016856.1) using version 0.7.5a of the BWAMEM aligner (Li and Durbin, 2010). Features were identified from the GFF file that came with the assembly from NCBI. Feature coverage counts were calculated using HTSeq (Anders et al., 2015). Differentially expressed features were calculated using DESeq2 (Love et al., 2014) and custom scripts developed in-house to perform RNA-Seq analysis. The data discussed in this publication have been deposited in NCBI’s Gene Expression Omnibus and are accessible through GEO Series accession number GSE171196 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE171196).
Statistical Analysis
Statistical analyses were performed using GraphPad Prism software. All analyses were performed on independent experiments done in triplicate, unless otherwise indicated in the methods above, and mean ± the standard deviation was determined. The specific statistical test used are noted in each figure legend.
For RNA-Seq analysis, significant differentially expressed features between the two groups are those that have an absolute value of fold change of ≥1.5 and an adjusted P value of ≤0.10 (10% false discovery rate [FDR]).
Mass Spectometry
C-di-GMP was extracted from S. Typhimurium grown in 96-well plates using a method adapted from (Hickman and Harwood, 2008; Irie et al., 2012). Briefly, all experiments were performed on independent cultures in biological triplicates. C-di-GMP was extracted by addition of 9 µl of 70% perchloric acid to each well of the 96 well plate and incubation on ice for 1 hour. After an hour, attached cells were dislodged by pipetting and the supernatant was collected and neutralized using potassium bicarbonate. 2-chloro AMP was used as an internal standard. Liquid chromatography MS/MS measurements were performed using an Acuity UPLC with a Synergi 4μ Hydro RP 80A column and a C18 Guard Cartridge (Phenomenex) on a Premier XL triple-quadrupole electrospray mass spectrometer (Waters). The m/z 691 > 152 transition was used for c-di-GMP and 382 > 170 for 2-chloro-AMP. The cone voltages and collision energies were 40 V/30 eV and 35 V/20 eV, respectively. Thirty microliters of each sample was injected and the ratio of area under the curve of the c-di-GMP channel signal (retention time= 1.6 minutes) was divided by the area under the curve of the 2-chloroAMP signal (retention time= 2.1 minutes). A standard curve of 0 nM to 100 nM c-di-GMP containing 2-chloroAMP was used to quantify c-di-GMP for all samples. C-di-GMP concentration was normalized to total protein concentration.
Results
L-Arabinose Metabolism and Import Impact Biofilm Development
While utilizing S. Typhimurium strains containing the L-arabinose inducible pBAD plasmid controlling genes of interest grown in a biofilm with or without the addition of 0.2% L-arabinose, we observed a dramatic decrease in biofilm formation in our control. Similarly, wild-type S. Typhimurium (called WT) biofilm formation was significantly impaired in the presence of L-arabinose ( Figure 1A ). In an effort to determine if this phenotype was due to metabolism or import, we deleted the genes araA (encoding L-arabinose isomerase, first step in metabolism) and araE (L-arabinose/proton symport protein) in the WT background ( Figure 1A ). Without the presence of L-arabinose, the mutant strains showed no marked change in their biofilm forming abilities from WT. However, when grown in the presence of L-arabinose, without the ability to metabolism L-arabinose via AraA, S. Typhimurium regained biofilm growth similar to without L-arabinose, suggesting that the metabolism of L-arabinose is involved in the reduction in biofilm formation. Interestingly, when grown in the presence of L-arabinose, losing the ability to import L-arabinose via AraE resulted in a dramatic increase in biofilm formation. These data suggested that while metabolism of L-arabinose via AraA resulted in decreased biofilm formation, the inability to import L-arabinose via AraE increased biofilm formation.
The characteristics of these biofilms were then examined. First, growth curves demonstrated that the biofilm phenotypes were not attributed to any planktonic growth defect ( Figure 1B ). Next, colony forming units (CFUs) were enumerated from each biofilm. As expected, when the biofilms are reduced in size, as determined by crystal violet (CV) staining, there is a correlation to reduced CFUs. When grown in the presence of L-arabinose, the smaller WT biofilm contained less cells while the larger ΔaraE biofilm had significantly more ( Figure 1C ). This also correlated to an inverse relationship in a single well where more bacteria existed in a planktonic state when less existed in a biofilm state, and vice versa ( Figure 1D ). Using GFP-tagged strains, we also visualized the biofilm structure in the presence or absence of 0.2% L-arabinose by confocal microscopy ( Figure 2 ). In the presence of L-arabinose, the diminished WT biofilm appears as a flat, immature biofilm ( Figure 2B ) while the large ΔaraE biofilm is clumpy and thick ( Figure 2D ). In agreement with these observations, the ΔaraE biofilm grown in the presence of L-arabinose was significantly larger when random Z-stacks were measured for average thickness, biomass, and maximum thickness ( Figures 2E –H ). All of these characteristics align with the observed phenotypes.
High L-Arabinose Concentrations Eliminate the araE Mutant Hyperbiofilm Phenotype
We examined the effects of different concentrations of L-arabinose on biofilm formation. In Escherichia coli (E. coli), there are two L-arabinose import systems: high-affinity (AraE) and low-affinity (AraFHG). However, only the high-affinity system has been identified in S. Typhimurium. At low concentrations, such as 0.2%, L-arabinose is transported through AraE in E. coli (Lee et al., 1981; Stoner and Schleif, 1983) and S. Typhimurium (Lee et al., 1981; Lee et al., 1982). At high concentrations, such as 2%, L-arabinose is also transported through AraFHG in E. coli (Hogg and Englesberg, 1969; Schleif, 1969; Brown and Hogg, 1972; Horazdovsky and Hogg, 1989; Luo et al., 2014). If the low-affinity transport system is conserved in S. Typhimurium, then a higher concentration of L-arabinose may circumvent the high-affinity transport defect in an ΔaraE mutant. No growth differences were observed between 1:20 TSB and 2% L-arabinose for WT or ΔaraA, but ΔaraE grew slightly better in the presence of 2% L-arabinose ( Figure 3A ). Interestingly, when grown in the presence of 2% L-arabinose the large biofilm phenotype of ΔaraE observed in the presence of 0.2% L-arabinose was abolished and resembled that of WT grown in the presence of 0.2% L-arabinose ( Figure 3B ). This implies that at higher concentrations, L-arabinose may be imported into the cell by an AraE-independent, low-affinity import system yet to be identified. We tested two candidates, AraJ and MglC, but upon deletion neither impacted import ( Supplemental Figure S1 ). These results further suggest that the inability to transport L-arabinose into the cell plays a role in forming larger biofilms. Meanwhile, ΔaraA retained its ability to form biofilms no matter the concentration of L-arabinose, in agreement with the predicted role of L-arabinose metabolism in decreasing biofilm formation.
L-Arabinose Does Not Disperse Biofilms
Next, we sought to determine if L-arabinose is not only involved in biofilm formation but if it could also disrupt a preformed biofilm. After 24 hours of biofilm growth without L-arabinose, 0.2% L-arabinose was added to the growth media and biofilms were allowed to grow for another 24 hours prior to CV staining. WT and ΔaraA biofilms were not affected by the addition of L-arabinose, but in the presence of L-arabinose, ΔaraE formed more biofilm than without L-arabinose ( Figure 3C ). This suggested that L-arabinose impacted the ability of the biofilm to form but cannot disrupt preexisting biofilm structures.
Other Pentoses Affect Biofilm Formation
The preferred carbon source for S. Typhimurium is D-glucose, but it does possess the ability to utilize other sugars as carbon sources (Kenyon et al., 2005). Therefore, we tested if the same phenomenon observed with L-arabinose in biofilm formation could also be observed with the D-arabinose stereoisoform or D-glucose. The addition of 0.2% D-arabinose to the biofilm growth media had no effect on biofilm formation for WT, ΔaraA, or ΔaraE. This agrees with previous studies showing that S. Typhimurium cannot metabolize D-arabinose as the sole carbon source (Gutnick et al., 1969), except in certain mutants (Old and Mortlock, 1977). Interestingly, the addition of D-glucose diminished biofilm formation of WT, ΔaraA and ΔaraE ( Figure 3D ). Therefore, the phenotype we observed is primarily specific to the L-arabinose, non-phosphotransferase system of uptake and not shared with other pentoses tested.
Acidification May Play a Role in Biofilm Formation
Previous studies have suggested that acidification of the media occurs as a result of L-arabinose metabolism (López-Garrido et al., 2015). Indeed, we also observed a reduction of pH when WT was grown in the presence of both 0.2% and 2% L-arabinose, ΔaraA showed no change in pH (likely due to the inability to metabolize L-arabinose), and acidification only occurred when grown in the presence of 2% L-arabinose for ΔaraE ( Table 1 ). As such, we also examined biofilm formation in pH5 with or without L-arabinose. While we did observe slight reductions in biofilm formation in acidic conditions overall, the trends of biofilm formation for WT, ΔaraA, and ΔaraE mutant strains remained the same in the presence or absence of L-arabinose in pH5 ( Figure 3C ). This would suggest that while a lower pH does reduce biofilm growth, is not the sole factor contributing to the L-arabinose dependent changes in biofilm formation we observed.
Table 1.
Initial | WT | ΔaraA | ΔaraE | |
---|---|---|---|---|
1:20 TSB | 6.83 | 6.14 | 6.14 | 6.19 |
+0.2% L-arabinose | 6.81 | 4.69 | 6.14 | 6.06 |
+2% L-arabinose | 6.92 | 4.20 | 6.09 | 4.53 |
Hyperbiofilm Formation in ΔaraE Requires the Extracellular Matrix
Since the effect of L-arabinose on biofilm formation likely occurs early in attachment or development, we tested mutants in four major components of the extracellular matrix (ECM): cellulose (bcsE), curli (csgA), O-antigen (yihO), and colonic acid (wcaM) (Prouty et al., 2002; Solano et al., 2002; Ledeboer and Jones, 2005; Gibson et al., 2006; Jonas et al., 2007; Gunn et al., 2016). Single mutants and a combination of all four components in the ΔECM mutant were subjected to biofilm growth assays with or without 0.2% L-arabinose. Double mutants were also created pairing each mutant with either ΔaraA or ΔaraE ( Figure 4 ). The ΔcsgA, ΔbcsE, and ΔECM mutants have been previously shown to have impaired biofilms (Adcox et al., 2016). Even though both the ΔECM and ΔcsgA mutants form poor biofilms under normal conditions, the addition of L-arabinose does further inhibit the ability to form a biofilm. As previously observed in the WT background, deletion of araA from each single mutant and the ΔECM strain in the presence of L-arabinose resulted in increased biofilm development (often to similar levels as the single mutant alone in 1:20 TSB) when compared to each single mutant alone in the presence of L-arabinose. Deletion of araE in each of the single mutant backgrounds resulted in significant increases in biofilm development in the presence of L-arabinose, but in the ΔcsgA, ΔbcsE, and ΔwcaM mutant backgrounds, the magnitude of the increase was significantly less (noted in red). Although statistically different, the biofilm formation of ΔaraEΔwcaM in the presence of L-arabinose was still quite robust and we did not consider its reduction biologically important. However, combined deletion of all four ECM components abolished the hyperbiofilm phenotype of ΔaraE in the presence of L-arabinose. This suggests there is an interplay among the ECM components that is required for the hyperbiofilm phenotype of the ΔaraE strain when grown with L-arabinose.
L-Arabinose Affects Host Cell Invasion
Previous studies have shown that Salmonella Pathogenicity Island 1 (SPI-1) is repressed by L-arabinose via posttranscriptional interactions with HilD, the transcriptional regulator of SPI-1, thus inhibiting invasion of HeLa cells (López-Garrido et al., 2015). In those studies, neither AraC nor AraA played a major role, and instead the import of L-arabinose via AraE was required for repression. Using HeLa cells grown in a monolayer infected with a multiplicity of infection (MOI) of 100, we confirmed that L-arabinose does impact invasion of HeLa cells ( Figure 5A ). This led us to inquire if this regulation of SPI-1 could also impact biofilm formation. We tested a ΔprgH mutant (type III secretion system protein encoded on SPI-1) and a Δspi1 mutant lacking the entire SPI-1 operon alone, or combined with deletions in araA and araE, for their ability to form biofilms in the presence or absence of L-arabinose. There was no significant alteration of biofilm formation of any of the strains tested ( Figure 5B ). This suggests that the change in SPI-1 expression regulated by L-arabinose does not impact biofilm formation.
Another regulator of virulence and biofilm formation is the two-component regulatory system PhoP/PhoQ (Fields et al., 1989; Miller et al., 1989; Prouty and Gunn, 2003). To test whether this regulatory system plays a role in L-arabinose mediated biofilm alteration, we tested a PhoP deletion mutant and a PhoP constitutively active strain (phoP C) in the presence and absence of L-arabinose ( Figure 5C ). The phoP C strain alone exhibits poor biofilm formation but like WT, was further reduced in the presence of L-arabinose. Meanwhile, ΔphoP forms biofilms similar to WT, but these biofilms were still reduced in the presence of L-arabinose. Therefore, the PhoP/PhoQ regulators, while affecting biofilm formation, were not involved in L-arabinose mediated biofilm modulation.
RNA-Seq Reveals Genes Affected by L-Arabinose
To better identify pathways involved in the response to L-arabinose we performed an RNA-Seq analysis comparing biofilms with or without L-arabinose ( Figures 6A–F ). For these studies, we used M9 minimal media because it is a defined medium for which we could control the exact amount of sugar present, in this case L-arabinose as the sole carbon source. We first determined concentrations of L-arabinose that phenocopied the biofilm results of WT S. Typhimurium in 1:20 TSB with 0.2% L-arabinose. These concentrations were 5 mM L-arabinose (mimicking 1:20 TSB alone) and 40 mM L-arabinose (producing the same altered biofilm formation seen in 1:20 TSB with 0.2% L-arabinose) ( Supplemental Figure S2A ). The ΔaraA mutant was excluded from RNA-Seq analysis because it was unable to grow at any concentration of L-arabinose. The ΔaraE mutant was able to grow in M9 supplemented with L-arabinose, further suggesting that L-arabinose was able to be internalized via a non-AraE mechanism. Also, at higher concentrations of L-arabinose, the increased biofilm formation of the ΔaraE mutant was abolished as observed in 1:20 TSB with 2% L-arabinose. There was no observed growth defect for WT or ΔaraE when grown in M9 supplemented with 40 mM L-arabinose ( Supplemental Figure S2B ).
As expected, the entire L-arabinose operon was upregulated when WT was grown in low (5 mM) versus high (40 mM) L-arabinose: araA 27.8-fold, araB 23.5-fold, araC 2.8-fold, araD 10.3-fold, araE 10.3-fold, ygeA 7.0-fold (putative aspartate racemase 50% cotranscribed with araE), and araU/STM14_0177 2.4-fold (Stringer et al., 2014). Several of these genes were among the most differentially regulated genes ( Table 2 ). Additionally, the curli fimbriae genes were highly downregulated: csgA -30.2-fold, csgB -41.4-fold, csgC -3.6-fold. To better understand how L-arabinose affects gene expression, the Panther classification system tool was used to perform a functional analysis (Mi et al., 2013), identifying relevant biological processes. The majority of the differentially expressed genes were unclassified, but identified pathways included genes involved in the pentose phosphate pathway, TCA cycle, amino acid biosynthesis, pyrimidine and purine biosynthesis, and ATP synthesis ( Figure 6C and Supplemental Table S3 ).
Table 2.
Gene | Fold change | Function |
---|---|---|
araA | 27.8 | L-arabinose isomerase |
araB | 23.51 | ribulokinase |
ibpA | 18.67 | heat shock protein IbpA |
araE | 15.23 | L-arabinose/proton symport protein |
araD | 10.34 | L-ribulose-5-phosphate 4-epimerase |
groES | 10.23 | co-chaperonin GroES |
putA | 7.31 | Bifunctional protein PutA |
ygeA | 7.04 | putative racemase |
groEL | 6.8 | chaperonin GroEL |
sbp | 6.69 | sulfate transporter subunit |
cysA | 6.49 | sulfate/thiosulfate transporter subunit |
cysP | 6.09 | thiosulfate transporter subunit |
treB | 5.82 | pseudogene |
cysD | 5.79 | sulfate adenylyltransferase subunit 2 |
htpG | 5.63 | heat shock protein 90 |
leuD | 5.29 | 3-isopropylmalate dehydratase small subunit 1 |
ybbN | 5.13 | putative thioredoxin protein |
STM14_4895 | 5.04 | putative mannose-6-phosphate isomerase |
yneC | 5.04 | autoinducer-2 (AI-2) modifying protein LsrG |
putP | 5.03 | major sodium/proline symporter |
leuC | 4.97 | isopropylmalate isomerase large subunit |
nadA | 4.93 | quinolinate synthetase |
yneA | 4.76 | putative sugar transport protein |
fadL | 4.73 | long-chain fatty acid outer membrane transporter |
cysI | 4.71 | sulfite reductase subunit beta |
nmpC | 4.7 | putative outer membrane porin precursor |
yneB | 4.57 | aldolase |
cysW | 4.5 | Thiosulfate permease W protein |
STM14_1513 | 4.47 | putative outer membrane lipoprotein |
asnB | 4.27 | Asparagine synthetase B |
zraP | 4.05 | Zinc resistance-associated protein |
fdx | 3.93 | electron carrier protein |
nadB | 3.9 | L-aspartate oxidase |
csgC | -3.56 | putative autoagglutination protein |
nrdE | -4.09 | ribonucleotide-diphosphate reductase subunit alpha |
adrA | -4.25 | diguanylate cyclase AdrA |
sitC | -4.94 | putative permease |
sitB | -5.22 | putative ATP-binding protein |
ycdC | -5.25 | putative transcriptional repressor |
STM14_1829 | -5.37 | putative cytoplasmic protein |
sitD | -5.46 | putative permease |
nrdI | -5.47 | Protein NrdI |
ymdF | -16.91 | putative cytoplasmic protein |
yjfY | -21.02 | putative outer membrane protein |
csgA | -30.21 | cryptic curlin major subunit |
csgB | -41.36 | Minor curlin subunit |
prpE | -44.53 | Propionate–CoA ligase |
prpD | -45.07 | 2-methylcitrate dehydratase |
prpC | -45.15 | methylcitrate synthase |
prpB | -46.08 | Serine/threonine-protein phosphatase 2 |
Arabinose genes are in boldface font.
In the ΔaraE biofilms formed in the presence of high (40 mM) L-arabinose, none of the L-arabinose metabolism genes were upregulated, implying that although this sugar can enter the cell through an AraE-independent mechanism, it was not enough to activate the L-arabinose pathway. Instead the most highly upregulated genes were involved in threonate catabolism while the most downregulated were uridine phosphorylase and cytidine deaminase ( Table 3 ). Surprisingly, curli genes csgA (-6.0-fold) and csgC (-2.6-fold) were downregulated in ΔaraE biofilms contrary to the observed robust biofilms in this mutant in the presence of L-arabinose. Other pathways identified by the Panther classification system tool which experienced differential gene expression changes included those involved in formate biosynthesis, TCA, cycle, amino acid biosynthesis and metabolism, pyrimidine biosynthesis, metabolism, and salvage, purine biosynthesis, and ATP synthesis ( Figure 6F and Supplemental Table S3 ).
Table 3.
Gene | Fold Change | Function |
---|---|---|
ygbK | 49.07 | putative tRNA synthase |
ygbL | 33.96 | putative aldolase |
ygbJ | 31.76 | 3-hydroxyisobutyrate dehydrogenase |
ygbM | 17.59 | hypothetical protein |
STM14_3516 | 7.09 | putative nucleoside-diphosphate-sugar epimerase |
glpF | 6.2 | glycerol diffusion |
glpK | 5.87 | Glycerol kinase |
hycH | 5.38 | hydrogenase 3 large subunit processing protein |
hycD | 5.15 | Hydrogenase 3, membrane subunit |
STM14_3515 | 5.03 | putative permease |
hycG | 4.82 | hydrogenase |
argH | 4.75 | argininosuccinate lyase |
hycI | 4.46 | Protease involved in processing C-terminal end of HycE |
hycF | 4.43 | formate hydrogenlyase complex iron-sulfur subunit |
glpB | 4.27 | anaerobic glycerol-3-phosphate dehydrogenase subunit B |
glpT | 3.98 | MFS family, sn-glycerol-3-phosphate transport protein |
STM14_2886 | 3.53 | putative transketolase |
ulaA_2 | 3.48 | ascorbate-specific PTS system enzyme IIC |
STM14_3071 | -3.51 | putative inner membrane protein |
ygaP | -3.52 | putative rhodanese-like sulfurtransferase |
maf_2 | -3.53 | Maf-like protein |
folA | -3.61 | Dihydrofolate reductase |
otsB | -3.7 | trehalose-6-phosphate phosphatase |
yejG | -3.86 | hypothetical protein |
yqjI | -3.87 | putative transcriptional regulator |
lexA | -4.02 | LexA repressor |
yebG | -4.05 | DNA damage-inducible protein YebG |
STM14_2428 | -4.16 | hypothetical protein |
deaD | -4.59 | ATP-dependent RNA helicase DeaD |
nrdE | -4.65 | ribonucleotide-diphosphate reductase subunit alpha |
STM14_3374 | -4.95 | putative regulatory protein |
nrdH | -5.83 | glutaredoxin-like protein |
csgA | -6.01 | cryptic curlin major subunit |
sulA | -6.52 | SOS cell division inhibitor |
deoC | -6.56 | deoxyribose-phosphate aldolase |
prpB | -6.77 | Serine/threonine-protein phosphatase 2 |
yjfY | -7.36 | putative outer membrane protein |
nrdI | -7.49 | Protein NrdI |
rpoH | -8.44 | RNA polymerase factor sigma-32 |
prpC | -8.59 | methylcitrate synthase |
yebE | -8.86 | putative inner membrane protein |
deoA | -9.35 | thymidine phosphorylase |
prpD | -12.63 | 2-methylcitrate dehydratase |
cspA | -12.86 | major cold shock protein |
cpxP | -14.03 | Periplasmic repressor of cpx regulon by interaction with CpxA |
ycfR | -14.23 | putative outer membrane protein |
prpE | -14.98 | Propionate–CoA ligase |
udp | -31.76 | uridine phosphorylase |
cdd | -40.17 | cytidine deaminase |
ycdZ | -71.89 | putative inner membrane protein |
The ycfR and cyaA Genes Are Not Responsible for the Arabinose-Mediated ΔaraE Robust Biofilm Phenotype
Of particular interest, within the differentially expression genes observed by RNA-Seq in the ΔaraE mutant grown with 40 mM L-arabinose was the downregulation of ycfR (-14.2-fold). This gene encodes a putative outer membrane protein previously identified to be responsive to L-arabinose in planktonic growth conditions and when deleted forms large biofilms that resemble those seen in this study (Gonzalez-Escobedo and Gunn, 2013). To test whether constitutive expression of ycfR could reverse our observed biofilm phenotype, we created a plasmid containing ycfR under control of the lacZ promoter and introduced it into an ΔaraE mutant strain. However, overexpression of ycfR was unable to alter biofilm formation of ΔaraE in the presence of L-arabinose ( Supplemental Figure S3A ). Therefore, downregulation of ycfR does not play a role in the hyperbiofilm biofilm structure observed when the ΔaraE biofilm is grown in the presence of L-arabinose.
In the ΔaraE biofilms grown in the presence of 40 mM L-arabinose, RNA-Seq identified the gene cyaA as downregulated -3.2-fold, whose gene product adenylate cyclase generates the second messenger cAMP – the cofactor of cAMP receptor protein (CRP), a global transcriptional regulator that acts as a sensor upon binding intracellular cAMP and affects the expression of other regulatory proteins, including central metabolism (Shimada et al., 2011). Previous studies have shown that cAMP inhibits csgD transcription and therefore biofilm formation (Paytubi et al., 2017). As such, we constitutively expressed cyaA on a plasmid under the control of the lacZ promoter to examine if the downstream production of cAMP would reverse the biofilm phenotype seen when ΔaraE is grown in the presence of L-arabinose ( Supplemental Figure S3B ). However, not only did constitutive expression of cyaA not decrease biofilm formation, it did not circumvent the effect of L-arabinose on the ΔaraE mutant.
Biofilm Formation in the Presence of L-Arabinose Correlates to c-di-GMP Production
Another gene of interest was adrA, which was downregulated -4.3-fold in the WT biofilms grown in 40 mM versus 5 mM L-arabinose. Indirectly induced by CsgD, its gene product is a diguanylate cyclase that produces cyclic-di-GMP (c-di-GMP) and activates cellulose synthesis (Zogaj et al., 2001; Simm et al., 2004). Previous studies have also shown that while the function of CsgD is not dependent on c-di-GMP levels, c-di-GMP does enhance csgD expression (Kader et al., 2006; Ahmad et al., 2017), through which c-di-GMP mediates the transition between biofilm formation and virulence (Lamprokostopoulou et al., 2010). No other diguanylate cyclases were upregulated in the RNA-Seq experiment ( Supplemental Table S3 ). Therefore, we examined the effect of deleting adrA from the WT and ΔaraE backgrounds in biofilm formation with or without L-arabinose. While ΔadrA alone did slightly reduce overall biofilm formation, the absence of AdrA significantly decreased the ΔaraE biofilm in the presence of L-arabinose, suggesting a role for c-di-GMP in the hyperbiofilm phenotype of the ΔaraE strain grown with L-arabinose ( Figure 7A ).
Additionally, we used the pMMB67EH plasmid containing the IPTG-inducible Vibrio cholerae vieA to further test the role of c-diGMP in biofilm formation. VieA is a two-component response regulator that represses genes involved in V. cholerae L-arabinose-mediated biofilm modulation. Its EAL domain functions as a phosphodiesterase and decreases c-di-GMP (Tischler and Camilli, 2004). With this plasmid, addition of IPTG activates vieA expression and thus decreases c-di-GMP and typically biofilm formation. When added to the ΔaraE background, this strain was no longer able to form biofilms in the presence of L-arabinose ( Figure 7B ). This further suggests that c-di-GMP is involved in biofilm formation when grown in the presence of L-arabinose.
To quantify the amount of c-di-GMP present in biofilms with/without L-arabinose and in the ΔaraA and ΔaraE mutants, c-di-GMP was extracted from each biofilm and measured using mass spectrometry and normalized to total protein. L-arabinose treatment decreased c-di-GMP levels in WT biofilms. Unexpectedly, c-di-GMP was also reduced in ΔaraE biofilms grown with L-arabinose ( Figure 7C ). Taken together, the reduction of biofilm formed by WT in the presence of L-arabinose seems to correlate to decreased curli and c-di-GMP but the mechanism by which L-arabinose induces ΔaraE to form exceptionally large biofilms remains to be determined.
Discussion
In this study, we show that L-arabinose metabolism represses biofilm formation but not biofilm dispersal. Additionally, the inability to transport L-arabinose (when not present in high concentrations) via AraE results in hyperbiofilm formation. These results may be attributed, in part, to changes in curli gene regulation and intracellular c-di-GMP ( Figure 8 ).
In WT, the addition of L-arabinose to biofilm growth media results in decreased biofilm formation, which corresponds to decreased biofilm CFUs and biofilm thickness, but does not affect overall growth or biofilm dispersal. A similar effect was observed when grown in the presence of D-glucose but not D-arabinose. As Salmonella cannot metabolize D-arabinose (Gutnick et al., 1969), this suggests that the effect may be related to a sufficient amount of consumable carbon sources present. When grown in such conditions, the cells would not be scavenging for an energy source and may lack the stress factors that drive the transition from planktonic growth into a biofilm. If the ability to metabolize L-arabinose is eliminated by deletion of araA, the biofilm forming capabilities and characteristics in the presence of L-arabinose revert to that of WT alone.
Indeed, the metabolism of L-arabinose by WT S. Typhimurium negatively affects biofilm formation and promotes planktonic growth, as supported by the downregulation of csgABC (curli) and adrA (c-di-GMP) observed by RNA-Seq, and the reduction in c-di-GMP levels assessed by mass spectrophotometry. While the function of CsgD is not dependent on c-di-GMP levels, c-di-GMP does enhance csgD expression. (Ahmad et al., 2017). Therefore, when c-di-GMP levels are low, csgD, encoding a master regulator of biofilm development, is not upregulated.
Further analysis of the RNA-Seq data showed differentially expressed genes similar to those observed in previously published data correlated to poor biofilm formation. This included the upregulation of ATP synthesis (atpCFG) (González et al., 2019), asparagine synthesis (asnB) (Hamilton et al., 2009), and cysteine biosynthesis (cysACDHIJPUW) (Gonzalez-Escobedo, 2013), all of which have been implicated in reducing biofilm formation when induced. In addition, there was an upregulation of genes encoding fimbria proteins (fimAI), which is associated with poor biofilm formation (Gonzalez-Escobedo and Gunn, 2013). Meanwhile, ribonucleotide reductase (nrdEFHI) were also downregulated in poor biofilms, which is in agreement with previous biofilm studies (Dreux et al., 2015).
Interestingly, the addition of L-arabinose to WT cells also affects host cell invasiveness, but deletion of prgH alone (encoding a Type III secretion system [T3SS] structural protein) or the entire SPI-1 operon does not affect biofilm formation. Previous studies have attributed the invasion defect in the presence of L-arabinose to the repression of HilD and thus decreased SPI-1 gene expression and T3SS effector translocation. In agreement, two T3SS proteins (ssaTU) previously observed to be downregulated in biofilms (González et al., 2019) were also downregulated in WT in the presence of L-arabinose. Additional studies are needed to determine the mechanism of L-arabinose-mediated repression of Salmonella host cell invasion.
Other genes of interest that are upregulated in WT in the presence of L-arabinose by RNA-Seq include glutamate dehydrogenase (gdhA) (González et al., 2019), glutathione transport (yliAB) (Owens and Hartman, 1986), glycine cleavage (gcvHPT) (González et al., 2019), heat shock proteins (groEL/ES, htpB, ibpA) (Tang et al., 1997; Tao et al., 2015), hydroxyphenylacetate catabolism (hpaDEFGHI) (Prieto et al., 2004) and a PTS operon repressor (mlc) (López-Garrido et al., 2015). Downregulated genes of note were involved in proprionate catabolism (prpBCDE) (Jia et al., 2017), deoxyribonucleotide metabolism (nrdEFHI) (Dreux et al., 2015; Yssel, 2017), sialic acid transport (nanT) (González et al., 2019), and a stress induced protein (ymdF) (Moshiri et al., 2018). The involvement of these genes in L-arabinose mediated biofilm alteration remains to be examined.
In ΔaraE, the addition of 0.2% L-arabinose to biofilm growth media results in increased biofilm formation, which corresponds to increased biofilm CFUs, biofilm biomass, and biofilm thickness, but does not affect overall growth or biofilm dispersal. Conversely, the addition of 2% L-arabinose reverts the biofilm forming capabilities and characteristics of ΔaraE to that of WT in the presence of 0.2% L-arabinose. This suggests that L-arabinose is entering the cell and being metabolized by an alternative pathway, possibly a low affinity transport system (Brown and Hogg, 1972). Future studies to identify such a low affinity transport system could include examining a transposon mutant library in the ΔaraE background. These double mutants could then be screened for biofilm formation in the presence or absence of both 0.2% and 2% L-arabinose. Candidate mutations would retain an increased biofilm in the presence of both 0.2% and 2% L-arabinose.
Previous studies have shown the importance of the ECM components in biofilm formation, particularly csgA (curli), when grown in the presence of 0.1% bile on cholesterol-coated plates (Adcox et al., 2016). Indeed, even the increased biofilm formation seen in ΔaraE in the presence of L-arabinose decreased when paired with a ΔcsgA mutant, and is nearly abolished in an ΔaraE mutant lacking all 4 ECM components (ΔECM). After observing this decrease, it was surprising to also observe a decrease in csgAC expression by RNA-Seq analysis of the thicker ΔaraE biofilm. However, previous studies in our lab observed early activation of the csgBAC operon in biofilms grown in M9 supplemented with 10mM D-glucose which then decreased as the biofilm matured after 4 days (González et al., 2019). The RNA-Seq biofilms in this study were grown for 4 days and may have missed potential differential expression during early attachment. Further studies examining expression over time may also show early activation of curli genes and further elucidate the mechanisms involved in biofilm formation in the presence of L-arabinose, particularly in the ΔaraE background.
Further comparison of the RNA-Seq data showed cyaA (cAMP) downregulated in the ΔaraE strain in the presence of 40mM L-arabinose consistent with previous data (Liu et al., 2020). However, ectopic expression of cyaA in ΔaraE did not alter biofilm formation in the presence of L-arabinose. In addition, adrA (c-di-GMP) was shown to be downregulated in WT in media with 40mM L-arabinose (reduced biofilm), but is upregulated in biofilms without L-arabinose (González et al., 2019). We showed that deletion of adrA alone did not impact overall biofilm formation, but pairing ΔadrA with ΔaraE resulted in a significant decrease in biofilm formation in the presence of L-arabinose, suggesting involvement of c-di-GMP in the ΔaraE hyperbiofilm phenotype. The apparent role of c-di-GMP was further implicated upon ectopic expression of the phosphodiesterase vieA, which decreased c-di-GMP and abolished not only general biofilm formation, but also the hyperbiofilm phenotype of ΔaraE in the presence of L-arabinose. Surprisingly, this did not correlate to an observable increase in intracellular c-di-GMP levels in the ΔaraE strain presence of L-arabinose as measured by mass spectrophotometry. While mass spectrophotometry did demonstrate an expected reduction in c-di-GMP in the WT strain in the presence of L-arabinose, it appears that the hyperbiofilm phenotype of the ΔaraE strain grown with L-arbainose may be multifactorial. But it would be interesting to examine the levels of c-di-GMP at various timepoints during biofilm formation as it may fluxuate as it matures.
It is also possible that the gene expression changes that impact this phenotype occur early on in biofilm development prior to our RNA-Seq analysis performed after 4 days of growth. However, many of our observed expression changes correlate to biofilm-activated genes in previous studies such formate hydrogenases (hycCDEFGHI) (González et al., 2019), glycerol metabolism (glpABCDEFKQT) (Chelvam et al., 2015), tryptophan synthesis (trpA) (Hamilton et al., 2009), threonate catabolism (ygbJKLM) (Chelvam et al., 2015), and a carbon starvation protein (yjiY) (Chandra et al., 2017). Previously published downregulated biofilm-related genes also found in our study included pyrimidine salvage (cdd, udp) (Garavaglia et al., 2012), purine metabolism (deoAC) (Yadav et al., 2012), a stress adapter protein (cpxP) (Prigent-Combaret et al., 2001), heme biosynthesis (hemeE) (Szelestey et al., 2013), SPI-2 type three secretion system (T3SS) proteins (ssaOU, sseI, sspH2) (Desai et al., 2016), and the ascorbate-specific PTS system (ulaA_2) (Chelvam et al., 2015; Pandit et al., 2017).
An important factor to also consider is that the RNA-Seq was performed in M9 which differs from the use of 1:20 TSB in most other experiments. While TSB is widely used in bacterial studies, minimal media such as M9 is often used when studying the roles of specific nutrients (Sridhar and Steele-Mortimer, 2016), such as L-arabinose in this study. However, gene expression can change in response to environmental cues, including changes in growth media. Therefore it is possible that despite the phenocopying of arabinose-mediated biofilms in both media conditions, there may be other differences in gene expression between M9 and 1:20 TSB that are unaccounted for.
The mechanism by which the AraE L-arabinose transport mutant forms large biofilms in the presence of L-arabinose remains elusive. When L-arabinose is present at low concentrations but S. Typhimurium is unable to transport L-arabinose into the cell via AraE, there is potential that an ΔaraE mutant is responding to carbon starvation by upregulating alternate carbon utilization pathways such as ascorbate and glycerol, despite the lack of presence of these compounds in the M9 growth media. Carbon starvation has been shown to upregulate yjiY which is correlated to an increased in csgD expression (Chandra et al., 2017) and amino acid catabolism (Hamilton et al., 2009). Additionally, the upregulation of deoD, a purine nucleoside phosphorylase (PNP) responsible for scavenging and breaking down nucleotides, would lead to the production of free purine bases and sugars that can be used as a carbon source and has been associated with Salmonella biofilm formation (Koopman et al., 2015). But the involvement of these genes in L-arabinose mediated biofilm alteration remains to be examined and further studies are required.
Most importantly, our findings show that the addition of L-arabinose to S. Typhimurium biofilm assays alters biofilm formation, suggesting that researchers should use caution when incorporating the L-arabinose inducible pBAD plasmids in biofilm studies. Though not studied here, other genera of bacteria may be similarly affected by L-arabinose. Physiological assays using ectopic expression via L-arabinose may also be impacted by other observed metabolic changes. At the very least, necessary controls need to be included in such assays.
Data Availability Statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .
Author Contributions
EV and JG contributed to conception and design of the study. JF and PW analyzed the initial RNA seq data. LO and MP performed the mass spectrometry. EV wrote the first draft of the manuscript. JG, LO, and JF wrote sections of the manuscript. All authors contributed to the article and approved the submitted version.
Funding
Funded by The National Institutes of Health (R21AI156328; R21AI153752; R01AI116917; R01AI077628 and R01AI143916-01) and Nationwide Children’s Hospital.
Conflict of Interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Acknowledgments
We thank those who donated strains for these studies.
Supplementary Material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fcimb.2021.698146/full#supplementary-material
References
- Adcox H. E., Vasicek E. M., Dwivedi V., Hoang K., Turner J., Gunn J. S. (2016). Salmonella Extracellular Matrix Components Influence Biofilm Formation and Gallbladder Colonization. Infect. Immun. 84 (11), 3243–3251. 10.1128/IAI.00532-16 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ahmad I., Cimdins A., Beske T., Römling U. (2017). Detailed Analysis of C-Di-GMP Mediated Regulation of CsgD Expression in Salmonella Typhimurium. BMC Microbiol. 17 (1), 27. 10.1186/s12866-017-0934-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Anders S., Pyl P. T., Huber W. (2015). HTSeq–A Python Framework to Work With High-Throughput Sequencing Data. Bioinf. (Oxford England) 31 (2), 166–695. 10.1093/bioinformatics/btu638 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Brown P. K., Dozois C. M., Nickerson C. A., Zuppardo A., Terlonge J., Curtiss R. (2001). MlrA, A Novel Regulator of Curli (AgF) and Extracellular Matrix Synthesis by Escherichia Coli and Salmonella Enterica Serovar Typhimurium. Mol. Microbiol. 41 (2), 349–363. 10.1046/j.1365-2958.2001.02529.x [DOI] [PubMed] [Google Scholar]
- Brown C. E., Hogg R. W. (1972). A Second Transport System for L-Arabinose in Escherichia Coli B-R Controlled by the AraC Gene. J. Bacteriol. 111 (2), 606–613. 10.1128/JB.111.2.606-613.1972 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Caly D. L., Bellini D., Martin A., Maxwell Dow J., Ryan R. P. (2015). Targeting Cyclic Di-GMP Signalling: A Strategy to Control Biofilm Formation? Curr. Pharm. Design 21 (1), 12–245. 10.2174/1381612820666140905124701 [DOI] [PubMed] [Google Scholar]
- Chandra K., Garai P., Chatterjee J., Chakravortty D. (2017). Peptide Transporter YjiY Influences the Expression of the Virulence Gene MgtC to Regulate Biofilm Formation in Salmonella . FEMS Microbiol. Lett. 364 (24), 1–10. 10.1093/femsle/fnx236 [DOI] [PubMed] [Google Scholar]
- Chelvam K. K., Yap K. P., Chai L. C., Thong K. L. (2015). Variable Responses to Carbon Utilization Between Planktonic and Biofilm Cells of a Human Carrier Strain of Salmonella Enterica Serovar Typhi. PloS One 10 (5), e0126207. 10.1371/journal.pone.0126207 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Chua S. L., Liu Y., Yam J. K. H., Chen Y., Vejborg R. M., Tan B. G. C., et al. (2014). Dispersed Cells Represent a Distinct Stage in the Transition From Bacterial Biofilm to Planktonic Lifestyles. Nat. Commun. 5 (1), 44625. 10.1038/ncomms5462 [DOI] [PubMed] [Google Scholar]
- Chua S. L., Sivakumar K., Rybtke M., Yuan M., Andersen J. B, Nielsen T. E., et al. (2015). C-Di-GMP Regulates Pseudomonas Aeruginosa Stress Response to Tellurite During Both Planktonic and Biofilm Modes of Growth. Sci. Rep. 5, 10052. 10.1038/srep10052 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dahlstrom K. M., O’Toole G. A. (2017). A Symphony of Cyclases: Specificity in Diguanylate Cyclase Signaling. Annu. Rev. Microbiol. 71, 179–195. 10.1146/annurev-micro-090816-093325 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Datsenko K. A., Wanner B. L. (2000). One-Step Inactivation of Chromosomal Genes in Escherichia Coli K-12 Using PCR Products. Proc. Natl. Acad. Sci. 97 (12), 6640–6645. 10.1073/pnas.120163297 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Davies D. (2003). Understanding Biofilm Resistance to Antibacterial Agents. Nat. Rev. Drug Discov. 2 (2), 114–122. 10.1038/nrd1008 [DOI] [PubMed] [Google Scholar]
- Desai S. K., Winardhi R. S., Periasamy S., Dykas M. M., Jie Y., Kenney L. J. (2016). “The Horizontally-Acquired Response Regulator SsrB Drives a Salmonella Lifestyle Switch by Relieving Biofilm Silencing.” Edited by Peter Greenberg. ELife 5, e10747. 10.7554/eLife.10747 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Deutscher J., Francke C., Postma P. W. (2006). How Phosphotransferase System-Related Protein Phosphorylation Regulates Carbohydrate Metabolism in Bacteria. Microbiol. Mol. Biol. Rev. 70 (4), 939–10315. 10.1128/MMBR.00024-06 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Dreux N., del Mar Cendra M., Massier S, Darfeuille-Michaud A., Barnich N., Torrents E. (2015). Ribonucleotide Reductase NrdR as a Novel Regulator for Motility and Chemotaxis During Adherent-Invasive Escherichia Coli Infection. Infect Immun. 83 (4), 1305–1317. 10.1128/IAI.02772-14 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Englesberg E. (1961). Enzymatic Characterization of 17 L-Arabinose Negative Mutants of Escherichia Coli . J. Bacteriol. 81, 996–1006. 10.1128/JB.81.6.996-1006.1961 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Englesberg E., Anderson R. L., Weinberg R., Lee N., Hoffee P., Huttenhauer G., et al. (1962). L-Arabinose-Sensitive, L-Ribulose 5-Phosphate 4-Epimerase-Deficient Mutants of Escherichia Coli . J. Bacteriol. 84, 137–146. 10.1128/JB.84.1.137-146.1962 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Englesberg E., Irr J., Power J., Lee N. (1965). Positive Control of Enzyme Synthesis by Gene C in the L-Arabinose System. J. Bacteriol. 90 (4), 946–575. 10.1128/jb.90.4.946-957.1965 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Fields P. I., Groisman E. A., Heffron F. (1989). A Salmonella Locus That Controls Resistance to Microbicidal Proteins From Phagocytic Cells. Science (New York N.Y.) 243 (4894 Pt 1), 1059–1062. 10.1126/science.2646710 [DOI] [PubMed] [Google Scholar]
- Flemming H.-C., Wuertz S. (2019). Bacteria and Archaea on Earth and Their Abundance in Biofilms. Nat. Rev. Microbiol. 17 (4), 247–605. 10.1038/s41579-019-0158-9 [DOI] [PubMed] [Google Scholar]
- Franklin M. J., Chang C., Akiyama T., Bothner B. (2015). New Technologies for Studying Biofilms. Microbiol. Spectr. 3 (4), 1–23. 10.1128/microbiolspec.MB-0016-2014 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gao T., Meng Q., Gao H. (2017). Thioesterase YbgC Affects Motility by Modulating C-Di-GMP Levels in Shewanella Oneidensis . Sci. Rep. 7 (1), 3932. 10.1038/s41598-017-04285-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Garavaglia M., Rossi E., Landini P. (2012). The Pyrimidine Nucleotide Biosynthetic Pathway Modulates Production of Biofilm Determinants in Escherichia Coli . PloS One 7 (2), e31252. 10.1371/journal.pone.0031252 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gibson D. L., White A. P., Snyder S. D., Martin S., Heiss C., Azadi P., et al. (2006). Salmonella Produces an O-Antigen Capsule Regulated by AgfD and Important for Environmental Persistence. J. Bacteriol. 188 (22), 7722–7730. 10.1128/JB.00809-06 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gonzalez-Escobedo G. (2013). Salmonella Spp. Interactions With the Gallbladder During Chronic Carriage (Columbus, OH: The Ohio State University; ). Available at: https://etd.ohiolink.edu/apexprod/rws_olink/r/1501/10?p10_etd_subid=87630&clear=10abstract-files. [Google Scholar]
- Gonzalez-Escobedo G., Gunn J. S. (2013). Identification of Salmonella Enterica Serovar Typhimurium Genes Regulated During Biofilm Formation on Cholesterol Gallstone Surfaces. Infect Immun. 81 (10), 3770–3780. 10.1128/IAI.00647-13 [DOI] [PMC free article] [PubMed] [Google Scholar]
- González J. F., Tucker L., Fitch J., Wetzel A., White P., Gunn J. S., et al. (2019). Human Bile-Mediated Regulation of Salmonella Curli Fimbriae. J. Bacteriol. 210 (18), 1–12. 10.1128/JB.00055-19 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gunn J. S., Bakaletz L. O., Wozniak D. J. (2016). What’s on the Outside Matters: The Role of the Extracellular Polymeric Substance of Gram-Negative Biofilms in Evading Host Immunity and as a Target for Therapeutic Intervention. J. Biol. Chem. 291 (24), 12538–12465. 10.1074/jbc.R115.707547 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gutnick D., Calvo J. M., Klopotowski T., Ames B. N. (1969). Compounds Which Serve as the Sole Source of Carbon or Nitrogen for Salmonella Typhimurium LT-2. J. Bacteriol. 100 (1), 215–219. 10.1128/JB.100.1.215-219.1969 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Guzman L. M., Belin D., Carson M. J., Beckwith J. (1995). Tight Regulation, Modulation, and High-Level Expression by Vectors Containing the Arabinose PBAD Promoter. J. Bacteriol. 177 (14), 4121–4130. 10.1128/jb.177.14.4121-4130.1995 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hamilton S., Bongaerts R. J. M., Mulholland, Brett F. C., Porter J., Lucchini S., Lappin-Scott H. M., et al. (2009). The Transcriptional Programme of Salmonella Enterica Serovar Typhimurium Reveals a Key Role for Tryptophan Metabolism in Biofilms. BMC Genomics 10 (1), 599. 10.1186/1471-2164-10-599 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hengge R. (2009). Principles of C-Di-GMP Signalling in Bacteria. Nat. Rev. Microbiol. 7 (4), 263–273. 10.1038/nrmicro2109 [DOI] [PubMed] [Google Scholar]
- Hickman J. W., Harwood C. S. (2008). Identification of FleQ From Pseudomonas Aeruginosa as a C-Di-GMP-Responsive Transcription Factor. Mol. Microbiol. 69 (2), 376–389. 10.1111/j.1365-2958.2008.06281.x [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hogg R. W., Englesberg E. (1969). L-Arabinose Binding Protein From Escherichia Coli B/r. J. Bacteriol. 100 (1), 423–432. 10.1128/jb.100.1.423-432.1969 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Horazdovsky B. F., Hogg R. W. (1989). Genetic Reconstitution of the High-Affinity L-Arabinose Transport System. J. Bacteriol. 171 (6), 3053–3059. 10.1128/jb.171.6.3053-3059.1989 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Irie Y., Borlee B. R., O’Connor J. R., Hill P. J., Harwood C. S., Wozniak D. J., et al. (2012). Self-Produced Exopolysaccharide Is a Signal That Stimulates Biofilm Formation in Pseudomonas Aeruginosa . Proc. Natl. Acad. Sci. 109 (50), 20632–20636. 10.1073/pnas.1217993109 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jia K., Wang G., Liang L., Wang M., Wang H., Xu X. (2017). Preliminary Transcriptome Analysis of Mature Biofilm and Planktonic Cells of Salmonella Enteritidis Exposure to Acid Stress. Front. Microbiol. 8, 1861. 10.3389/fmicb.2017.01861 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jonas K., Tomenius H., Kader A., Normark S., Römling U., Belova L. M., et al. (2007). Roles of Curli, Cellulose and BapA in Salmonella Biofilm Morphology Studied by Atomic Force Microscopy. BMC Microbiol. 7 (1), 70. 10.1186/1471-2180-7-70 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kader A., Simm R., Gerstel U., Morr M., Römling U. (2006). Hierarchical Involvement of Various GGDEF Domain Proteins in Rdar Morphotype Development of Salmonella Enterica Serovar Typhimurium. Mol. Microbiol. 60 (3), 602–616. 10.1111/j.1365-2958.2006.05123.x [DOI] [PubMed] [Google Scholar]
- Kenyon W. J., Thomas S. M., Johnson E., Pallen M. J., Spector M. P. (2005). Shifts From Glucose to Certain Secondary Carbon-Sources Result in Activation of the Extracytoplasmic Function Sigma Factor ΣE in Salmonella Enterica Serovar Typhimurium. Microbiol. (Reading Engl.) 151 (Pt 7), 2373–2383. 10.1099/mic.0.27649-0 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Koopman J. A., Marshall J. M., Bhatiya A., Eguale T., Kwiek J. J., Gunn J. S. (2015). Inhibition of Salmonella Enterica Biofilm Formation Using Small-Molecule Adenosine Mimetics. Antimicrob. Agents. Chemother. 59 (1), 76–84. 10.1128/AAC.03407-14 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lamprokostopoulou A., Monteiro C., Rhen M., Römling U. (2010). Cyclic Di-GMP Signalling Controls Virulence Properties of Salmonella Enterica Serovar Typhimurium at the Mucosal Lining. Environ. Microbiol. 12 (1), 40–53. 10.1111/j.1462-2920.2009.02032.x [DOI] [PubMed] [Google Scholar]
- Ledeboer N. A., Jones B. D. (2005). Exopolysaccharide Sugars Contribute to Biofilm Formation by Salmonella Enterica Serovar Typhimurium on HEp-2 Cells and Chicken Intestinal Epithelium. J. Bacteriol 187 (9), 3214–3226. 10.1128/JB.187.9.3214-3226.2005 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lee J. H., Al-Zarban S., Wilcox G. (1981). Genetic Characterization of the AraE Gene in Salmonella Typhimurium Lt2. J. Bacteriol 146 (1), 298–304. 10.1128/JB.146.1.298-304.1981 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lee H. S., Gu F., Ching S. M., Lam Y., Chua K. L. (2010). CdpA Is a Burkholderia Pseudomallei Cyclic Di-GMP Phosphodiesterase Involved in Autoaggregation, Flagellum Synthesis, Motility, Biofilm Formation, Cell Invasion, and Cytotoxicity. Infect Immun. 78 (5), 1832–1840. 10.1128/IAI.00446-09 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lee J. H., Heffernan L., Wilcox G. (1980). Isolation of Ara-Lac Gene Fusions in Salmonella Typhimurium LT2 by Using Transducing Bacteriophage Mu D (Apr Lac). J. Bacteriol 143 (3), 1325–1331. 10.1128/JB.143.3.1325-1331.1980 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lee J. H., Russo R. J., Heffernan L., Wilcox G. (1982). Regulation of L-Arabinose Transport in Salmonella Typhimurium Lt2. Mol. Gen. Genetics: MGG 185 (1), 136–141. 10.1007/BF00333803 [DOI] [PubMed] [Google Scholar]
- Li H., Durbin R. (2010). Fast and Accurate Long-Read Alignment With Burrows-Wheeler Transform. Bioinf. (Oxford England) 26 (5), 589–955. 10.1093/bioinformatics/btp698 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu C., Sun D, Zhu J., Liu J., Liu W. (2020). The Regulation of Bacterial Biofilm Formation by CAMP-CRP: A Mini-Review. Front. Microbiol. 11, 802. 10.3389/fmicb.2020.00802 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu C., Yang J., Liu L., Li B., Yuan H., Liu W. (2017). Sodium Lactate Negatively Regulates Shewanella Putrefaciens CN32 Biofilm Formation via a Three-Component Regulatory System (LrbS-LrbA-LrbR). Appl. Environ. Microbiol. 83 (14). 10.1128/AEM.00712-17 [DOI] [PMC free article] [PubMed] [Google Scholar]
- López-Garrido J., Puerta-Fernández E., Cota I., Casadesús J. (2015). Virulence Gene Regulation by L-Arabinose in Salmonella Enterica . Genetics 200 (3), 807–819. 10.1534/genetics.115.178103 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Love M. I., Huber W., Anders S. (2014). Moderated Estimation of Fold Change and Dispersion for RNA-Seq Data With Deseq2. Genome Biol. 15 (12), 5505. 10.1186/s13059-014-0550-8 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Luo Y., Zhang T., Wu H. (2014). The Transport and Mediation Mechanisms of the Common Sugars in Escherichia Coli . Biotechnol. Adv. 32 (5), 905–919. 10.1016/j.biotechadv.2014.04.009 [DOI] [PubMed] [Google Scholar]
- Maloy S. R., Stewart V. J., Taylor R. K. (1996) Genetic Analysis of Pathogenic Bacteria: A Laboratory Manual. Available at: https://www.cabdirect.org/cabdirect/abstract/19972201503.
- Miller S. I., Kukral A. M., Mekalanos J. J. (1989). A Two-Component Regulatory System (PhoP PhoQ) Controls Salmonella Typhimurium Virulence. Proc. Natl. Acad. Sci. U. S. A. 86 (13), 5054–5058. 10.1073/pnas.86.13.5054 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mi H., Muruganujan A., Casagrande J. T., Thomas P. D. (2013). Large-Scale Gene Function Analysis With the PANTHER Classification System. Nat. Protoc. 8 (8), 1551–1665. 10.1038/nprot.2013.092 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Moshiri J., Kaur D., Hambira C. M., Sandala J. L., Koopman J. A., Fuchs J. R., et al. (2018). Identification of a Small Molecule Anti-Biofilm Agent Against Salmonella Enterica . Front. Microbiol. 9, 2804. 10.3389/fmicb.2018.02804 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Old D., Mortlock R. P. (1977). The Metabolism of D-Arabinose by Salmonella Typhimurium. J. Gen. Microbiol. 101 (2), 341–344. 10.1099/00221287-101-2-341 [DOI] [PubMed] [Google Scholar]
- Owens R. A., Hartman P. E. (1986). Export of Glutathione by Some Widely Used Salmonella Typhimurium and Escherichia Coli Strains. J. Bacteriol 168 (1), 109–114. 10.1128/jb.168.1.109-114.1986 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Pandit S., Vrss M., Helgadottir S. H., Westerlund F., Mijakovic I. (2017). Combination of Cold Atmospheric Plasma and Vitamin C Effectively Disrupts Bacterial Biofilms. Clin. Microbiol.: Open Access 06 (03), 1–4. 10.4172/2327-5073.1000283 [DOI] [Google Scholar]
- Park Y.-H., Lee B. R., Seok Y.-J., Peterkofsky A. (2006). In Vitro Reconstitution of Catabolite Repression in Escherichia Coli . J. Biol. Chem. 281 (10), 6448–6454. 10.1074/jbc.M512672200 [DOI] [PubMed] [Google Scholar]
- Paytubi S., Cansado C., Madrid C., Balsalobre C. (2017). Nutrient Composition Promotes Switching Between Pellicle and Bottom Biofilm in Salmonella . Front. Microbiol. 8, 2160. 10.3389/fmicb.2017.02160 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Prieto M, Galán B., Torres B, Ferrández A., Fernández C., Miñambres B., et al. (2004). Aromatic Metabolism Versus Carbon Availability: The Regulatory Network That Controls Catabolism of Less-Preferred Carbon Sources in Escherichia Coli . FEMS Microbiol. Rev. 28 (4), 503–518. 10.1016/j.femsre.2004.04.004 [DOI] [PubMed] [Google Scholar]
- Prigent-Combaret C., Brombacher E., Vidal O., Ambert A., Lejeune P., Landini P., et al. (2001). Complex Regulatory Network Controls Initial Adhesion and Biofilm Formation in Escherichia Coli via Regulation of the CsgD Gene. J. Bacteriol. 183 (24), 7213–7223. 10.1128/JB.183.24.7213-7223.2001 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Prouty A. M., Gunn J. S. (2003). Comparative Analysis of Salmonella Enterica Serovar Typhimurium Biofilm Formation on Gallstones and on Glass. Infect Immun. 71 (12), 7154–7158. 10.1128/iai.71.12.7154-7158.2003 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Prouty A. M., Schwesinger W. H., Gunn J. S. (2002). Biofilm Formation and Interaction With the Surfaces of Gallstones by Salmonella Spp. Infect Immun. 70 (5), 2640–2649. 10.1128/iai.70.5.2640-2649.2002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schleif R. (1969). Induction of the L-Arabinose Operon. J. Mol. Biol. 46 (1), 197–199. 10.1016/0022-2836(69)90066-7 [DOI] [PubMed] [Google Scholar]
- Schleif R. (2010). AraC Protein, Regulation of the L-Arabinose Operon in Escherichia Coli, and the Light Switch Mechanism of AraC Action. FEMS Microbiol. Rev. 34 (5), 779–796. 10.1111/j.1574-6976.2010.00226.x [DOI] [PubMed] [Google Scholar]
- Shimada T., Fujita N., Yamamoto K., Ishihama A. (2011). Novel Roles of CAMP Receptor Protein (CRP) in Regulation of Transport and Metabolism of Carbon Sources. PloS One 6 (6), e200815. 10.1371/journal.pone.0020081 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Simm R., Morr M., Kader A., Nimtz M., Römling U. (2004). GGDEF and EAL Domains Inversely Regulate Cyclic Di-GMP Levels and Transition From Sessility to Motility. Mol. Microbiol. 53 (4), 1123–1345. 10.1111/j.1365-2958.2004.04206.x [DOI] [PubMed] [Google Scholar]
- Solano C., García B, Latasa C., Toledo-Arana A., Zorraquino V., Valle J., et al. (2009). Genetic Reductionist Approach for Dissecting Individual Roles of GGDEF Proteins Within the C-Di-GMP Signaling Network in Salmonella . Proc. Natl. Acad. Sci. U. S. A. 106 (19), 7997–8002. 10.1073/pnas.0812573106 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Solano C., García B, Valle J., Berasain C., Ghigo J.-M., Gamazo C., et al. (2002). Genetic Analysis of Salmonella Enteritidis Biofilm Formation: Critical Role of Cellulose. Mol. Microbiol. 43 (3), 793–808. 10.1046/j.1365-2958.2002.02802.x [DOI] [PubMed] [Google Scholar]
- Sridhar S., Steele-Mortimer O. (2016). Inherent Variability of Growth Media Impacts the Ability of Salmonella Typhimurium to Interact With Host Cells. PloS One 11 (6), 1–14. 10.1371/journal.pone.0157043 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Stoner C., Schleif R. (1983). The AraE Low Affinity L-Arabinose Transport Promoter. Cloning, Sequence, Transcription Start Site and DNA Binding Sites of Regulatory Proteins. J. Mol. Biol. 171 (4), 369–381. 10.1016/0022-2836(83)90035-9 [DOI] [PubMed] [Google Scholar]
- Stringer A. M., Currenti S., Bonocora R. P., Baranowski C., Petrone B. L., Palumbo M. J., et al. (2014). Genome-Scale Analyses of Escherichia Coli and Salmonella Enterica AraC Reveal Noncanonical Targets and an Expanded Core Regulon. J. Bacteriol 196 (3), 660–671. 10.1128/JB.01007-13 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Szelestey B. R., Heimlich D. R., Raffel F. K., Justice S. S., Mason K. M. (2013). Haemophilus Responses to Nutritional Immunity: Epigenetic and Morphological Contribution to Biofilm Architecture, Invasion, Persistence and Disease Severity. PloS Pathog. 9 (10), e1003709. 10.1371/journal.ppat.1003709 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tang S. W., Abubakar S., Devi S., Puthucheary S., Pang T. (1997). “Induction and Characterization of Heat Shock Proteins of Salmonella Typhi and Their Reactivity With Sera From Patients With Typhoid Fever. Infect Immun. 65 (7), 2983–2986. 10.1128/IAI.65.7.2983-2986.1997 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tao J., Sang Y, Teng Q., Ni J., Yang Y, Tsui S. K.-W., et al. (2015). Heat Shock Proteins IbpA and IbpB Are Required for NlpI-Participated Cell Division in Escherichia Coli . Front. Microbiol. 6, 51. 10.3389/fmicb.2015.00051 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Tischler A. D., Camilli A. (2004). Cyclic Diguanylate (C-Di-GMP) Regulates Vibrio Cholerae Biofilm Formation. Mol. Microbiol. 53 (3), 857–869. 10.1111/j.1365-2958.2004.04155.x [DOI] [PMC free article] [PubMed] [Google Scholar]
- Valentini M., Filloux A. (2016). Biofilms and Cyclic Di-GMP (C-Di-GMP) Signaling: Lessons From Pseudomonas Aeruginosa and Other Bacteria. J. Biol. Chem. 291 (24), 12547–12555. 10.1074/jbc.R115.711507 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yadav M. K., Kwon S. K., Cho C. G., Park S.-W., Chae S.-W., Song J.-J. (2012). Gene Expression Profile of Early in Vitro Biofilms of Streptococcus Pneumoniae . Microbiol. Immunol. 56 (9), 621–629. 10.1111/j.1348-0421.2012.00483.x [DOI] [PubMed] [Google Scholar]
- Yssel A. (2017) Perturbations in Nucleotide Biosynthesis Inhibits Salmonella Biofilm Formation. Available at: https://lirias.kuleuven.be/retrieve/464045.
- Zogaj X., Nimtz M., Rohde M., Bokranz W., Römling U. (2001). The Multicellular Morphotypes of Salmonella Typhimurium and Escherichia Coli Produce Cellulose as the Second Component of the Extracellular Matrix. Mol. Microbiol. 39 (6), 1452–1463. 10.1046/j.1365-2958.2001.02337.x [DOI] [PubMed] [Google Scholar]
Associated Data
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Supplementary Materials
Data Availability Statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/ Supplementary Material .